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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Energy Res.</journal-id>
<journal-title>Frontiers in Energy Research</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Energy Res.</abbrev-journal-title>
<issn pub-type="epub">2296-598X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1129076</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2023.1129076</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Energy Research</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Assessment of electrified ethylene production via biomass gasification and electrochemical CO reduction</article-title>
<alt-title alt-title-type="left-running-head">Kl&#xfc;h et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fenrg.2023.1129076">10.3389/fenrg.2023.1129076</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Kl&#xfc;h</surname>
<given-names>Daniel</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1584924/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Nieminen</surname>
<given-names>Harri</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1655502/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Melin</surname>
<given-names>Kristian</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1367088/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Laari</surname>
<given-names>Arto</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1581017/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Koiranen</surname>
<given-names>Tuomas</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1591730/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Campus Straubing for Biotechnology and Sustainability</institution>, <institution>Professorship of Regenerative Energy Systems</institution>, <institution>Technical University of Munich</institution>, <addr-line>Straubing</addr-line>, <country>Germany</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>LUT University Lappeenranta Campus</institution>, <addr-line>Lappeenranta</addr-line>, <country>Finland</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>LUT University Lahti Campus</institution>, <addr-line>Lahti</addr-line>, <country>Finland</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1268530/overview">John B&#xf8;gild Hansen</ext-link>, Haldor Topsoe, Denmark</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1187435/overview">Ali Bakhtyari</ext-link>, Shiraz University, Iran</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2216780/overview">Bijoy Biswas</ext-link>, Auburn University, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1273955/overview">Arnab Dutta</ext-link>, Birla Institute of Technology and Science, India</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2218010/overview">Marcin Sajdak</ext-link>, Silesian University of Technology, Poland</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Daniel Kl&#xfc;h, <email>daniel.klueh@tum.de</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Bioenergy and Biofuels, a section of the journal Frontiers in Energy Research</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>04</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1129076</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>03</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Kl&#xfc;h, Nieminen, Melin, Laari and Koiranen.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Kl&#xfc;h, Nieminen, Melin, Laari and Koiranen</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The chemical industry needs new methods for sourcing carbon-containing feedstocks from renewable sources to decrease CO<sub>2</sub> emissions and reduce reliance on fossil fuels. Ethylene, a crucial base chemical used for making polymers and ethylene oxide, is primarily produced through steam cracking of fossil feedstocks. However, an evolving technology is the electrochemical reduction of CO<sub>2</sub> or CO to produce ethylene. The study assesses the environmental, economic and energetic performance of a new biomass-based process that produces ethylene based on the electrochemical reduction of CO. The results are based on mass and energy balances from process simulation. The CO is produced by either gasification of biomass or combustion of biomass with CO<sub>2</sub> capture and CO<sub>2</sub> electrolysis. Besides ethylene, the process produces acetic acid, ethanol, oxygen and hydrogen as by-products which are purified and sold. The annual output varies between 36 and 68&#xa0;kt ethylene with a biomass input of 157&#xa0;kt. The levelized cost of ethylene ranges from 3,920 to 7,163 &#x20ac;/t with the gasification routes being the most cost-effective. The ethylene price is heavily dependent on electricity price, current density, operating voltage, and by-product prices. The carbon efficiency of the gasification-based routes is lower (64%) than the combustion-based routes (85%&#x2013;86%). However, the energy efficiency is higher for the gasification-based routes (42%) compared to the combustion-based routes (28%). Conversion of ethanol to ethylene increases the ethylene yield with minimal impacts on the ethylene price. In terms of CO<sub>2</sub> emissions, the gasification-based routes show lower emissions. Scenarios using wind power show a significant emission reduction potential compared to fossil products.</p>
</abstract>
<kwd-group>
<kwd>biomass gasification</kwd>
<kwd>ethylene</kwd>
<kwd>techno-economic</kwd>
<kwd>power-/biomass-to-X</kwd>
<kwd>electrification</kwd>
<kwd>electrochemical CO<sub>2</sub> reduction</kwd>
<kwd>process simulation</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The worldwide production of plastics is constantly rising and reached a maximum of 368 Mt in 2019 (<xref ref-type="bibr" rid="B69">Plastics Europe, 2021</xref>; <xref ref-type="bibr" rid="B88">Statista, 2022</xref>). The majority of plastic is based on fossil feedstock and only a small share is derived from biomass. The global production capacity for bio-based plastics was 2.4 Mt in 2021 (<xref ref-type="bibr" rid="B11">European Bioplastics, 2022</xref>).</p>
<p>Ethylene is a base chemical for the chemical industry (<xref ref-type="bibr" rid="B62">Moulijn, 2013</xref>). Most of it is used as feedstock for polyethylene (PE) production. PE accounts for 20% of the plastic demand in Europe (<xref ref-type="bibr" rid="B69">Plastics Europe, 2021</xref>). Ethylene is mainly produced from steam cracking which is an energy intensive process relying on fossil feedstock hydrocarbons. The production of ethylene faces three major trends. Firstly, the depletion and limited availability of fossil resources calls for renewable feedstock alternatives. Secondly, the steam cracking process causes high CO<sub>2</sub> emissions. In order to limit climate change, different strategies for reducing CO<sub>2</sub> emissions need to be developed. This could be either done by improving existing process (<xref ref-type="bibr" rid="B63">Mynko et al., 2022</xref>) or by developing new process routes (<xref ref-type="table" rid="T1">Table 1</xref>). <xref ref-type="bibr" rid="B108">Zhao et al. (2021)</xref> investigated the economics of the production of light olefins via 20 different production paths, based on different feedstocks and conversion processes. Thirdly, electrification of the ethylene production process can help make use of renewable electricity. With the use of renewable and low carbon electricity, the CO<sub>2</sub> emissions can be cut. These three challenges also apply to other monomers for plastics, and base chemicals in the chemical industry.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Processes for the production of ethylene from various feedstock (Only the main reactions towards ethylene are shown, some processes produce a mixture of lower olefins).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Process route</th>
<th align="left">Feedstock</th>
<th align="left">Reaction equation</th>
<th align="left">Reference</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Methanol to olefins (MTO)<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td align="left">Methanol</td>
<td align="left">2CH<sub>3</sub>OH &#x2192; C<sub>2</sub>H<sub>4</sub> &#x2b; 2H<sub>2</sub>O</td>
<td align="left">
<xref ref-type="bibr" rid="B101">Yu and Chien (2016),</xref> <xref ref-type="bibr" rid="B27">Gogate, 2019</xref>, <xref ref-type="bibr" rid="B17">Chen et al. (2022)</xref>
</td>
</tr>
<tr>
<td align="left">Oxidative coupling of methane (OCM)<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
</td>
<td align="left">Methane, oxygen</td>
<td align="left">2CH<sub>4</sub> &#x2b; O<sub>2</sub> &#x2192; C<sub>2</sub>H<sub>4</sub> &#x2b; 2H<sub>2</sub>O</td>
<td align="left">
<xref ref-type="bibr" rid="B41">Khojasteh Salkuyeh and Adams (2015),</xref> <xref ref-type="bibr" rid="B86">Spallina et al. (2017),</xref> <xref ref-type="bibr" rid="B25">Gao et al. (2019),</xref> <xref ref-type="bibr" rid="B44">Kolesnichenko et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Non-oxidative coupling of methane (NCM)</td>
<td align="left">Methane</td>
<td align="left">2CH<sub>4</sub> &#x2192; C<sub>2</sub>H<sub>4</sub> &#x2b; 2H<sub>2</sub>
</td>
<td align="left">
<xref ref-type="bibr" rid="B25">Gao et al. (2019),</xref> <xref ref-type="bibr" rid="B44">Kolesnichenko et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Methyl chloride to olefins (MCTO)</td>
<td align="left">Methane, chlorine</td>
<td align="left">2CH<sub>4</sub> &#x2b; 2Cl<sub>2</sub> &#x2192; C<sub>2</sub>H<sub>4</sub> &#x2b; 4HCl</td>
<td align="left">
<xref ref-type="bibr" rid="B44">Kolesnichenko et al. (2020)</xref>
</td>
</tr>
<tr>
<td rowspan="2" align="left">Electrochemical Methane Coupling (ECM)</td>
<td rowspan="2" align="left">Methane. (oxygen)</td>
<td align="left">2CH<sub>4</sub> &#x2b; O<sub>2</sub> &#x2192; C<sub>2</sub>H<sub>4</sub> &#x2b; 2H<sub>2</sub>O (oxidative)</td>
<td rowspan="2" align="left">
<xref ref-type="bibr" rid="B25">Gao et al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">2CH<sub>4</sub> &#x2192; C<sub>2</sub>H<sub>4</sub> &#x2b; 2H<sub>2</sub> (non-oxidative)</td>
</tr>
<tr>
<td align="left">Electrochemical CO reduction</td>
<td align="left">Carbon monoxide, water</td>
<td align="left">2CO &#x2b; 2H<sub>2</sub>O &#x2192; C<sub>2</sub>H<sub>4</sub> &#x2b; 2O<sub>2</sub>
</td>
<td align="left">
<xref ref-type="bibr" rid="B93">Tran et al. (2022)</xref>
</td>
</tr>
<tr>
<td align="left">Electrochemical CO<sub>2</sub> reduction</td>
<td align="left">Carbon dioxide, water</td>
<td align="left">2CO<sub>2</sub> &#x2b; 2H<sub>2</sub>O &#x2192; C<sub>2</sub>H<sub>4</sub> &#x2b; 3O<sub>2</sub>
</td>
<td align="left">
<xref ref-type="bibr" rid="B90">Sturman and Oelgem&#xf6;ller (2021)</xref>
</td>
</tr>
<tr>
<td align="left">Fischer Tropsch to Olefin (FTO)<xref ref-type="table-fn" rid="Tfn3">
<sup>c</sup>
</xref>
</td>
<td align="left">Syngas</td>
<td align="left">2CO &#x2b; 4H<sub>2</sub> &#x2192; C<sub>2</sub>H<sub>4</sub> &#x2b; 2H<sub>2</sub>O</td>
<td align="left">
<xref ref-type="bibr" rid="B109">Zimmermann and Walzl (2010),</xref> <xref ref-type="bibr" rid="B3">Amghizar et al. (2017),</xref> <xref ref-type="bibr" rid="B44">Kolesnichenko et al. (2020),</xref> <xref ref-type="bibr" rid="B57">Liu et al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">OX-Zeo</td>
<td align="left">Syngas</td>
<td align="left">2CO &#x2b; 4H<sub>2</sub> &#x2192; C<sub>2</sub>H<sub>4</sub> &#x2b; 2H<sub>2</sub>O</td>
<td align="left">
<xref ref-type="bibr" rid="B44">Kolesnichenko et al. (2020),</xref> <xref ref-type="bibr" rid="B67">Pan et al. (2021),</xref> <xref ref-type="bibr" rid="B16">Chernyak et al. (2022)</xref>
</td>
</tr>
<tr>
<td align="left">Oxidative dehydrogenation of ethane (ODH)<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
<sup>,</sup>
<xref ref-type="table-fn" rid="Tfn4">
<sup>d</sup>
</xref>
</td>
<td align="left">Ethane, oxygen</td>
<td align="left">C<sub>2</sub>H<sub>6</sub> &#x2b; 0,5 O<sub>2</sub> &#x2192; C<sub>2</sub>H<sub>4</sub> &#x2b; H<sub>2</sub>O</td>
<td align="left">
<xref ref-type="bibr" rid="B25">Gao et al. (2019),</xref> <xref ref-type="bibr" rid="B65">Najari et al. (2021)</xref>
</td>
</tr>
<tr>
<td align="left">Non-oxidative dehydrogenation of ethane (NDH)</td>
<td align="left">Ethane</td>
<td align="left">C<sub>2</sub>H<sub>6</sub> &#x2192; C<sub>2</sub>H<sub>4</sub> &#x2b;H<sub>2</sub>
</td>
<td align="left">
<xref ref-type="bibr" rid="B25">Gao et al. (2019),</xref> <xref ref-type="bibr" rid="B80">Saito and Sekine (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Ethanol to ethylene</td>
<td align="left">Ethanol</td>
<td align="left">CH<sub>3</sub>CH<sub>2</sub>OH &#x2192; C<sub>2</sub>H<sub>4</sub> &#x2b; H<sub>2</sub>O</td>
<td align="left">
<xref ref-type="bibr" rid="B107">Zhang and Yu (2013),</xref> <xref ref-type="bibr" rid="B60">Mohsenzadeh et al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">Metathesis of propene<xref ref-type="table-fn" rid="Tfn5">
<sup>e</sup>
</xref>
</td>
<td align="left">Propene</td>
<td align="left">2C<sub>3</sub>H<sub>6</sub> &#x2194; C<sub>2</sub>H<sub>4</sub> &#x2b; C<sub>4</sub>H<sub>8</sub>
</td>
<td align="left">
<xref ref-type="bibr" rid="B81">Schneider and Fr&#xf6;lich (1931),</xref> <xref ref-type="bibr" rid="B109">Zimmermann and Walzl (2010)</xref>
</td>
</tr>
<tr>
<td align="left">Glycerol to olefins (GTO)</td>
<td align="left">Glycerol</td>
<td align="left">2C<sub>3</sub>H<sub>8</sub>O<sub>3</sub> &#x2192; 2C<sub>2</sub>H<sub>4</sub> &#x2b; 4H<sub>2</sub>O &#x2b; 2CO (for example)</td>
<td align="left">
<xref ref-type="bibr" rid="B103">Zakaria et al. (2013),</xref> <xref ref-type="bibr" rid="B12">Blass et al. (2014)</xref>
</td>
</tr>
<tr>
<td align="left">Steam cracking<xref ref-type="table-fn" rid="Tfn6">
<sup>f</sup>
</xref>
</td>
<td align="left">(Naphtha, ethane, other renewable feedstock) &#x2b; steam</td>
<td align="left">C<sub>6</sub>H<sub>14</sub> &#x2192; 3C<sub>2</sub>H<sub>4</sub> &#x2b; H<sub>2</sub>
<xref ref-type="table-fn" rid="Tfn6">
<sup>f</sup>
</xref>
<sup>,</sup>
<xref ref-type="table-fn" rid="Tfn7">
<sup>g</sup>
</xref>
</td>
<td align="left">
<xref ref-type="bibr" rid="B109">Zimmermann and Walzl (2010)</xref>, <xref ref-type="bibr" rid="B30">Haribal et al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left">Oxy cracking</td>
<td align="left">Naphtha, oxygen</td>
<td align="left">C<sub>6</sub>H<sub>14</sub> &#x2b; 0.5 O<sub>2</sub> &#x2192; 3C<sub>2</sub>H<sub>4</sub> &#x2b; H<sub>2</sub>O<xref ref-type="table-fn" rid="Tfn7">
<sup>g</sup>
</xref>
</td>
<td align="left">
<xref ref-type="bibr" rid="B30">Haribal et al. (2018)</xref>, <xref ref-type="bibr" rid="B25">Gao et al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left">Biotechnological routes</td>
<td align="left">Glucose, lignocellulose, CO<sub>2</sub>,&#x2026;</td>
<td align="left">&#x2014;</td>
<td align="left">
<xref ref-type="bibr" rid="B20">Eckert et al. (2014)</xref>, <xref ref-type="bibr" rid="B97">Wilson et al. (2018)</xref>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn1">
<label>
<sup>a</sup>
</label>
<p>The dimethyl ether to olefin route (<xref ref-type="bibr" rid="B43">Kolesnichenko et al., 2011</xref>) is not explicitly mentioned in the table since the process is similar to the MTO route.</p>
</fn>
<fn id="Tfn2">
<label>
<sup>b</sup>
</label>
<p>EcoCatalytic Technologies is a company offering the technologies for ethylene production based on ODH and OCM (<xref ref-type="bibr" rid="B21">EcoCatalytic, 2022</xref>).</p>
</fn>
<fn id="Tfn3">
<label>
<sup>c</sup>
</label>
<p>Besides the direct reaction towards olefins, the production via cracking of FT syncrude or dehydration of oxygenated by products is possible.</p>
</fn>
<fn id="Tfn4">
<label>
<sup>d</sup>
</label>
<p>Linde has demonstrated the EDHOX process in pilot scale (<xref ref-type="bibr" rid="B55">Linde, 2022</xref>).</p>
</fn>
<fn id="Tfn5">
<label>
<sup>e</sup>
</label>
<p>Commercial processes: Phillips Triolefin Process and the inverse process: olefin conversion technology.</p>
</fn>
<fn id="Tfn6">
<label>
<sup>f</sup>
</label>
<p>Includes also electrically driven steam crackers.</p>
</fn>
<fn id="Tfn7">
<label>
<sup>g</sup>
</label>
<p>Reaction of n-hexane as an example.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Electrification of the chemical industry is highly discussed (<xref ref-type="bibr" rid="B22">Eryazici et al., 2021</xref>). First steps towards commercialization are undertaken in electrification of the steam cracking process. <xref ref-type="bibr" rid="B9">BASF et al. (2022)</xref> are building a pilot plant for testing an electrified steam cracker at the Ludwigshafen site. The plant will be able to process approximately 4 t of hydrocarbons per hour, using 6&#xa0;MW of electricity (<xref ref-type="bibr" rid="B9">BASF et al., 2022</xref>). <xref ref-type="bibr" rid="B91">SYPOX (2022)</xref> is another example of an electrified steam cracker. Another concept is currently being commercialized by Coolbrook. They developed the RotoDynamic Reactor&#x2122; in which heat and micromixing for cracking is provided by rotating blades (<xref ref-type="bibr" rid="B14">Bushuev, 2012</xref>; <xref ref-type="bibr" rid="B18">Coolbrook, 2022</xref>).</p>
<p>Efforts towards new and electrified production routes for ethylene production are ongoing. <xref ref-type="table" rid="T1">Table 1</xref> gives an overview of alternative production routes for ethylene based on various feedstock. The transformation from fossil-based ethylene production to renewable feedstock is investigated. Beyond the substitution of fossil feedstock by renewable alternatives in steam cracking, the development of new production processes based on other raw materials, can expand the feedstock base to include a wider variety of renewable materials.</p>
<p>CO<sub>2</sub> or CO can be converted with hydrogen to methane or methanol for further processing to ethylene. Alternatively, CO<sub>2</sub> or CO can be converted to ethylene via electrified conversion processes, i.e., converted to C<sub>2</sub> products electrochemically. This process is currently at the technology readiness level of 3&#x2013;4 (<xref ref-type="bibr" rid="B78">Roh et al., 2020</xref>; <xref ref-type="bibr" rid="B16">Chernyak et al., 2022</xref>). However, implementation of CO<sub>2</sub>/CO electrolysis via membrane electrode assembly technology is considered to have potential for scale-up. <xref ref-type="bibr" rid="B16">Chernyak et al. (2022)</xref> assess the electrochemical reduction as one of the most environmentally favorable options in comparison to other novel, and also established technologies. <xref ref-type="bibr" rid="B100">Xia et al. (2022)</xref> emphasize the utilization of biomass as renewable carbon feedstock for electrochemical processes.</p>
<p>The electrochemical reduction of CO<sub>2</sub> (CO<sub>2</sub>R) can produce a wide range of products like ethylene, ethanol, acetic acid, propanol, methanol, or formic acid (<xref ref-type="bibr" rid="B100">Xia et al., 2022</xref>). The utilization of a two-step process from CO<sub>2</sub> to C<sub>2</sub> products via CO as intermediate is considered beneficial compared to direct CO<sub>2</sub> conversion (<xref ref-type="bibr" rid="B75">Ramdin et al., 2021</xref>; <xref ref-type="bibr" rid="B85">Sisler et al., 2021</xref>). Therefore, this paper focuses on the reduction of CO to C<sub>2</sub> products (COR) combined with biomass gasification. The processes can in comparison to steam crackers be scaled to smaller plant sizes and produces no additional gaseous by-products like propylene which need to be processed onsite making the plant more flexible in size and location.</p>
<p>The combination of biomass-based and electrified processes, termed Power-/Biomass-to-X (PBtX), has been widely investigated in recent years. Most studies have focused on the production of liquid fuels or chemicals by indirect electrification via addition of hydrogen derived from water electrolysis. By adding H<sub>2</sub>, the CO/H<sub>2</sub> ratio of the bio-based syngas can be adjusted to the requirements of the synthesis process. It has been shown that PBtX systems reach higher carbon and energy efficiencies compared to the processes without electrification. However, the direct electrification of PBtX routes is not as mature and has just recently gained more attention. Examples include the use of electrically heated gasifiers (<xref ref-type="bibr" rid="B70">Putta et al., 2022</xref>) or reformers (<xref ref-type="bibr" rid="B59">Melin et al., 2022</xref>), and electrochemical conditioning of syngas (<xref ref-type="bibr" rid="B15">Butera et al., 2021</xref>).</p>
<p>This paper focuses on a PBtX process based on gasification followed by direct electrification of the synthesis process via electrochemical reduction of CO. Such an approach has not been previously discussed in the PBtX context, to the authors&#x2019; knowledge. Several studies start with CO<sub>2</sub> from an undefined source converting CO<sub>2</sub> in a two-step process to C<sub>2</sub> products (<xref ref-type="table" rid="T2">Table 2</xref>). In this paper, the first step of the two-step process is substituted via gasification and gas purification (see <xref ref-type="fig" rid="F1">Figure 1</xref>). This paper strives to address the research gap in the field of PBtX processes in terms of (a) direct electrification of the synthesis process via electrochemical reduction of CO to C<sub>2</sub> products, (b) the utilization of solid biomass as feedstock for the electrochemical reduction via gasification, (c) the improved conversion of COR products towards ethylene via chemical catalytic routes and (d) an assessment of the influence of product distribution on the process performance and (e) the environmental assessment of production routes in terms of CO<sub>2</sub> emissions. The Power-Biomass-to-Ethylene process via gasification and electrochemical reduction of CO developed here is a new path for the sustainable production of ethylene.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Overview of process designs and assessments of two-step and one-step electrochemical reduction of CO<sub>2</sub> (O-S: one-step process, T-S: two-step process).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Reference</th>
<th align="left">O-S</th>
<th align="left">T-S</th>
<th align="left">Description</th>
<th align="left">Products with FE in brackets</th>
<th align="left">Current density</th>
<th align="left">Cell voltage</th>
<th align="left">Single pass conversion</th>
<th align="left">Economics</th>
<th align="left">CO<sub>2</sub> emissions</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">
<xref ref-type="bibr" rid="B38">Jouny et al. (2018a)</xref>
</td>
<td align="left">x</td>
<td align="left">&#x2014;</td>
<td align="left">Comparative TEA of different products</td>
<td align="left">C<sub>2</sub>H<sub>4</sub> (90%)</td>
<td align="left">200&#xa0;mA&#xa0;cm<sup>&#x2212;2</sup>
</td>
<td align="left">2.3&#xa0;V</td>
<td align="left">50%</td>
<td align="left">Negative net present value for base case</td>
<td align="left">&#x2014;</td>
</tr>
<tr>
<td align="left">
<xref ref-type="bibr" rid="B64">Na et al. (2019)</xref>
</td>
<td align="left">x</td>
<td align="left">&#x2014;</td>
<td align="left">Comparative TEA of different CO2 reduction reactions coupled with organic reactions on the anode</td>
<td align="left">C<sub>2</sub>H<sub>4</sub> (90%)</td>
<td align="left">500&#xa0;mA&#xa0;cm<sup>&#x2212;2</sup>
</td>
<td align="left">depends on anode product</td>
<td align="left">&#x2014;</td>
<td align="left">500&#x2013;1,100 $/t</td>
<td align="left">&#x2014;</td>
</tr>
<tr>
<td align="left">
<xref ref-type="bibr" rid="B33">Ioannou et al. (2020)</xref>
</td>
<td align="left">x</td>
<td align="left">&#x2014;</td>
<td align="left">Comparative TEA and LCA of CO2R and MTO</td>
<td align="left">C<sub>2</sub>H<sub>4</sub> (96.4%<sup>c</sup>) CO (3.6%<sup>c</sup>) H<sub>2</sub> (24.4%<xref ref-type="table-fn" rid="Tfn11">
<sup>d</sup>
</xref>)</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">2,300&#x2013;3,100 $/t</td>
<td align="left">&#x2212;2 to 0.5&#xa0;t CO<sub>2e</sub>q/t ethylene</td>
</tr>
<tr>
<td align="left">
<xref ref-type="bibr" rid="B68">Pappijn (2020)</xref>
</td>
<td align="left">x</td>
<td align="left">&#x2014;</td>
<td align="left">TEA of ethylene production</td>
<td align="left">C<sub>2</sub>H<sub>4</sub> (70%)</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">50%</td>
<td align="left">Gross margin decreases by 20% compared to steam cracker</td>
<td align="left">12.8 to &#x2212;2.2&#xa0;t CO<sub>2</sub>/t C<sub>2</sub>H<sub>4</sub>
</td>
</tr>
<tr>
<td align="left">
<xref ref-type="bibr" rid="B8">Barecka et al. (2021)</xref>
</td>
<td align="left">x</td>
<td align="left">&#x2014;</td>
<td align="left">Integration of the electrochemical reduction of CO<sub>2</sub> into an ethylene oxide production plant</td>
<td align="left">C<sub>2</sub>H<sub>4</sub> (88.7%) H<sub>2</sub> (7.5%) CO (3.8%)</td>
<td align="left">300&#xa0;mA&#xa0;cm<sup>&#x2212;2</sup>
</td>
<td align="left">2&#xa0;V</td>
<td align="left">50%&#x2013;100%</td>
<td align="left">payback time of 1&#x2013;2&#xa0;years</td>
<td align="left">Direct CO<sub>2</sub> emissions decreased by 80%<xref ref-type="table-fn" rid="Tfn9">
<sup>b</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">
<xref ref-type="bibr" rid="B2">Alerte et al. (2021)</xref>
</td>
<td align="left">x</td>
<td align="left">&#x2014;</td>
<td align="left">Focus on the downstream processes for product purification</td>
<td align="left">C<sub>2</sub>H<sub>4</sub> (47%) CO (16%) H<sub>2</sub> (5%) n-propanol (2%) Acetic acid (7%) Ethanol (17%)</td>
<td align="left">206&#xa0;mA&#xa0;cm<sup>&#x2212;2</sup>
</td>
<td align="left">3.9&#xa0;V</td>
<td align="left">25%</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
</tr>
<tr>
<td align="left">
<xref ref-type="bibr" rid="B85">Sisler et al. (2021)</xref>
</td>
<td align="left">x</td>
<td align="left">x</td>
<td align="left">Comparative TEA with different electrochemical cell design</td>
<td align="left">C<sub>2</sub>H<sub>4</sub> (38%)<xref ref-type="table-fn" rid="Tfn8">
<sup>a</sup>
</xref>
</td>
<td align="left">144<sup>a</sup>&#x2013;1,000&#xa0;mA&#xa0;cm<sup>&#x2212;2</sup>
</td>
<td align="left">2.32&#xa0;V<xref ref-type="table-fn" rid="Tfn8">
<sup>a</sup>
</xref>
</td>
<td align="left">43%<xref ref-type="table-fn" rid="Tfn8">
<sup>a</sup>
</xref>
</td>
<td align="left">&#x2248;3,050 $/t<xref ref-type="table-fn" rid="Tfn8">
<sup>a</sup>
</xref>
</td>
<td align="left">&#x2014;</td>
</tr>
<tr>
<td align="left">
<xref ref-type="bibr" rid="B75">Ramdin et al. (2021)</xref>
</td>
<td align="left">x</td>
<td align="left">x</td>
<td align="left">Comparative TEA of different products of the one and two step process</td>
<td align="left">C<sub>2</sub>H<sub>4</sub> (50%)<xref ref-type="table-fn" rid="Tfn8">
<sup>a</sup>
</xref> Ethanol (20%) Acetic acid (20%)<xref ref-type="table-fn" rid="Tfn8">
<sup>a</sup>
</xref> H<sub>2</sub> (10%)<sup>a</sup>
</td>
<td align="left">750&#xa0;mA cm<sup>&#x2212;2</sup>
<xref ref-type="table-fn" rid="Tfn8">
<sup>a</sup>
</xref>
</td>
<td align="left">3.0&#xa0;V<xref ref-type="table-fn" rid="Tfn8">
<sup>a</sup>
</xref>
</td>
<td align="left">75%<xref ref-type="table-fn" rid="Tfn8">
<sup>a</sup>
</xref>
</td>
<td align="left">Positive net present values</td>
<td align="left">&#x2014;</td>
</tr>
<tr>
<td align="left">
<xref ref-type="bibr" rid="B54">Li et al. (2021)</xref>
</td>
<td align="left">x</td>
<td align="left">&#x2014;</td>
<td align="left">Comparison of water oxidation (OER) with hydrogen oxidation (HOR) at the anode</td>
<td align="left">C<sub>2</sub>H<sub>4</sub> (70%) CO (4%) H<sub>2</sub> (9%) Ethanol &#x2b; formic acid &#x2b; 1-propanol (17%)</td>
<td align="left">110&#xa0;mA&#xa0;cm<sup>&#x2212;2</sup>
</td>
<td align="left">1.17&#xa0;V (HOR) and 2.4&#xa0;V (OER)</td>
<td align="left">22%</td>
<td align="left">720 $/t ((OER) 390&#x2013;920 $/t (HOR)</td>
<td align="left">&#x2212;5&#x2013;16&#xa0;kg CO<sub>2e</sub>/kg C<sub>2</sub>H<sub>4</sub> (OER) &#x2212;17&#x2013;12&#xa0;kg CO<sub>2e</sub>/kg C<sub>2</sub>H<sub>4</sub> (HOR)</td>
</tr>
<tr>
<td align="left">
<xref ref-type="bibr" rid="B42">Kibria Nabil et al. (2021)</xref>
</td>
<td align="left">x</td>
<td align="left">x</td>
<td align="left">Comparative LCA</td>
<td align="left">C<sub>2</sub>H<sub>4</sub> (90%)<xref ref-type="table-fn" rid="Tfn8">
<sup>a</sup>
</xref> H<sub>2</sub> (10%)<xref ref-type="table-fn" rid="Tfn8">
<sup>a</sup>
</xref>
</td>
<td align="left">300&#xa0;mA cm<sup>&#x2212;2</sup>
<xref ref-type="table-fn" rid="Tfn8">
<sup>a</sup>
</xref>
</td>
<td align="left">0.6&#xa0;V overpotential<xref ref-type="table-fn" rid="Tfn8">
<sup>a</sup>
</xref>
</td>
<td align="left">50%<xref ref-type="table-fn" rid="Tfn8">
<sup>a</sup>
</xref>
</td>
<td align="left">&#x2014;</td>
<td align="left">2.0&#x2013;2.9&#xa0;kg CO<sub>2e</sub>/kg C<sub>2</sub>H<sub>4</sub>
<xref ref-type="table-fn" rid="Tfn8">
<sup>a</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">
<xref ref-type="bibr" rid="B82">Shin et al. (2021)</xref>
</td>
<td align="left">x</td>
<td align="left">&#x2014;</td>
<td align="left">Comparative TEA of different products</td>
<td align="left">C<sub>2</sub>H<sub>4</sub> (70%)</td>
<td align="left">1,000&#xa0;mA&#xa0;cm<sup>&#x2212;2</sup>
</td>
<td align="left">2.9&#xa0;V</td>
<td align="left">15%</td>
<td align="left">2,480 $/t</td>
<td align="left">&#x2014;</td>
</tr>
<tr>
<td align="left">
<xref ref-type="bibr" rid="B102">Yue et al. (2022)</xref>
</td>
<td align="left">x</td>
<td align="left">&#x2014;</td>
<td align="left">Comparative LCA and TEA of different products</td>
<td align="left">C<sub>2</sub>H<sub>4</sub> (70%)</td>
<td align="left">110&#xa0;mA&#xa0;cm<sup>&#x2212;2</sup>
</td>
<td align="left">2,4&#xa0;V</td>
<td align="left">&#x2014;</td>
<td align="left">850 $/t</td>
<td align="left">&#x2212;0,53&#xa0;t CO<sub>2e</sub>q/t CO<sub>2</sub> gas injection</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn8">
<label>
<sup>a</sup>
</label>
<p>For the two-step process.</p>
</fn>
<fn id="Tfn9">
<label>
<sup>b</sup>
</label>
<p>For the integrated process in the ethylene oxide production utilizing green electricity.</p>
</fn>
<fn id="Tfn10">
<label>
<sup>c</sup>
</label>
<p>Molar selectivity with full conversion of CO<sub>2</sub>.</p>
</fn>
<fn id="Tfn11">
<label>
<sup>d</sup>
</label>
<p>Molar selectivity with respect to water.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Sketch of the two process routes starting from biomass residues with either biomass gasification (orange) or biomass combustion (red).</p>
</caption>
<graphic xlink:href="fenrg-11-1129076-g001.tif"/>
</fig>
<sec id="s1-1">
<title>1.1 Ethylene production and use</title>
<p>Ethylene (ethene) is one of the major building blocks of the chemical industry. The annual worldwide production of ethylene was approximately 170 Mt (2021) (<xref ref-type="bibr" rid="B65">Najari et al., 2021</xref>). Ethylene is mostly used for the production of PE which accounted for roughly 60% of the worldwide ethylene produced in 2000 (<xref ref-type="bibr" rid="B109">Zimmermann and Walzl, 2010</xref>). Other key products from ethylene include ethylene oxide, ethylene dichloride, ethylene glycol, and ethylbenzene (<xref ref-type="bibr" rid="B109">Zimmermann and Walzl, 2010</xref>).</p>
<p>
<xref ref-type="table" rid="T1">Table 1</xref> reviews the technical processes for ethylene production. Fossil-based processes with small market shares and low ethylene yields are not included. Such examples include the catalytic pyrolysis process (CPP), SUPERFLEX, propane dehydrogenation, Gas stream technologies, hydro-pyrolysis of naphtha, and Mobil Olefins Interconversion (MOI) (<xref ref-type="bibr" rid="B76">REN et al., 2006</xref>; <xref ref-type="bibr" rid="B31">Hsu and Robinson, 2017</xref>). Besides established and commercialized processes, the table shows emerging technologies which can be based on renewable feedstock.</p>
<p>The most common production route for ethylene production is the steam cracking process (<xref ref-type="bibr" rid="B109">Zimmermann and Walzl, 2010</xref>). The feedstock reacts at temperatures at around 750&#xb0;C&#x2013;875&#xb0;C in a fired furnace (<xref ref-type="bibr" rid="B109">Zimmermann and Walzl, 2010</xref>). After cooling, the reaction products are separated. Product yields vary depending on process conditions and feedstock properties (<xref ref-type="bibr" rid="B109">Zimmermann and Walzl, 2010</xref>). Typical sizes of steam cracker plants are in the range of 1&#x2013;3 Mt ethylene per year (<xref ref-type="bibr" rid="B109">Zimmermann and Walzl, 2010</xref>; <xref ref-type="bibr" rid="B23">Fan et al., 2012</xref>). Typical feedstock for steam cracking includes ethane, propane, butane, naphtha, gas oil, or hydrocracker residue (<xref ref-type="bibr" rid="B109">Zimmermann and Walzl, 2010</xref>). Fossil feedstock can be replaced by renewable alternatives like hydrodeoxygenated tall oil (<xref ref-type="bibr" rid="B71">Pyl et al., 2012</xref>), vegetable oil (<xref ref-type="bibr" rid="B104">Z&#xe1;mostn&#xfd; et al., 2012</xref>), bio-oil (<xref ref-type="bibr" rid="B26">Gayubo et al., 2010</xref>; <xref ref-type="bibr" rid="B52">Li et al., 2018</xref>), or bio-naphtha (<xref ref-type="bibr" rid="B72">Pyl et al., 2011</xref>).</p>
<p>Except for the biotechnological process routes and cracking processes, the carbon containing feedstock of the processes included in <xref ref-type="table" rid="T1">Table 1</xref> exclusively consist of hydrocarbon fractions at shorter chain lengths, ranging from C<sub>1</sub> to C<sub>3</sub>. Besides the carbon feedstock, some processes require auxiliary reactants like water, oxygen, or chlorine. The C<sub>1</sub> feedstocks (syngas, CO<sub>2</sub>, CO, methane, and methanol) can all be derived from sustainable feedstock at low CO<sub>2</sub> emissions. The methanol to olefin process (MTO) is a commercial process available for the production of short olefins (<xref ref-type="bibr" rid="B27">Gogate, 2019</xref>). Ethanol and ethane are possible C<sub>2</sub> feedstock, while C<sub>3</sub> feedstock comprise of propene and glycerol. The process for ethanol dehydration to ethylene is commercialized and multiple plants are running worldwide (<xref ref-type="bibr" rid="B23">Fan et al., 2012</xref>; <xref ref-type="bibr" rid="B34">IRENA, 2013</xref>). C<sub>6</sub> sugars can be converted via the biotechnological route.</p>
</sec>
</sec>
<sec id="s2">
<title>2 Electrochemical CO<sub>x</sub> conversion</title>
<p>The electrochemical conversion of CO<sub>2</sub> towards C<sub>2&#x2b;</sub> products can be either performed as a one-step or two-step process. In the two-step process, CO<sub>2</sub> is converted to CO as intermediate product. CO is further processed in another electrochemical cell under alkaline conditions. The one-step process consists of one electrochemical cell under alkaline conditions for the conversion of CO<sub>2</sub> directly to mostly C<sub>2&#x2b;</sub> products. CO is also formed as a main intermediate in the reaction mechanism (<xref ref-type="bibr" rid="B110">Zhu et al., 2017</xref>). Therefore, the utilization of CO as feedstock can increase the rate for C-C coupling, yielding more C<sub>2&#x2b;</sub> products (<xref ref-type="bibr" rid="B24">Fu et al., 2021</xref>). The two-step process can also be executed in one step using a tandem catalyst (<xref ref-type="bibr" rid="B24">Fu et al., 2021</xref>). Major C<sub>1</sub> products of CO<sub>2</sub>R/COR on the cathode side are carbon monoxide, methane, methanol, formaldehyde and formic acid (<xref ref-type="bibr" rid="B73">Qiao et al., 2014</xref>). C<sub>2&#x2b;</sub> products are ethanol, acetic acid, n-propanol and ethylene (<xref ref-type="bibr" rid="B79">Romero Cuellar et al., 2020</xref>). On the anode, the most frequently used reaction is the oxygen evolution reaction (OER) producing oxygen from water. Copper is the only known catalyst material for the COR yielding C<sub>2&#x2b;</sub> products (<xref ref-type="bibr" rid="B24">Fu et al., 2021</xref>).</p>
<p>One major disadvantage of CO<sub>2</sub>R is the loss of CO<sub>2</sub> in the form of carbonates. Under alkaline conditions, CO<sub>2</sub> forms carbonates (HCO<sub>3</sub>
<sup>&#x2212;</sup> and CO<sub>3</sub>
<sup>2&#x2212;</sup>) in the electrolyte. For the ethylene production reaction, 75% of the carbon dioxide feed is converted to bicarbonate which accumulates in the electrolyte (<xref ref-type="bibr" rid="B37">Jouny et al., 2019</xref>). The carbon dioxide can be recovered from the electrolyte adding 300 $/t ethylene (conservative estimate) to the production cost (<xref ref-type="bibr" rid="B37">Jouny et al., 2019</xref>). Operating CO2R under non-alkaline conditions leads to a drop in reaction rate and efficiency (<xref ref-type="bibr" rid="B37">Jouny et al., 2019</xref>).</p>
<p>Additionally, Faraday efficiencies (FE) for C<sub>2&#x2b;</sub> products are higher for the two-step process since the reduction of CO requires less electrons than CO<sub>2</sub> reduction (<xref ref-type="bibr" rid="B75">Ramdin et al., 2021</xref>). <xref ref-type="bibr" rid="B39">Jouny et al. (2018b)</xref> showed that the FE for C<sub>2&#x2b;</sub> products decreased from around 80%&#x2013;55% when switching from CO to CO<sub>2</sub> as feedstock, with reduction carried out in a membrane electrode assembly configuration. Additionally, the cell voltage increases by roughly 0.1&#xa0;V during CO<sub>2</sub> reduction (<xref ref-type="bibr" rid="B39">Jouny et al., 2018b</xref>). Besides, the lower overpotential in COR, the current density is higher leading, to higher production rates and lower investment cost for the electrochemical cell (<xref ref-type="bibr" rid="B79">Romero Cuellar et al., 2020</xref>). Furthermore, CO adsorption on the catalyst surface is stronger, leading to a suppression of the hydrogen evolution reaction, which increases the FE of C<sub>2&#x2b;</sub> products (<xref ref-type="bibr" rid="B24">Fu et al., 2021</xref>). Hydrogen evolution is also suppressed at alkaline conditions (<xref ref-type="bibr" rid="B106">Zhang et al., 2019</xref>). Furthermore, <xref ref-type="bibr" rid="B75">Ramdin et al. (2021)</xref> state that the COR shows higher per pass conversion than CO<sub>2</sub>R. <xref ref-type="bibr" rid="B99">Xia et al. (2021)</xref> state that the C<sub>2&#x2b;</sub> selectivity, catalyst stability, carbon efficiency and single pass conversion are advantages for COR in comparison to CO<sub>2</sub>R.</p>
<p>The effects of feed gas impurities on the electrochemical cell discussed in literature include changes in efficiency and product distribution. The effect is very much dependent on the studied system. Some impurities, such as O<sub>2</sub>, can have both positive and negative effects depending on the circumstances (<xref ref-type="bibr" rid="B105">Zhai et al., 2009</xref>). <xref ref-type="bibr" rid="B51">Legrand et al. (2020)</xref> summarize the effect of impurities on copper, tin and lead as catalysts for the production of formic acid from CO<sub>2</sub>. Critical components are O<sub>2</sub> (oxidation of catalyst), particulate matter (deposition on surface) and SO<sub>2</sub> (altered selectivity and FE). N<sub>2</sub> and hydrocarbons like methane are assessed as not critical. In lower concentrations, NO<sub>x</sub> has no, or even positive effects, on the process. <xref ref-type="bibr" rid="B58">Luc et al. (2019)</xref> report reduced efficiencies if SO<sub>2</sub> is present as impurity, however, the decrease in FE was found reversible for Ag and Sn catalysts. Copper was found more vulnerable, showing a change of products from C<sub>2</sub> to formate in presence of SO<sub>2</sub> (<xref ref-type="bibr" rid="B58">Luc et al., 2019</xref>). Syngas from biomass gasification needs extensive cleaning for the removal of impurities like, for example, H<sub>2</sub>S, COS, NH<sub>3</sub>, and HCl before it can be processed in chemical synthesis like methanol or Fischer Tropsch. If COR processes can tolerate higher impurities, this would make the gas cleaning process less costly and more compact.</p>
<sec id="s2-1">
<title>2.1 Review of process design studies</title>
<p>
<xref ref-type="table" rid="T2">Table 2</xref> reviews publications concerning process design, modelling, environmental assessment and economic assessment of one-step or two-step electrochemical CO<sub>2</sub> reduction processes. Only three studies consider the two-step process (CO as intermediate product) which is widely regarded as being beneficial in terms of efficiency and economics. The studies comparing the one-step with the two-step process report a better economic, environmental and technical performance for the two-step option (<xref ref-type="bibr" rid="B42">Kibria Nabil et al., 2021</xref>; <xref ref-type="bibr" rid="B75">Ramdin et al., 2021</xref>; <xref ref-type="bibr" rid="B85">Sisler et al., 2021</xref>). The energy demand can, according to (<xref ref-type="bibr" rid="B42">Kibria Nabil et al., 2021</xref>), be decreased by 27% for the two-step compared to the one-step process. Besides the oxygen evolution reaction on the anode, other reactions can be used to improve economics, as shown by <xref ref-type="bibr" rid="B54">Li et al. (2021)</xref> and <xref ref-type="bibr" rid="B64">Na et al. (2019)</xref>.</p>
<p>General limitations of the reviewed studies include unrealistically high FE, low cell voltages and consideration of only one product from the reduction reaction. One important aspect in process design is also the product separation and purification which can lead to high cost and energy consumption. <xref ref-type="bibr" rid="B28">Greenblatt et al. (2018)</xref> elucidate on that topic in the context of electrochemical CO<sub>2</sub>/CO reduction.</p>
</sec>
</sec>
<sec id="s3">
<title>3 Investigated scenarios</title>
<p>Two main routes, both based on the electrochemical reduction of CO, are included. Both routes utilize lignocellulosic waste biomass as feedstock, but differentiate in terms of the employed thermochemical treatment: gasification or combustion.</p>
<p>
<xref ref-type="fig" rid="F1">Figure 1</xref> illustrates the process routes. In case of the gasification route, the biomass is dried and gasified in an oxygen and steam blown fluidized bed gasifier. The CO rich stream is sent to the electrochemical CO reduction. From the purge stream of the membrane separation, hydrogen is recovered via pressure swing adsorption (PSA). The leftover gas is used for heating the reformer.</p>
<p>In case of the combustion-based route, biomass is combusted in a fluidized bed combined heat and power (CHP) plant producing heat and electricity for the operation of the processes. CO<sub>2</sub> is separated from the flue gas with a monoethanolamine (MEA) wash. The CO<sub>2</sub> is further converted to CO in a CO<sub>2</sub> electrolysis unit. The CO is then further processed in the electrochemical CO reduction unit.</p>
<p>During electrochemical reduction, the CO is converted in an electrochemical cell to ethylene, acetic acid, ethanol, oxygen, and hydrogen. Ethanol and acetic acid are separated from the electrolyte via rectification. Oxygen is easily separated from the liquid phase of the anode. Unreacted CO, H<sub>2</sub>, and ethylene from the cathode are separated via PSA. The unconverted CO together with traces of H<sub>2</sub> and ethylene are recycled to the electrochemical cell. Furthermore, the dehydration of ethanol was investigated in selected scenarios to increase the overall ethylene production capacity of the process.</p>
<sec id="s3-1">
<title>3.1 Scenario definition</title>
<p>For both the combustion and gasification-based route, three distinct scenarios were investigated. Gasification based scenarios are tagged with &#x201c;G&#x201d; and combustion-based scenarios are tagged with &#x201c;C&#x201d; (see <xref ref-type="table" rid="T3">Table 3</xref>). For the electrochemical CO reduction, we consider different product yields to study the impact on the process performance. For the improved ethylene yield &#x201c;-O&#x201d; we are assuming less by-products and higher ethylene yield in COR. Scenario &#x201c;&#x2212;2&#x201d; consider additional conversion of ethanol to ethylene.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Investigated scenarios.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Scenario</th>
<th align="center">Thermochemical conversion and gas conditioning steps</th>
<th align="center">CO reduction yield</th>
<th align="center">Market products to be sold</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center" rowspan="3">G1G1-OG2</td>
<td rowspan="3" align="center">Gasification with combustion heated reformer, membrane for CO separation, PSA for hydrogen recovery</td>
<td align="center">Standard</td>
<td align="center">Ethylene, ethanol, acetic acid, H<sub>2</sub>, O<sub>2</sub>
</td>
</tr>
<tr>
<td align="center">Optimized</td>
<td align="center">Ethylene, ethanol, acetic acid, H<sub>2</sub>, O<sub>2</sub>
</td>
</tr>
<tr>
<td align="center">Standard</td>
<td align="center">Ethylene, acetic acid, H<sub>2</sub>, O<sub>2</sub>
</td>
</tr>
<tr>
<td align="center" rowspan="3">C1C1-OC2</td>
<td align="center" rowspan="3">Combustion in CHP plant,Carbon capture with MEA scrubber,CO<sub>2</sub> electrolysis</td>
<td align="center">Standard</td>
<td align="center">Ethylene, ethanol, acetic acid, H<sub>2</sub>, O<sub>2</sub>
</td>
</tr>
<tr>
<td align="center">Optimized</td>
<td align="center">Ethylene, ethanol, acetic acid, H<sub>2</sub>, O<sub>2</sub>
</td>
</tr>
<tr>
<td align="center">Standard</td>
<td align="center">Ethylene, acetic acid, H<sub>2</sub>, O<sub>2</sub>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s4">
<title>4 Process evaluation</title>
<sec id="s4-1">
<title>4.1 Cost estimation</title>
<p>For a comparative assessment of the scenarios, the levelized cost of ethylene (LCOE) is calculated based on Eq. <xref ref-type="disp-formula" rid="e1">1</xref>. The LCOE comprises of the annualized capital expenditure (CAPEX), the yearly operating cost (OPEX) and the revenue from by-product sales, which are subtracted. This value is divided by the yearly production of ethylene to give the LCOE in &#x20ac;/t ethylene.<disp-formula id="e1">
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<p>The selling prices for the by-products ethanol (800 &#x20ac;/t), acetic acid (800 &#x20ac;/t), oxygen (10 &#x20ac;/t) and hydrogen (2000 &#x20ac;/t) are used to calculate the revenue. The operating costs include biomass (20 &#x20ac;/MWh), electricity (60 &#x20ac;/MWh), maintenance, labor, refrigeration, heat supply, deionized water for the anode reaction, and CO<sub>2</sub> separated from the flue gas. The base year for cost calculations is 2020. The annual full load hours are set at 8,400&#xa0;h. For calculation of the annuity factor, the interest rate is set at 6%, and project lifetime at 20&#xa0;years (40&#xa0;years for power plant). The equipment cost is either derived from the Aspen Cost Estimator or scaled based on reference costs. The investment cost include the chemical plant, the gasification plant and the CHP plant. Details on the cost estimation are presented in the <xref ref-type="sec" rid="s14">Supplementary Material</xref>.</p>
</sec>
<sec id="s4-2">
<title>4.2 Carbon efficiency (CE)</title>
<p>Eqs <xref ref-type="disp-formula" rid="e2">2</xref>&#x2013;<xref ref-type="disp-formula" rid="e4">4</xref> show the CE (&#x3b7;<sub>CE</sub>) for three different system boundaries: overall process, CO production (gasification or combustion followed by CO<sub>2</sub> electrolysis), and electrochemical CO reduction.<disp-formula id="e2">
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<label>(4)</label>
</disp-formula>
</p>
</sec>
<sec id="s4-3">
<title>4.3 Energy efficiency (EE)</title>
<p>The energy efficiency of the process routes and scenarios are calculated based on the comparison of the product energy content (LHV-basis) to the major energy inputs: biomass and electricity. The energy efficiency is calculated for different balance boundaries or process stages, as shown in Eqs <xref ref-type="disp-formula" rid="e5">5</xref>&#x2013;<xref ref-type="disp-formula" rid="e8">8</xref>.<disp-formula id="e5">
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<label>(5)</label>
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<label>(7)</label>
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<label>(8)</label>
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</p>
</sec>
<sec id="s4-4">
<title>4.4 Specific electrical energy consumption</title>
<p>The specific electrical energy consumption (MJ/kg) per unit of all products is calculated according to Eqs <xref ref-type="disp-formula" rid="e9">9</xref>, <xref ref-type="disp-formula" rid="e10">10</xref>.<disp-formula id="e9">
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<label>(9)</label>
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<label>(10)</label>
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</p>
</sec>
<sec id="s4-5">
<title>4.5 CO<sub>2</sub> emissions</title>
<p>A simplified calculation of direct and indirect CO<sub>2</sub> emissions was performed. The system boundary includes the production phase and not the use phase. Emissions from biomass and electricity generation are considered. The specific supply chain emissions of biomass are assumed at 11.9&#xa0;kg CO<sub>2</sub>/t dry biomass (<xref ref-type="bibr" rid="B111">J&#xe4;ppinen et al., 2014</xref>). Based on prior experience, the emissions from electricity generation have the highest impact on the CO<sub>2</sub> balance of electrified processes. The electrical power P<sub>el</sub> comprises the electricity needed from the grid. In scenarios &#x201c;C,&#x201d; a portion of the electricity is produced on-site and therefore not accounted for in the CO<sub>2</sub> balance. The emission factor of the grid electricity is varied to see the impact of varying carbon intensity of the used electricity mix. Emissions from additional heat is not accounted for in this calculation since it is assumed to be derived from biomass.</p>
<p>Here, the product-specific emissions are allocated based on the product price, following common practice in case of multiproduct processes. Oxygen is not included in the calculations. The product-specific emission factors are calculated using this equation:<disp-formula id="e11">
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<label>(11)</label>
</disp-formula>
</p>
</sec>
<sec id="s4-6">
<title>4.6 Heat integration</title>
<p>In order to assess the heat that can be utilized in the processes, heat integration was performed using the pinch methodology. The global minimum temperature difference was set at 20&#xb0;C, accounting for the large number of gaseous streams within the process. The required (minimum) heating and cooling duties can be derived. Purge streams from processes are combusted for fired heat within the processes (e.g., reformer or reactor preheating in ethanol to ethylene process). Surplus energy from purge streams is used to produce high pressure steam at 250&#xb0;C to be utilized on-site.</p>
</sec>
</sec>
<sec id="s5">
<title>5 Process modelling</title>
<p>Models for the process stages were developed in Aspen Plus V12. If not otherwise stated, the pressure drop of equipment was neglected. The composition of biomass is given in the <xref ref-type="sec" rid="s14">Supplementary Material</xref>. We are using pine biomass residues.</p>
<sec id="s5-1">
<title>5.1 Gasification-based route</title>
<p>Following <xref ref-type="fig" rid="F1">Figure 1</xref>, the gasification route consists of biomass drying and gasifiction, followed by COR and product separation.</p>
<sec id="s5-1-1">
<title>5.1.1 Biomass dryer</title>
<p>Biomass is dried before it can be further processed in gasification. The biomass dryer is designed as a belt dryer operating at a temperature level of 120&#xb0;C. The thermal energy consumption per t of evaporated water is assumed to be 1.3&#xa0;MWh (<xref ref-type="bibr" rid="B29">Hannula, 2015</xref>). The electrical energy consumption is 32&#xa0;kWh/t of dry biomass (<xref ref-type="bibr" rid="B29">Hannula, 2015</xref>). The biomass dryer is modelled with a simplified mass and energy balance calculation based on the energy consumption values and removed water content. The water content is reduced from 35 to 15&#xa0;wt.%.</p>
</sec>
<sec id="s5-1-2">
<title>5.1.2 Gasification and gas conditioning</title>
<p>The dried biomass is gasified in an oxygen blown fluidized bed gasifier. A flowsheet of the model is depicted in <xref ref-type="fig" rid="F2">Figure 2</xref>. The Redlich-Kwong-Soave equation of state was used as the property method which is suitable for gas processing (<xref ref-type="bibr" rid="B6">Aspen Technology, 2013</xref>). The gasifier is modelled by two reactors. In the decomposition reactor (RYield), the biomass is broken down into its elements, while the subsequent reactor finds the chemical equilibrium by Gibbs energy minimization (RGibbs). This modeling approach is common practice for high temperature thermochemical processes utilizing non-conventional feedstock.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Flowsheet of the gasification and gas conditioning section including CO and H<sub>2</sub> separation. (dashed lines represent heat flows, solid lines are material flows).</p>
</caption>
<graphic xlink:href="fenrg-11-1129076-g002.tif"/>
</fig>
<p>The equilibrium model is corrected for the formation of methane. The methane content of the raw syngas was set to 10 mol% which is in line with experimental data (<xref ref-type="bibr" rid="B84">Simell et al., 2014</xref>). In order to account for losses of carbon in the gasification char, 1% of the carbon is removed from the gasifier. Water is evaporated and fed to the gasifier together with oxygen. Both streams are preheated to 350&#xb0;C. The gasifier itself operates at 900&#xb0;C and 10 bar.</p>
<p>The cyclone is modelled as in ideal separation step to remove ash from the gas stream. The catalytic reformer operates at 950&#xb0;C and is heated by combustion of purge streams. In the reformer, methane and tars are converted into carbon monoxide and hydrogen. After the reformer, the syngas is cooled to 80&#xb0;C. Water-soluble components including ammonia are removed in a water wash column and water is separated in the following flash drum operating at 20&#xb0;C. Subsequently, sulphur impurities such as H<sub>2</sub>S and COS are removed using activated carbon and zinc oxide guard beds.</p>
<p>The separation of CO is modeled as a two-stage membrane process reaching purities of above 99.2 vol% (<xref ref-type="bibr" rid="B89">St. Teuner et al., 2001</xref>). Before the separation, the syngas is compressed to 20 bar in a two-stage compressor with intercooling to 30&#xb0;C after each stage. The membrane is modelled as a splitter with split fractions accounting for the permeability of different compounds. The retentate of the first stage is fed to the second stage. The retentate from the second stage yields the carbon monoxide product stream. The permeate of the second stage is recycled to the first stage via a two-stage compressor (intercooling to 30&#xb0;C).</p>
<p>The pressure drop through the membrane is 18 bar and on the retentate side 0.2 bar. The permeate of the first membrane stage is treated by PSA to recover hydrogen. The PSA feed stream is compressed to 20 bar. The remaining gas components (mainly CO<sub>2</sub>, CO, CH<sub>4</sub>, N<sub>2</sub>) are adsorbed on the bed material whereas hydrogen passes through. Since the stream contains a significant amount of carbon monoxide, zeolites are an effective adsorbent choice due to their higher adsorption selectivity towards CO (selectivity order CO<sub>2</sub> &#x3e; CO &#x3e; CH<sub>4</sub> &#x3e; N<sub>2</sub> &#x3e; H<sub>2</sub>) (<xref ref-type="bibr" rid="B56">Liu et al., 2009</xref>). In the product stream, we assume a hydrogen concentration of 99.99&#xa0;mol% with CO as the only impurity. The hydrogen recovery is set to 80%, and the pressure drop of the absorber bed is assumed at 2 bar.</p>
</sec>
</sec>
<sec id="s5-2">
<title>5.2 Combustion-based route</title>
<p>The combustion-based route consists of biomass combustion with CO<sub>2</sub> capture, conversion of CO<sub>2</sub> by electrolysis, and electrochemical conversion of CO followed by product separation.</p>
<sec id="s5-2-1">
<title>5.2.1 CHP plant</title>
<p>In the CHP plant, wet biomass is combusted. The plant is based on a circulating fluidized bed boiler which is an applicable firing technology at scales above 30 MW<sub>th</sub> (<xref ref-type="bibr" rid="B87">Spliethoff, 2010</xref>). For the steam cycle, the STEAMNBS property method was used which is suitable to predict the properties of pure water (<xref ref-type="bibr" rid="B6">Aspen Technology, 2013</xref>). The combustion and flue gas sections of the model use the Redlich-Kwong-Soave method suitable for gas processing (<xref ref-type="bibr" rid="B6">Aspen Technology, 2013</xref>). The simulated process (<xref ref-type="fig" rid="F3">Figure 3</xref>) can be divided into the steam cycle (lower part <xref ref-type="fig" rid="F3">Figure 3</xref>) and the combustion part (upper part).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Flowsheet of the combined heat and power plant as modelled in Aspen Plus (dashed lines represent heat flows, solid lines are material flows).</p>
</caption>
<graphic xlink:href="fenrg-11-1129076-g003.tif"/>
</fig>
<p>Biomass is modelled as a non-conventional stream (composition given in the <xref ref-type="sec" rid="s14">Supplementary Material</xref>). The combustion is modelled as a series of two reactors. In the decomposer (RYield), the biomass is broken down into the elements. 1% of carbon is removed after the decomposer to account for unburnt fuel. The combustion reaction is modelled with a Gibbs energy minimization reactor (RGibbs) in order to find the chemical equilibrium of the reactants. The air for combustion is adjusted to yield a molar fraction of oxygen in the final flue gas of 3&#xa0;mol%. The air for the combustion is preheated to 200&#xb0;C by transferring heat from the cleaned flue gas. After the heat transfer to the Rankine cycle, ash and other pollutants like SO<sub>2</sub> and NO<sub>x</sub> are removed from the flue gas. This is modelled as an ideal separation process not considering the specific purification methods.</p>
<p>The heat transfer from combustion to the Rankine cycle is modelled with a single heat exchanger. The constraint of the heat exchanger is a steam outlet temperature of 500&#xb0;C at 100 bar. The steam parameters are in the range of typical biomass fired CHP plants (<xref ref-type="bibr" rid="B10">Beiron et al., 2022</xref>). The water flow rate is adjusted to keep the flue gas outlet temperature at 160&#xb0;C. The superheated steam enters a two-stage turbine. The outlet pressure and temperature of the first stage is 4 bar and 173&#xb0;C. After this stage, steam can be extracted in order to supply heat to other process sections (preferential to the MEA scrubber). In the second stage, the steam is further expanded yielding a vapor fraction of 95&#xa0;wt.%. The outlet pressure is set to 0.08 bar according to information of the Siemens SST-300 steam turbine (<xref ref-type="bibr" rid="B83">Siemens AG, 2018</xref>). The isentropic and mechanical efficiency of the turbines were set to 75% and 91%, respectively. After full condensation the pressure of the feedwater is increased to 100 bar by the feedwater pump.</p>
</sec>
<sec id="s5-2-2">
<title>5.2.2 MEA scrubber</title>
<p>The CO<sub>2</sub> is separated from the flue gas of the biomass CHP plant. Post-combustion capture by absorption with MEA is selected for CO<sub>2</sub> separation as established technology for capturing CO<sub>2</sub> from power plant flue gases (<xref ref-type="bibr" rid="B32">IEAGHG, 2019</xref>; <xref ref-type="bibr" rid="B40">Kearns et al., 2021</xref>).</p>
<p>Reference data was used to calculate the simplified mass and energy balances. The CO<sub>2</sub> capture ratio was assumed at 90%. Higher capture rates are possible but cause higher energy demand and cost (<xref ref-type="bibr" rid="B32">IEAGHG, 2019</xref>). The reboiler duty is in the range of 3.6&#x2013;4.0&#xa0;GJ/t CO<sub>2</sub> for a 30&#xa0;wt.% MEA solution (<xref ref-type="bibr" rid="B13">Bui et al., 2018</xref>). With more sophisticated process configurations, the reboiler duty can be decreased to the range of 3.52&#x2013;2.22&#xa0;GJ/t CO<sub>2</sub> (<xref ref-type="bibr" rid="B1">Ahn et al., 2013</xref>). In this paper we assume an energy demand of 3.5&#xa0;GJ/t CO<sub>2</sub> for the reboiler, operating at 120&#xb0;C (<xref ref-type="bibr" rid="B46">Kuckshinrichs and Hake, 2015</xref>; <xref ref-type="bibr" rid="B95">Vega et al., 2020</xref>). The demand for cooling was neglected. The electricity demand was assumed to be 0.5&#xa0;MJ/kg CO<sub>2</sub> (<xref ref-type="bibr" rid="B96">Voldsund et al., 2019</xref>).</p>
</sec>
<sec id="s5-2-3">
<title>5.2.3 CO<sub>2</sub> electrolysis</title>
<p>CO<sub>2</sub> is converted electrochemically to CO according Eq. <xref ref-type="disp-formula" rid="e12">12</xref> (<xref ref-type="bibr" rid="B48">K&#xfc;ngas, 2020</xref>). On the cathode, carbon dioxide is reduced to carbon monoxide, while oxygen is formed on the anode. CO is separated from the product stream and the unreacted CO<sub>2</sub>, also containing some CO, is recycled back to the electrolysis cell.<disp-formula id="e12">
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</p>
<p>The process was modelled based on the information available from Haldor Topsoe on their eCOs&#x2122; process (high-temperature solid oxide electrolysis) (Haldor Topsoe). We assumed a carbon efficiency of 100% and calculated the mass balance based on the reaction Eq. <xref ref-type="disp-formula" rid="e12">12</xref>. The CO stream is assumed to have a purity of 99.5&#xa0;mol% (<xref ref-type="bibr" rid="B47">K&#xfc;ngas et al., 2017</xref>). The process uses electricity for electrolysis and heating. The electrical energy demand was assumed at 7&#xa0;kWh/m<sub>N</sub>
<sup>3</sup> which translates to 5.6&#xa0;kWh/kg CO (<xref ref-type="bibr" rid="B92">Topsoe, 2020</xref>).</p>
</sec>
</sec>
<sec id="s5-3">
<title>5.3 Electrochemical CO reduction and product separation</title>
<p>In the electrochemical reactor, carbon monoxide is converted to mostly C<sub>2</sub> products. We assumed ethylene, ethanol, acetic acid, oxygen and hydrogen as products, neglecting other potential by-products. In the CO reduction model, these products are formed following the overall reactions described by Eqs <xref ref-type="disp-formula" rid="e13">13</xref>&#x2013;<xref ref-type="disp-formula" rid="e16">16</xref> (anode and cathode reactions are shown in the <xref ref-type="sec" rid="s14">Supplementary Material</xref>).<disp-formula id="e13">
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<p>
<xref ref-type="fig" rid="F4">Figure 4</xref> shows a flowsheet of the electrochemical reactor and downstream product separation. CO enters at the cathode which is a gas diffusion electrode (GDE). Gaseous products including ethylene and hydrogen are formed on the cathode and leave the compartment together with unreacted CO. The catholyte and anolyte (KOH solution) is constantly pumped through the catholyte and anolyte chamber. Ethanol accumulates in the catholyte chamber. Acetate, modelled as acetic acid, is found in the anolyte chamber. The dissociation to CO<sub>2</sub> was not considered. The concentration of each liquid product reaches an assumed maximum of 10 wt.% before the catholyte is sent to product separation which is in line with <xref ref-type="bibr" rid="B77">Ripatti et al. (2019)</xref> who showed the production of a 1.1&#xa0;M acetate stream. The catholyte is separated from the anolyte by an anion exchange membrane (AEM).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Sketch of the electrochemical CO reduction including the downstream product purification and recycle streams (GDE, gas diffusion electrode; AEM, anion exchange membrane) recycle for catholyte and anolyte including makeup not shown in sketch.</p>
</caption>
<graphic xlink:href="fenrg-11-1129076-g004.tif"/>
</fig>
<p>In Aspen Plus, the electrochemical conversion was modeled using an RStoic reactor connected with two calculator blocks for the calculation of the energy demand, and the product yields based on FE. The electrochemical reactor is operated at 30&#xb0;C and 1 bar. The FE are assumed at 60% for ethylene, 10% for acetic acid, 20% for ethanol and 10% for hydrogen, in line with recent publications (<xref ref-type="bibr" rid="B66">Ozden et al., 2021</xref>). The product distribution depends on many factors and can be adjusted (<xref ref-type="bibr" rid="B36">Ji et al., 2022</xref>). In order to evaluate the impact of product distribution, alternative scenarios with increased selectivity towards ethylene were considered. In the scenarios G1-O and C1-O, the following FE are assumed: 85% for ethylene, 5% for acetic acid, 5% for ethanol, and 5% for hydrogen.</p>
<p>75% single pass conversion of CO was assumed. For instance, <xref ref-type="bibr" rid="B19">Dinh et al. (2019)</xref> reported a single pass conversion of 68% in a flow cell. In another study, higher single pass conversions of up to 84% were reached but with less favorable product distributions (<xref ref-type="bibr" rid="B77">Ripatti et al., 2019</xref>). Since we are recycling back the unreacted CO after product gas separation, the incoming stream is not pure in CO which leads to hampered mass transfer of CO to the cathode. Therefore, very high single pass conversions seem unreasonable. The cell voltage was assumed at 3.5&#xa0;V, which is slightly above recent experimental data (<xref ref-type="bibr" rid="B66">Ozden et al., 2021</xref>; <xref ref-type="bibr" rid="B75">Ramdin et al., 2021</xref>). The current density was set at 300&#xa0;mA&#xa0;cm<sup>&#x2212;2</sup> (<xref ref-type="bibr" rid="B82">Shin et al., 2021</xref>). In their experiments, <xref ref-type="bibr" rid="B99">Xia et al. (2021)</xref> showed that higher current densities require a higher overpotential, thus counterbalancing the tradeoff between lower investment cost and higher operating cost.</p>
<p>The outlet of the cathode side contains unreacted CO and the gaseous products ethylene and hydrogen. With two PSA units, the products are separated from CO. The gaseous mixture is compressed to 20 bar in a three-stage compressor. In the first PSA, ethylene is selectively adsorbed. Possible adsorbents for the selective adsorption of ethylene are for example activated carbon (<xref ref-type="bibr" rid="B75">Ramdin et al., 2021</xref>), 5A zeolite (<xref ref-type="bibr" rid="B94">van Zandvoort et al., 2019</xref>) or metal-organic frameworks (<xref ref-type="bibr" rid="B7">Bachman et al., 2018</xref>). The ethylene purity was assumed at 99.5&#xa0;mol% with CO as the main impurity. The ethylene recovery was set at 80%. The subsequent hydrogen separation yields a 99.99&#xa0;mol% hydrogen stream at hydrogen recovery of 80%.</p>
<p>For the PSA process the pressure drop along the bed was assumed to be 1 bar and the desorbed gas stream leaves the unit at 1 bar. Separating first ethylene and then hydrogen requires only a single compression step. The residual gas following hydrogen separation contains mainly CO and is recycled to the electrochemical cell. A purge of 5% was introduced to remove impurities like CO<sub>2</sub> or CH<sub>4</sub> originating from gasification or combustion.</p>
<sec id="s5-3-1">
<title>5.3.1 Acetic acid recovery</title>
<p>The acetic acid separation and purification stage was modelled following the scheme suggested in (<xref ref-type="bibr" rid="B75">Ramdin et al., 2021</xref>) using the NRTL-HOC property method. The NRTL method can describe the behavior of non-ideal mixtures (as encountered in the model) and the Hyden-O&#x2019;Connell extension predicts the dimerization of carboxylic acids (acetic acid in this case) in the vapor phase (<xref ref-type="bibr" rid="B6">Aspen Technology, 2013</xref>). Separation is carried out by extractive distillation using ethyl acetate as the extracting solvent. <xref ref-type="fig" rid="F4">Figure 4</xref> gives the corresponding flowsheet. The feed is contacted with the recycled ethyl acetate input containing 4&#xa0;wt.% water carried from the solvent recovery section. Small make-up of ethyl acetate is added to offset losses. The feed-to-solvent ratio (moles of total feed per moles of ethyl acetate input) is 1.0. The ratio was not rigorously optimized but was found to be near optimal based on test model runs, targeting minimum utility demand in the distillation column.</p>
<p>The extract stream removed from the top of the extraction column is fed to the distillation column, where water and ethyl acetate are distilled, leaving 99.9 wt.% acetic acid as the bottom product. The distillate is fed to a decanter. The separated aqueous fraction is mixed with the raffinate stream (7&#xa0;wt.% ethyl acetate in water) from the extraction column. The mixed stream is fed to the stripping column where ethyl acetate is stripped using steam generated in the reboiler. The stripped solvent (containing 13&#xa0;wt.% steam) is condensed prior to recycle to the decanter. 99.9 wt.% water is removed from the bottom of the stripping column.</p>
<p>Unit operation specifications and model inputs are given in the <xref ref-type="sec" rid="s14">Supplementary Material</xref>. The resulting model predicts 99.7&#xa0;mol% recovery of acetic acid, at ethyl acetate make-up of 5.8&#xa0;kg/h (losses below 0.01%).</p>
</sec>
<sec id="s5-3-2">
<title>5.3.2 Ethanol separation</title>
<p>The ethanol stream from the electrochemical cell is assumed to have a concentration of 10&#xa0;wt.%. The limiting factor for rectification is the azeotrope of water ethanol mixture at 95.57&#xa0;wt.% (97.3 vol%) (<xref ref-type="bibr" rid="B45">Kosaric et al., 2010</xref>). In order to overcome the azeotropic point and to produce anhydrous ethanol, pervaporation, azeotropic distillation, or other separation schemes can be used. Azeotropic distillation is used for larger plant sizes, using entrainers like benzene, cyclohexane or ethylene glycol (<xref ref-type="bibr" rid="B45">Kosaric et al., 2010</xref>).</p>
<p>In our case the desired concentration of ethanol is below the azeotropic point. The ethanol stream is purified to 94.6&#xa0;wt.% (96.5 vol%) which is a typical grade for industrial ethanol (<xref ref-type="bibr" rid="B45">Kosaric et al., 2010</xref>). Additionally, the ethanol to ethylene process is tolerant for water in the ethanol stream (<xref ref-type="bibr" rid="B107">Zhang and Yu, 2013</xref>). The purification process is performed in one rectification column (C1-ETOH, RadFrac model) with 70 stages, as shown in <xref ref-type="fig" rid="F4">Figure 4</xref>. The ethanol-water mixture is preheated to 70&#xb0;C before entering the column above stage 65. The reflux ratio and the distillate to feed ratio are set to 3.174 and 0.0456, respectively. As property method, we used NRTL to describe the non-ideal behavior of the mixture (<xref ref-type="bibr" rid="B6">Aspen Technology, 2013</xref>).</p>
</sec>
</sec>
<sec id="s5-4">
<title>5.4 Ethanol to ethylene</title>
<p>The dehydration of ethanol to ethylene is a commercialized process with multiple plants in operation worldwide (<xref ref-type="bibr" rid="B35">Jamil et al., 2022</xref>). The selectivity towards ethylene is above 99% (<xref ref-type="bibr" rid="B109">Zimmermann and Walzl, 2010</xref>) and can reach 100% under lab conditions (<xref ref-type="bibr" rid="B112">Wu and Wu, 2017</xref>). <xref ref-type="fig" rid="F5">Figure 5</xref> shows the flowsheet of the modelled process.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Flowsheet of the ethanol to ethylene process.</p>
</caption>
<graphic xlink:href="fenrg-11-1129076-g005.tif"/>
</fig>
<p>The Peng-Robinson (PENG-ROB) equation of state model is used except for the washing column where the ELEC-NRTL model was used. The PENG-ROB method is applicable for gas processing (<xref ref-type="bibr" rid="B6">Aspen Technology, 2013</xref>). Th ELEC-NRTL model is recommended for processes with electrolytes involved. The treated ethanol stream from the COR (94.6 wt.%) is pumped to 5 bar. In a series of four adiabatic reactors (RX1 to RX4) with interstage heating, the conversion of ethanol to ethylene is accomplished. The reactors contain an alumina-based catalyst. Coke formation is low in presence of water and conversion is above 99% (<xref ref-type="bibr" rid="B61">Morschbacker, 2009</xref>; <xref ref-type="bibr" rid="B4">Andrade Coutinho et al., 2013</xref>). The inlet temperature to the reactors is 450&#xb0;C (<xref ref-type="bibr" rid="B61">Morschbacker, 2009</xref>). The reactors are modelled with RStoic reactors with a fixed yield distribution (<xref ref-type="bibr" rid="B5">Arvidsson and Lundin, 2011</xref>). Besides the main reaction of ethanol dehydration (Eq. <xref ref-type="disp-formula" rid="e17">17</xref>), seven side reactions are considered according to reaction Eqs <xref ref-type="disp-formula" rid="e18">18</xref>&#x2013;<xref ref-type="disp-formula" rid="e24">24</xref>. The conversion in the reactor is adjusted to keep the temperature change between inlet and outlet of the reactor at 100&#xb0;C (<xref ref-type="bibr" rid="B4">Andrade Coutinho et al., 2013</xref>). In the last reactor the outlet temperature is at 377&#xb0;C. The overall conversion to ethanol is above 99%. The selectivity towards ethanol ends up at 97%, within the reported range of 95%&#x2013;99% (<xref ref-type="bibr" rid="B61">Morschbacker, 2009</xref>).<disp-formula id="e17">
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<mml:mn>2</mml:mn>
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<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
</mml:mrow>
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<label>(20)</label>
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<mml:math id="m21">
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:msub>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="normal">H</mml:mi>
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<mml:mn>3</mml:mn>
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<mml:msub>
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<mml:mn>3</mml:mn>
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<mml:mi mathvariant="normal">O</mml:mi>
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</mml:math>
<label>(21)</label>
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<disp-formula id="e22">
<mml:math id="m22">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">C</mml:mi>
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<label>(22)</label>
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<label>(23)</label>
</disp-formula>
<disp-formula id="e24">
<mml:math id="m24">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">C</mml:mi>
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<label>(24)</label>
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</p>
<p>After the last reactor, the stream is cooled to 40&#xb0;C and washed in a column with water entering at 30&#xb0;C. The column has five stages. Here, unreacted ethanol and other water soluble oxygenates are removed. The option to recycle ethanol to the reactor feed was not used due to the low concentration in the wash water. A caustic wash for the removal of carbon dioxide was not implemented since the carbon dioxide concentration in the washed gas stream is very low.</p>
<p>In the next step, the raw ethylene stream is compressed to 25 bar in a multistage compressor, with intercooling at 30&#xb0;C and liquid knockout after each stage. The remaining water is removed by molecular sieve adsorption, modelled as an ideal split (<xref ref-type="bibr" rid="B61">Morschbacker, 2009</xref>). The stream has an ethylene purity of 98&#xa0;mol% after this step. After precooling the ethylene stream to &#x2212;10&#xb0;C, it is further purified in a cryogenic rectification column with 20 stages (feed stage: 5), at distillate to feed ratio of 0.98 and reflux ratio of 2.44. The purity of ethylene is increased to 99.5&#xa0;mol%. Ethylene and minor impurities from the top of the column are heated to 15&#xb0;C to recover the low temperature energy. The bottom product, containing mostly 1-butene, is purged.</p>
</sec>
</sec>
<sec sec-type="results" id="s6">
<title>6 Results</title>
<sec id="s6-1">
<title>6.1 Key performance indicators</title>
<p>
<xref ref-type="table" rid="T4">Table 4</xref> summarizes the carbon and energy efficiencies, and specific electrical energy consumption for ethylene production. Since the upstream process for the production of CO is similar for the scenario categories &#x201c;G&#x201d; and &#x201c;C,&#x201d; their carbon efficiencies are equal. For the gasification-based scenarios (G) the efficiency is lower compared to the combustion scenarios (C). This is mainly due to the syngas stream from the hydrogen separation (PSA) which is sent to combustion. The carbon efficiency of the COR process is equal for all scenarios, at 97%. For reference, the experimental carbon efficiency (single pass) towards C<sub>2&#x2b;</sub> products has been reported at 84% (<xref ref-type="bibr" rid="B99">Xia et al., 2021</xref>). The total carbon efficiency is therefore mainly influenced by the upstream process for CO production. Scenarios &#x201c;C&#x201d; show distinctly higher efficiencies compared to scenarios &#x201c;G.&#x201d; The carbon efficiency for scenarios &#x201c;C&#x201d; could be further increased by increasing the capture rate of the MEA scrubber. The impact of carbon losses in the ethanol to ethylene process on the overall carbon efficiency is minor since only a small portion of the overall carbon is treated in the ethanol to ethylene process with a carbon efficiency of 96%.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Key performance indicators.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
<th align="center">G1</th>
<th align="center">G1-O</th>
<th align="center">G2</th>
<th align="center">C1</th>
<th align="center">C1-O</th>
<th align="center">C2</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">&#x3b7;<sub>CE,CO production</sub>
</td>
<td align="center">67%</td>
<td align="center">67%</td>
<td align="center">67%</td>
<td align="center">88%</td>
<td align="center">88%</td>
<td align="center">88%</td>
</tr>
<tr>
<td align="left">&#x3b7;<sub>CE,COR</sub>
</td>
<td align="center">97%</td>
<td align="center">97%</td>
<td align="center">97%</td>
<td align="center">97%</td>
<td align="center">97%</td>
<td align="center">97%</td>
</tr>
<tr>
<td align="left">&#x3b7;<sub>CE,total</sub>
</td>
<td align="center">64%</td>
<td align="center">64%</td>
<td align="center">64%</td>
<td align="center">85%</td>
<td align="center">86%</td>
<td align="center">85%</td>
</tr>
<tr>
<td align="left">&#x3b7;<sub>EE,CO Gasification</sub>
</td>
<td align="center">71%</td>
<td align="center">71%</td>
<td align="center">71%</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td align="left">&#x3b7;<sub>EE,CO2 electrolysis</sub>
</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">50%</td>
<td align="center">50%</td>
<td align="center">50%</td>
</tr>
<tr>
<td align="left">&#x3b7;<sub>EE,CO reduction</sub>
</td>
<td align="center">41%</td>
<td align="center">40%</td>
<td align="center">41%</td>
<td align="center">41%</td>
<td align="center">40%</td>
<td align="center">41%</td>
</tr>
<tr>
<td align="left">&#x3b7;<sub>EE,total</sub>
</td>
<td align="center">43%</td>
<td align="center">42%</td>
<td align="center">43%</td>
<td align="center">28%</td>
<td align="center">28%</td>
<td align="center">28%</td>
</tr>
<tr>
<td align="left">p<sub>el,Ethylene</sub> in MJ/kg</td>
<td align="center">156</td>
<td align="center">117</td>
<td align="center">119</td>
<td align="center">215</td>
<td align="center">157</td>
<td align="center">164</td>
</tr>
<tr>
<td align="left">p<sub>el,total</sub> in MJ/kg</td>
<td align="center">32</td>
<td align="center">36</td>
<td align="center">34</td>
<td align="center">27</td>
<td align="center">29</td>
<td align="center">27</td>
</tr>
<tr>
<td align="left">Y<sub>Ethylene</sub> in t ethylene/t biomass</td>
<td align="center">0.23</td>
<td align="center">0.33</td>
<td align="center">0.30</td>
<td align="center">0.31</td>
<td align="center">0.44</td>
<td align="center">0.40</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In contrast to carbon efficiency, the total energy efficiency is significantly higher for scenarios &#x201c;G&#x201d; compared to scenarios &#x201c;C.&#x201d; The total energy efficiency is also governed by the upstream process for CO production; the energy efficiency of CO production via gasification shows a higher efficiency compared to combustion.</p>
<p>The specific electrical energy demand shows a similar behavior for scenarios &#x201c;C&#x201d; and &#x201c;G.&#x201d; The scenarios &#x201c;1&#x201d; show higher specific energy demand compared to &#x201c;1-O&#x201d; and &#x201c;2.&#x201d; The electrical energy demand for scenarios &#x201c;G&#x201d; is significantly lower than for scenarios &#x201c;C.&#x201d; The results indicate that in terms of specific electrical energy demand, the scenarios &#x201c;2&#x201d; are in the similar range than scenario &#x201c;1-O.&#x201d; When assessing the electrical energy demand for the total mass of products, the picture changes. The scenarios &#x201c;G&#x201d; show a higher specific energy demand compared to scenarios &#x201c;C.&#x201d; This is due to the production of oxygen in the CO<sub>2</sub> electrolysis which impacts immensely the total product mass flow.</p>
<p>The ethylene yield from biomass is generally higher for scenarios &#x201c;C&#x201d; compared to &#x201c;G&#x201d; due to the higher carbon efficiency of the process. Clearly, &#x201c;1-O&#x201d; scenarios, considering optimized ethylene yields from COR, show higher yields for ethylene compared to the other scenarios. The maximum yield of 0.44&#xa0;t/t biomass is found in case &#x201c;C1-O.&#x201d; For reference, <xref ref-type="bibr" rid="B53">Li et al. (2022)</xref> report an ethylene yield of 0.30&#xa0;t/t via first generation bio-ethanol. For second generation bio-ethanol the reported yield drops to 0.10&#xa0;t/t and for gasification-based routes the yield ranges from 0.10 to 0.17&#xa0;t/t (<xref ref-type="bibr" rid="B53">Li et al., 2022</xref>).</p>
</sec>
<sec id="s6-2">
<title>6.2 Mass balance</title>
<p>The mass balances for all process scenarios are given in <xref ref-type="table" rid="T5">Table 5</xref>. The biomass input is equal for all scenarios. The output of products is generally larger for the combustion-based route &#x201c;C&#x201d; compared to their equivalent gasification-based scenarios &#x201c;G.&#x201d; The annual ethylene production rate of ethylene ranges from 36.4 to 68.4&#xa0;kt within the different scenarios.</p>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Scenario mass balances in t/h.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center"/>
<th align="center">G1</th>
<th align="center">G1-O</th>
<th align="center">G2</th>
<th align="center">C1</th>
<th align="center">C1-O</th>
<th align="center">C2</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="7" align="center">Thermochemical conversion and gas conditioning</td>
</tr>
<tr>
<td colspan="7" align="center">Input</td>
</tr>
<tr>
<td align="left">Biomass (wet)</td>
<td align="center">28.7</td>
<td align="center">28.7</td>
<td align="center">28.7</td>
<td align="center">28.7</td>
<td align="center">28.7</td>
<td align="center">28.7</td>
</tr>
<tr>
<td align="left">O<sub>2</sub> to gasifier</td>
<td align="center">6.5</td>
<td align="center">6.5</td>
<td align="center">6.5</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">Steam to gasifier</td>
<td align="center">0.8</td>
<td align="center">0.8</td>
<td align="center">0.8</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">Water for scrubbing</td>
<td align="center">60</td>
<td align="center">60</td>
<td align="center">60</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">Combustion air</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">139.2</td>
<td align="center">139.2</td>
<td align="center">139.2</td>
</tr>
<tr>
<td colspan="7" align="center">Output and Internal</td>
</tr>
<tr>
<td align="left">Water from dryer</td>
<td align="center">6.8</td>
<td align="center">6.8</td>
<td align="center">6.8</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">Purge</td>
<td align="center">9.6</td>
<td align="center">9.6</td>
<td align="center">9.6</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">Hydrogen</td>
<td align="center">1</td>
<td align="center">1</td>
<td align="center">1</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">Waste water</td>
<td align="center">63.3</td>
<td align="center">63.3</td>
<td align="center">63.3</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">CO from gasifier</td>
<td align="center">14.9</td>
<td align="center">14.9</td>
<td align="center">14.9</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">Steam flow CHP</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">94.2</td>
<td align="center">94.2</td>
<td align="center">94.2</td>
</tr>
<tr>
<td align="left">Flue gas</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">167.1</td>
<td align="center">167.1</td>
<td align="center">167.1</td>
</tr>
<tr>
<td align="left">Ash and unburnt carbon</td>
<td align="center">0.4</td>
<td align="center">0.4</td>
<td align="center">0.4</td>
<td align="center">0.4</td>
<td align="center">0.4</td>
<td align="center">0.4</td>
</tr>
<tr>
<td colspan="7" align="center">CO<sub>2</sub> electrolysis</td>
</tr>
<tr>
<td colspan="7" align="center">Input</td>
</tr>
<tr>
<td align="left">CO<sub>2</sub>
</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">31.2</td>
<td align="center">31.2</td>
<td align="center">31.2</td>
</tr>
<tr>
<td colspan="7" align="center">Output</td>
</tr>
<tr>
<td align="left">O<sub>2</sub>
</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">11.3</td>
<td align="center">11.3</td>
<td align="center">11.3</td>
</tr>
<tr>
<td align="left">CO</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">19.7</td>
<td align="center">19.7</td>
<td align="center">19.7</td>
</tr>
<tr>
<td colspan="7" align="center">COR including purification</td>
</tr>
<tr>
<td colspan="7" align="center">Input</td>
</tr>
<tr>
<td align="left">CO</td>
<td align="center">14.9</td>
<td align="center">14.9</td>
<td align="center">14.9</td>
<td align="center">19.7</td>
<td align="center">19.7</td>
<td align="center">19.7</td>
</tr>
<tr>
<td align="left">Deionized water</td>
<td align="center">12.2</td>
<td align="center">10.8</td>
<td align="center">12.2</td>
<td align="center">16.2</td>
<td align="center">14.3</td>
<td align="center">16.2</td>
</tr>
<tr>
<td colspan="7" align="center">Output and Internal</td>
</tr>
<tr>
<td align="left">Ethylene</td>
<td align="center">4.3</td>
<td align="center">6.1</td>
<td align="center">4.3</td>
<td align="center">5.8</td>
<td align="center">8.1</td>
<td align="center">5.8</td>
</tr>
<tr>
<td align="left">Ethanol</td>
<td align="center">2.3</td>
<td align="center">1.1</td>
<td align="center">2.3</td>
<td align="center">3.1</td>
<td align="center">1.5</td>
<td align="center">3.1</td>
</tr>
<tr>
<td align="left">Acetic acid</td>
<td align="center">3.1</td>
<td align="center">0.8</td>
<td align="center">3.1</td>
<td align="center">4.1</td>
<td align="center">1</td>
<td align="center">4.1</td>
</tr>
<tr>
<td align="left">Hydrogen</td>
<td align="center">0.2</td>
<td align="center">0.1</td>
<td align="center">0.2</td>
<td align="center">0.3</td>
<td align="center">0.1</td>
<td align="center">0.3</td>
</tr>
<tr>
<td align="left">Oxygen</td>
<td align="center">16.7</td>
<td align="center">17.1</td>
<td align="center">16.7</td>
<td align="center">22.1</td>
<td align="center">22.7</td>
<td align="center">22.1</td>
</tr>
<tr>
<td align="left">Purge</td>
<td align="center">0.4</td>
<td align="center">0.5</td>
<td align="center">0.4</td>
<td align="center">0.6</td>
<td align="center">0.6</td>
<td align="center">0.6</td>
</tr>
<tr>
<td align="left">Recycle stream</td>
<td align="center">8.4</td>
<td align="center">8.8</td>
<td align="center">8.4</td>
<td align="center">10.5</td>
<td align="center">11</td>
<td align="center">10.5</td>
</tr>
<tr>
<td colspan="7" align="center">Ethanol to ethylene</td>
</tr>
<tr>
<td colspan="7" align="center">Input</td>
</tr>
<tr>
<td align="left">Ethanol (incl. water)</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">2.4</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">3.2</td>
</tr>
<tr>
<td align="left">Wash water</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0.2</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">0.3</td>
</tr>
<tr>
<td colspan="7" align="center">Output</td>
</tr>
<tr>
<td align="left">Ethylene</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">1.3</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">1.8</td>
</tr>
<tr>
<td align="left">Waste water</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">1.2</td>
<td align="center">0</td>
<td align="center">0</td>
<td align="center">1.6</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The output of ash and unburnt carbon from combustion or gasification is equal in all scenarios. The scenarios &#x201c;G&#x201d; show a huge purge stream that is mostly responsible for the low carbon efficiency of the gasification process. The gasification process also releases a mass flow of 1&#xa0;t/h H<sub>2</sub>. In the combustion case, the power plant flue gas consists of 20.7 wt.% CO<sub>2</sub>, 3.4 wt.% O<sub>2</sub>, 12.1 wt.% H<sub>2</sub>O, and 63.8 wt.% N<sub>2</sub>. The power plant generates 94.2 t of high-pressure steam per hour.</p>
<p>In the CO<sub>2</sub> electrolysis, the CO<sub>2</sub> is converted to CO and O<sub>2</sub>. The mass flow of CO in scenarios &#x201c;G&#x201d; is 14.9&#xa0;t/h. In comparison, the CO flow for scenarios &#x201c;C&#x201d; is 33% higher, consequently leading to higher products mass flows. The CO stream (99.5&#xa0;mol%) from CO<sub>2</sub> electrolysis contains CO<sub>2</sub> as the only impurity. The impurities for the CO stream from gasification (98.75&#xa0;mol%) include CH<sub>4</sub>, N<sub>2</sub>, and CO<sub>2</sub>.</p>
<p>Since the electrochemical conversion of CO to products is not complete, unreacted CO together with impurities and gaseous products are recycled. The recycle stream is approximately 50% of the incoming raw material stream. The concentration of CO in the recycle streams is approximately 60&#xa0;mol% and 46&#xa0;mol% for scenarios &#x201c;C&#x201d; and &#x201c;G,&#x201d; respectively. Major impurities in scenario &#x201c;G&#x201d; are CH<sub>4</sub> (22&#xa0;mol%) and N<sub>2</sub> (12&#xa0;mol%); for &#x201c;C,&#x201d; it is CO<sub>2</sub> with 18&#xa0;mol%. The rest of the recycle stream consists of H<sub>2</sub> and ethylene. The accumulation of impurities in the recycle stream shows that high purity CO as raw material is important to avoid large recycle streams. Alternatively, a higher purge fraction would be able to remove impurities, leading to loss of CO. Clearly, high per-pass conversion in COR would also reduce the recycle. In scenarios &#x201c;1-O,&#x201d; the production of ethylene increases, and the by-product streams decrease due to higher assumed ethylene selectivity in COR. Additionally, these scenarios show slightly larger recycle and purge streams due to a larger gas stream leaving the COR cell.</p>
<p>The global ethylene balance shows that compared to the scenarios &#x201c;1,&#x201d; the ethylene output is increased by 42% and 31% for scenarios &#x201c;1-O&#x201d; and &#x201c;2.&#x201d; All scenarios produce a tremendous amount of O<sub>2</sub> from COR and CO<sub>2</sub> electrolysis. In case of the gasification-based scenarios, oxygen is needed internally for gasification. Nevertheless, scenarios &#x201c;G&#x201d; produce more than 10&#xa0;t/h of surplus oxygen. The O<sub>2</sub> surplus for scenarios &#x201c;C&#x201d; is around 34&#xa0;t/h. The amount of O<sub>2</sub> in scenarios &#x201c;C&#x201d; would be sufficient for oxyfuel combustion in the power plant, which would avoid energy-intensive post-combustion CO<sub>2</sub> capture. Hydrogen is produced in COR and the gasification process. The H<sub>2</sub> output from gasification is significant, resulting in a clearly higher H<sub>2</sub> output for scenarios &#x201c;G.&#x201d;</p>
</sec>
<sec id="s6-3">
<title>6.3 Energy balance</title>
<p>
<xref ref-type="table" rid="T6">Table 6</xref> shows the absolute values of energy flows for all scenarios. All cases are scaled to a biomass input of 100 MW<sub>th</sub>. The electrochemical reduction of CO is the major electricity consumer. Scenarios &#x201c;1-O&#x201d; have a higher electricity demand in COR since the reaction towards ethylene consumes more electrons compared to reactions to acetic acid and hydrogen. The electrical energy input in scenarios &#x201c;C&#x201d; is increased by the significant electricity demand of CO<sub>2</sub> electrolysis.</p>
<table-wrap id="T6" position="float">
<label>TABLE 6</label>
<caption>
<p>Scenario energy balances in MW.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
<th align="center">G1</th>
<th align="center">G1-O</th>
<th align="center">G2</th>
<th align="center">C1</th>
<th align="center">C1-O</th>
<th align="center">C2</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="7" align="center">Input</td>
</tr>
<tr>
<td align="left">Biomass</td>
<td align="center">100.0</td>
<td align="center">100.0</td>
<td align="center">100.0</td>
<td align="center">100.0</td>
<td align="center">100.0</td>
<td align="center">100.0</td>
</tr>
<tr>
<td align="left">Electricity total</td>
<td align="center">187.3</td>
<td align="center">199.3</td>
<td align="center">187.4</td>
<td align="center">343.9</td>
<td align="center">355.5</td>
<td align="center">344.0</td>
</tr>
<tr>
<td align="left">&#x2003;- Biomass dryer</td>
<td align="center">0.6</td>
<td align="center">0.6</td>
<td align="center">0.6</td>
<td align="center">0.0</td>
<td align="center">0.0</td>
<td align="center">0.0</td>
</tr>
<tr>
<td align="left">&#x2003;- CHP plant</td>
<td align="center">0.0</td>
<td align="center">0.0</td>
<td align="center">0.0</td>
<td align="center">&#x2212;13.8</td>
<td align="center">&#x2212;18.0</td>
<td align="center">&#x2212;13.8</td>
</tr>
<tr>
<td align="left">&#x2003;- MEA scrubber</td>
<td align="center">0.0</td>
<td align="center">0.0</td>
<td align="center">0.0</td>
<td align="center">4.3</td>
<td align="center">4.3</td>
<td align="center">4.3</td>
</tr>
<tr>
<td align="left">&#x2003;- CO<sub>2</sub> electrolysis</td>
<td align="center">0.0</td>
<td align="center">0.0</td>
<td align="center">0.0</td>
<td align="center">110.4</td>
<td align="center">110.4</td>
<td align="center">110.4</td>
</tr>
<tr>
<td align="left">&#x2003;- COR</td>
<td align="center">181.2</td>
<td align="center">193.2</td>
<td align="center">181.2</td>
<td align="center">240.5</td>
<td align="center">256.4</td>
<td align="center">240.5</td>
</tr>
<tr>
<td align="left">&#x2003;- Compression and pumping</td>
<td align="center">5.5</td>
<td align="center">5.6</td>
<td align="center">5.6</td>
<td align="center">2.4</td>
<td align="center">2.4</td>
<td align="center">2.5</td>
</tr>
<tr>
<td align="left">External heat demand</td>
<td align="center">13.5</td>
<td align="center">0.0</td>
<td align="center">12.6</td>
<td align="center">1.4</td>
<td align="center">0.0</td>
<td align="center">1.7</td>
</tr>
<tr>
<td align="left">Refrigeration</td>
<td align="center">0.0</td>
<td align="center">0.0</td>
<td align="center">0.4</td>
<td align="center">0.0</td>
<td align="center">0.0</td>
<td align="center">0.5</td>
</tr>
<tr>
<td colspan="7" align="center">Intermediate</td>
</tr>
<tr>
<td align="left">Purge COR</td>
<td align="center">2.4</td>
<td align="center">2.6</td>
<td align="center">2.4</td>
<td align="center">2.0</td>
<td align="center">2.3</td>
<td align="center">2.0</td>
</tr>
<tr>
<td align="left">Purge syngas</td>
<td align="center">17.3</td>
<td align="center">17.3</td>
<td align="center">17.3</td>
<td align="center">0.0</td>
<td align="center">0.0</td>
<td align="center">0.0</td>
</tr>
<tr>
<td align="left">Purge ethanol to ethylene</td>
<td align="center">0.0</td>
<td align="center">0.0</td>
<td align="center">0.6</td>
<td align="center">0.0</td>
<td align="center">0.0</td>
<td align="center">0.7</td>
</tr>
<tr>
<td align="left">CO to COR</td>
<td align="center">41.7</td>
<td align="center">41.7</td>
<td align="center">41.7</td>
<td align="center">55.4</td>
<td align="center">55.4</td>
<td align="center">55.4</td>
</tr>
<tr>
<td align="left">Total steam extraction from CHP</td>
<td align="center">0.0</td>
<td align="center">0.0</td>
<td align="center">0.0</td>
<td align="center">59.7</td>
<td align="center">36.8</td>
<td align="center">59.7</td>
</tr>
<tr>
<td align="left">Heat demand purification</td>
<td align="center">29.6</td>
<td align="center">8.3</td>
<td align="center">29.6</td>
<td align="center">39.2</td>
<td align="center">11.1</td>
<td align="center">39.2</td>
</tr>
<tr>
<td colspan="7" align="center">Output</td>
</tr>
<tr>
<td align="left">Ethylene</td>
<td align="center">56.7</td>
<td align="center">80.3</td>
<td align="center">74.2</td>
<td align="center">75.3</td>
<td align="center">106.6</td>
<td align="center">98.6</td>
</tr>
<tr>
<td align="left">Ethanol</td>
<td align="center">17.1</td>
<td align="center">8.5</td>
<td align="center">0.0</td>
<td align="center">22.7</td>
<td align="center">11.3</td>
<td align="center">0.0</td>
</tr>
<tr>
<td align="left">Acetic acid</td>
<td align="center">11.4</td>
<td align="center">2.8</td>
<td align="center">11.4</td>
<td align="center">15.1</td>
<td align="center">3.8</td>
<td align="center">15.1</td>
</tr>
<tr>
<td align="left">Hydrogen</td>
<td align="center">38.6</td>
<td align="center">35.1</td>
<td align="center">38.6</td>
<td align="center">9.2</td>
<td align="center">4.6</td>
<td align="center">9.2</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The electricity output from the CHP plant varies due to extraction of steam to supply heat to CO<sub>2</sub> capture and other process stages. The CHP plant reaches an electrical energy efficiency of 26% in condensation mode, comparable to a reference range of 16%&#x2013;36% (<xref ref-type="bibr" rid="B49">Lako et al., 2015</xref>). Steam extraction from a back pressure turbine results in a drop in the electrical efficiency. In scenarios &#x201c;C1&#x201d; and &#x201c;C2,&#x201d; all the steam after the first high pressure turbine is used for process heating. Nevertheless, additional process heat is needed for the overall process. The steam demand is lower for the &#x201c;C1-O&#x201d; case, resulting in a higher electrical energy output from the CHP plant. The higher electricity demand for compression and pumping in scenarios &#x201c;G&#x201d; arises from the gas compressors in the membrane and PSA gas separation steps. The ethanol to ethylene process included in scenarios &#x201c;&#x2212;2&#x201d; requires refrigeration for the cryogenic distillation.</p>
<p>The purge streams from different process sections in scenarios &#x201c;G&#x201d; have a high thermal energy content, and are sufficient to supply heat to the reformer and the fired preheaters in the ethanol to ethylene process. The reformer thermal energy demand amounts to 9.3&#xa0;MW. Surplus energy from purge streams is converted to steam at 250&#xb0;C.</p>
<p>The CO streams supplied to the COR is higher in scenarios &#x201c;C,&#x201d; leading to increased electricity demand. In scenarios &#x201c;G,&#x201d; hydrogen production is increased by the hydrogen separated from the syngas stream. The decreased amount of by-products in cases &#x201c;1-O&#x201d; leads to a tremendous drop in heating demand for acetic acid and ethanol purification. This shows the importance of COR selectivity in terms of the overall process energy efficiency.</p>
</sec>
<sec id="s6-4">
<title>6.4 Heat integration</title>
<p>Pinch analysis was used to calculate the minimum external cooling and heating demand of the processes (<xref ref-type="table" rid="T7">Table 7</xref>). The corresponding composite curves are shown in the <xref ref-type="sec" rid="s14">Supplementary Material</xref>. In order to reach the calculated targets, the heat exchanger networks would need to be designed and included, leading to additional capital costs; this was not considered in this paper. Additionally, the results represent the maximum heat integration which might be technically possible but probably not economically optimal. The heat for the MEA CO<sub>2</sub> capture (scenarios &#x201c;C&#x201d;) is not explicitly incorporated in the heat integration since the energy demand is directly satisfied by low pressure steam from the CHP plant.</p>
<table-wrap id="T7" position="float">
<label>TABLE 7</label>
<caption>
<p>Scenario heat balances following heat integration: heating and cooling demand (MW) and pinch temperature (&#xb0;C).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
<th align="center">G1</th>
<th align="center">G1-O</th>
<th align="center">G2</th>
<th align="center">C1</th>
<th align="center">C1-O</th>
<th align="center">C2</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Total heating demand</td>
<td align="center">39.7</td>
<td align="center">18.4</td>
<td align="center">40.1</td>
<td align="center">39.2</td>
<td align="center">11.1</td>
<td align="center">39.7</td>
</tr>
<tr>
<td align="left">Total cooling demand</td>
<td align="center">54.8</td>
<td align="center">36.5</td>
<td align="center">55.3</td>
<td align="center">80.0</td>
<td align="center">49.9</td>
<td align="center">80.7</td>
</tr>
<tr>
<td align="left">Minimum external heating demand</td>
<td align="center">13.5</td>
<td align="center">0.0</td>
<td align="center">12.6</td>
<td align="center">1.4</td>
<td align="center">0.0</td>
<td align="center">1.7</td>
</tr>
<tr>
<td align="left">Minimum external cooling demand</td>
<td align="center">28.7</td>
<td align="center">18.1</td>
<td align="center">29.0</td>
<td align="center">42.2</td>
<td align="center">38.8</td>
<td align="center">42.7</td>
</tr>
<tr>
<td align="left">Internally transferred heat</td>
<td align="center">26.1</td>
<td align="center">18.4</td>
<td align="center">27.5</td>
<td align="center">37.8</td>
<td align="center">11.1</td>
<td align="center">38.0</td>
</tr>
<tr>
<td align="left">Pinch temperature</td>
<td align="center">118</td>
<td align="center">950</td>
<td align="center">118</td>
<td align="center">118</td>
<td align="center">250</td>
<td align="center">118</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In general, the cooling demand is tremendously higher than heating. Scenarios &#x201c;1-O&#x201d; show lower heating and cooling demands with decreased energy inputs to product separation. For these scenarios, no external heating is needed. 14 or 3&#xa0;MW of low temperature heat for district heating (above 100&#xb0;C) can be exported in scenarios &#x201c;G1-O&#x201d; and &#x201c;C1-O,&#x201d; respectively. The heating demand in scenarios &#x201c;C1&#x201d; and &#x201c;C2&#x201d; can essentially be covered by high pressure steam available from the first turbine stage of the CHP plant. In contrast, scenarios &#x201c;G1&#x201d; and &#x201c;G2&#x201d; require significant external heat inputs.</p>
</sec>
<sec id="s6-5">
<title>6.5 CO<sub>2</sub> balance</title>
<p>The ultimate goal of the suggested process routes is to reduce CO<sub>2</sub> emissions. The carbon intensity of the electricity used has the highest impact on the process CO<sub>2</sub> balance. <xref ref-type="fig" rid="F6">Figure 6</xref> shows the specific CO<sub>2</sub> emission as a function of carbon intensity of electricity input. The emission factors are presented for ethylene and key by-products, following emission allocation by product value. The horizontal lines show the CO<sub>2</sub> emission factor for fossil-equivalent product. The vertical lines show the reference emission factor for hydro power, wind power and photovoltaics (PV). The intersection points of the horizontal reference line with the linear curves (scenarios) represent the marginal emission factor for electricity. At this point, the specific emissions of the fossil equivalent and the suggested scenario are equal. It is noted that the reference value, with location- and technology-based variation, influences the marginal emission factor. Details on the reference values and data on overall CO<sub>2</sub> emissions for the scenarios are available in the <xref ref-type="sec" rid="s14">Supplementary Material</xref>.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Impact of carbon intensity of electricity input on the CO<sub>2</sub> emission factor of ethylene <bold>(A)</bold>, acetic acid <bold>(B)</bold>, hydrogen <bold>(C)</bold>, and ethanol <bold>(D)</bold>.</p>
</caption>
<graphic xlink:href="fenrg-11-1129076-g006.tif"/>
</fig>
<p>The marginal emission factors generally increase from ethylene, acetic acid, ethanol to hydrogen. For hydrogen it ranges from 213 to well above 300&#xa0;g/kWh. In comparison, the emission factors for ethylene range from 45 to 79&#xa0;g/kWh. The results show that the specific CO<sub>2</sub> emissions for ethylene cannot be reduced compared to the fossil-equivalent using electricity from PV. Depending on the scenario, PV can reduce CO<sub>2</sub> emissions (compared to fossil-equivalent) for acetic acid and ethanol. For hydrogen, the emission factor is reduced in all cases. Wind power can reduce CO<sub>2</sub> emissions for all products and scenarios.</p>
<p>The combustion-based routes have lower marginal emission factors compared to the gasification-based routes. Thus, the emission reduction potential is higher for scenarios &#x201c;G&#x201d;. Furthermore, scenarios &#x201c;1-O&#x201d; with optimized selectivity towards ethylene are inferior in terms of emissions, meaning that improvements in selectivity are not improving the sustainability of the process. The reason is the higher electricity demand for these processes. The difference of CO<sub>2</sub> emissions for scenarios 1 and 2 are marginal. External heat supply is not considered in the calculations. Fossil-based heat generation would diminish all benefits of the gasification-based route. In practice, the heat would likely be supplied by biomass combustion, which would result in a reduction in overall energy efficiency.</p>
<p>If wind power is exclusively used as power source, the emissions of ethylene can be decreased by 32%&#x2013;60% compared to the reference emission factor. The highest reduction potential (55%&#x2013;60%) is found for scenarios &#x201c;G&#x201d; (detailed values for all scenarios in the <xref ref-type="sec" rid="s14">Supplementary Material</xref>). The highest reduction potential can be realized for hydrogen, at up to 92%. The lowest reduction potential for all products is found in the &#x201c;1-O&#x201d; cases.</p>
<p>The CO<sub>2</sub> balances exclude process related emissions from the combustion of purge streams as they are on the basis of their biogenic origin. At the same time, any potential credits for long-term carbon storage in the products are not considered. As seen, the carbon efficiency of scenarios &#x201c;C&#x201d; is higher than that of scenarios &#x201c;G.&#x201d; Scenarios &#x201c;C&#x201d; emit around 4&#xa0;t CO<sub>2</sub>/h, or 36&#xa0;kt annually. The contribution of purge stream combustion is small compared to the CO<sub>2</sub> released with the flue gas (following CO<sub>2</sub> capture) from the CHP plant. For scenarios &#x201c;G,&#x201d; emissions are around 12&#xa0;t CO<sub>2</sub>/h, or 100&#xa0;kt annually. The highest share of emissions is released from the combustion of the syngas purge.</p>
</sec>
<sec id="s6-6">
<title>6.6 Economics</title>
<p>The absolute numbers of the economic assessment are shown in the <xref ref-type="sec" rid="s14">Supplementary Material</xref>. The LCOE is broken down in <xref ref-type="fig" rid="F7">Figure 7</xref>, accounting for by-product sales as credits. The category &#x201c;Others&#x201d; includes labor cost, refrigeration, heating and deionized water. Generally, scenarios &#x201c;C&#x201d; show higher cost compared to scenarios &#x201c;G.&#x201d; Compared to current market prices, the LCOE is six to three-fold higher, respectively. The highest impacts arise from the annuity of investment and the electricity price. The impact of by-product revenue is the largest for scenarios &#x201c;&#x2212;1&#x201d;. The impact of biomass, CO<sub>2</sub>, and Others are marginal compared to the other cost categories.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>LCOE broken down into the main cost categories, the square dot represents the total LCOE and the round dot shows the LCOE leaving out the cost for electricity (data available in <xref ref-type="sec" rid="s14">Supplementary Material</xref> as table).</p>
</caption>
<graphic xlink:href="fenrg-11-1129076-g007.tif"/>
</fig>
<p>The economics are dominated by the operating costs, accounting for 67% and 66% of the total annual production costs for scenarios &#x201c;G&#x201d; and &#x201c;C,&#x201d; respectively. The total fixed capital investment for combustion-based routes (approximately 1.4 billion &#x20ac;) are almost twice of those for the gasification-based routes. This is partly due to higher productivity of scenarios &#x201c;C,&#x201d; leading to larger equipment sizes. On the other hand, special cost drivers are CO<sub>2</sub> electrolysis (installed cost 221 M&#x20ac;) and the slightly higher cost of the CHP plant in comparison to the gasifier. The installed cost of the electrochemical CO reduction accounts for roughly 85% or 60% of the total capital costs in scenarios &#x201c;G&#x201d; and &#x201c;C,&#x201d; respectively. The share of CO<sub>2</sub> electrolysis is 28% in scenarios &#x201c;C.&#x201d; Therefore, cost reductions in COR and CO<sub>2</sub> electrolysis can have a significant impact on the CAPEX for the suggested process routes. Electricity accounts for 62%&#x2013;65% of the operating cost. The second largest share is maintenance at roughly 25%. The impact of biomass cost is higher in scenarios &#x201c;G&#x201d; (11%) compared to &#x201c;C&#x201d; (6%).</p>
<p>&#x201c;G1&#x201d; and &#x201c;C1&#x201d; show the highest revenue from by-products. By-product revenues for scenarios &#x201c;G&#x201d; are higher compared to the equivalent scenarios &#x201c;C&#x201d; due to hydrogen output from the gasification process. Ethanol and acetic acid make up for 77%&#x2013;87% of the total by-product revenue. Oxygen has a share of below 3% for scenarios &#x201c;G&#x201d; but is more significant (5%&#x2013;13%) in &#x201c;C&#x201d; due to higher oxygen production and no internal oxygen demand. By-product revenues are obviously reduced in the cases &#x201c;1-O&#x201d; with improved ethylene yields. The LCOE between scenarios &#x201c;C1-O&#x201d; and &#x201c;C2&#x201d; (or, &#x201c;G1-O&#x201d; and &#x201c;G2&#x201d;) are similar, showing that improving the ethylene yield in the COR process is not clearly superior in terms of economics compared to the process routes with ethanol dehydration. The scenarios &#x201c;G1&#x201d; and &#x201c;C1,&#x201d; at lowest overall ethylene yields, show the highest LCOE. Thus, maximizing the ethylene output seems to be favorable in terms of the economics.</p>
<p>Since the electricity price has a big impact on the product price, <xref ref-type="fig" rid="F7">Figure 7</xref> also shows the total product price excluding cost for electricity. Even at free electricity, no scenario is able to reach the current market price of ethylene. An improved yield of the COR process or the conversion of ethanol to ethylene lower the levelized cost of ethylene for both scenarios &#x201c;C&#x201d; and &#x201c;G.&#x201d; Since the CO<sub>2</sub> electrolysis and COR process show lower technological maturity, cost savings are possible in future. For the CO<sub>2</sub> electrolysis lower investment cost are expected (see <xref ref-type="sec" rid="s14">Supplementary Material</xref>). A lower operating voltage would decrease the electricity demand and consequently the operating cost of the COR process. Higher current densities and lower module cost (in &#x20ac;/m<sup>2</sup>) can lower the investment cost of the COR process.</p>
<sec id="s6-6-1">
<title>6.6.1 Sensitivity analysis</title>
<p>The tornado diagrams in <xref ref-type="fig" rid="F8">Figure 8</xref> show the results of the sensitivity analysis. The highest influence on LCOE comes from the electricity cost. The impact of electricity on the absolute LCOE is more pronounced in scenarios &#x201c;C&#x201d; due to the higher specific electricity input.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Impact of input parameters on the LCOE for G1 <bold>(A)</bold>, G1-O <bold>(B)</bold>, G2 <bold>(C)</bold>, C1 <bold>(D)</bold>, C1-O <bold>(E)</bold>, and C2 <bold>(F)</bold> (Electricity price: Base: 60 &#x20ac;/MWh, Lower: 40 &#x20ac;/MWh, Upper: 80 &#x20ac;/MWh/Biomass price: Base: 20 &#x20ac;/MWh Lower: 10 &#x20ac;/MWh Upper: 30 &#x20ac;/MWh/Revenue from side products: Base: 100% Lower: &#x2212;20% Upper: &#x2b;50%/Current density of COR: Base: 300&#xa0;mA/cm<sup>2</sup>, Lower: 250&#xa0;mA/cm<sup>2</sup>, Upper: 500&#xa0;mA/cm<sup>2</sup>/Voltage of COR: Base: 3, 5&#xa0;V, Lower: 2, 5&#xa0;V, Upper: 4&#xa0;V).</p>
</caption>
<graphic xlink:href="fenrg-11-1129076-g008.tif"/>
</fig>
<p>Since the COR process has a low technological readiness level, the cost assumptions are early estimates with high uncertainty. Therefore, the sensitivity of LCOE (via changes in both investment and operating costs) on the current density and operating voltage of the COR process was assessed. Favorable operating voltage can reduce the LCOE by up to 10% or 15% for scenarios &#x201c;C&#x201d; and &#x201c;G,&#x201d; respectively. Increasing the current density shows a reduction of LCOE by 14% or above 20%, respectively.</p>
<p>By-product (as well as main product) revenues could be increased with potential green premiums over fossil-equivalent prices. In general, the impact of revenue from by-products is higher for scenarios &#x201c;G&#x201d; in comparison to scenarios &#x201c;C.&#x201d; For scenarios &#x201c;&#x2212;2&#x201d;, the impact of increased by-product revenues is smaller compared to &#x201c;1,&#x201d; since ethanol is not sold but converted to ethylene. The impact of changes in biomass cost are generally not very significant but can exceed the effect of by-product revenues in some of the cases. For comparison, <xref ref-type="bibr" rid="B75">Ramdin et al. (2021)</xref> found by-product and electricity prices to be the most influential parameters in the two step CO<sub>2</sub>R process, while current density showed only a small impact.</p>
<p>The sensitivity analysis shows that with the improvement of one variable current market prices cannot be reached. Therefore, a combination of several parameters at advantageous values needs to be realized to reach better economics. As shown in <xref ref-type="fig" rid="F7">Figure 7</xref>, the lowest LCOE at free electricity is at 1936 &#x20ac;/t for scenario &#x201c;G2.&#x201d; Therefore, reductions in electricity cost alone are not sufficient to make the processes competitive under present conditions and assumptions. Due to the low maturity, significant reductions in COR capital and operating costs could feasibly take place, improving the competitiveness compared to established process routes.</p>
<p>In order to determine the economic competitiveness with current market prices for ethylene, a multiparametric analysis was used to determine economic conditions under which the process can become more economically competitive to current market prices. The detailed LCOE for all scenarios can be found in the <xref ref-type="sec" rid="s14">Supplementary Material</xref>. However, in all cases of multiparametric analysis, the LCOE of the gasification-based route stays well below the combustion-based routes.</p>
<p>An increased current density (500&#xa0;mA/cm<sup>2</sup>), lower operating voltage (2,5&#xa0;V) and reduced module cost of the electrochemical CO reduction (15,000 &#x20ac;/m<sup>2</sup>) can lower the operating and investment cost of the COR process. The LCOE can be reduced to 2,829 &#x20ac;/t for &#x201c;G2.&#x201d; If also the electricity price is lowered (40 &#x20ac;/MWh), lowest cost are found for &#x201c;G2&#x201d; (1803 &#x20ac;/t). With an increased revenue from by-products (&#x002B;50%), the LCOE drops further to 1,130 to 1,552 &#x20ac;/t for scenarios &#x201c;G&#x201d; which is in the range of current market prices. The LCOE for scenarios &#x201c;C&#x201d; are in the range of 3,174&#x2013;3,485 &#x20ac;/t.</p>
<p>To test the scenarios &#x201c;C&#x201d; for competitiveness with scenarios &#x201c;G,&#x201d; the investment cost of CO<sub>2</sub> electrolysis was lowered to 300 &#x20ac;/kW and an electricity price of 40 &#x20ac;/MWh was assumed. Scenarios &#x201c;C&#x201d; benefit from these economic conditions due to the impact of investment cost of CO<sub>2</sub> electrolysis and higher specific electrical energy demand. The LCOE is between 4,226 and 5,091 &#x20ac;/t for scenarios &#x201c;C.&#x201d; The LCOE for scenarios &#x201c;G&#x201d; ranges from 3,259 to 3,813 &#x20ac;/t which is still lower compared to the figures reported for scenarios &#x201c;C.&#x201d; Scenarios &#x201c;C&#x201d; are even with beneficial economic assumptions not cost competitive compared to scenarios &#x201c;G&#x201d;.</p>
<p>For a lower electricity price (20 &#x20ac;/MWh) and higher revenue from by-products (100%), the scenarios &#x201c;G&#x201d; are close to current market prices (1,392&#x2013;2030 &#x20ac;/t). LCOE for scenarios &#x201c;C&#x201d; are still well above market prices (3,437&#x2013;3,644 &#x20ac;/t).</p>
</sec>
</sec>
</sec>
<sec sec-type="discussion" id="s7">
<title>7 Discussion</title>
<p>The integration of COR with biomass gasification process showed interesting features in comparison to the combustion based processes. Future research can focus on finding more suitable CO sources for the process like blast furnace gases.</p>
<sec id="s7-1">
<title>7.1 Impact of by-products</title>
<p>The process design is based on a simplified product spectrum limited to ethylene, ethanol, acetic acid, hydrogen, and oxygen. Since the COR process is at an early development stage, the process is not fully understood yet and further development is needed to make the process technically feasible. The purpose of this study is therefore to stipulate future developments for efficiency and economic improvement, and to develop possible business cases for the technology.</p>
<p>The presence of more products, specifically at lower concentrations, will make the product purification more complex. Some studies (<xref ref-type="table" rid="T2">Table 2</xref>) consider ethylene as the only product which is very unrealistic and underestimates the effort for product purification. Besides capital expenditures, the heating and cooling demand of the purification processes should not be underestimated. To simplify downstream processing, increasing the selectivity of catalysts to selectively form the desired products will be of extreme importance for commercialization. For example, the presence of 1-propanol causes the issue of forming an azeotrope with water, further increasing the complexity of separation (<xref ref-type="bibr" rid="B98">Wu et al., 2020</xref>).</p>
</sec>
<sec id="s7-2">
<title>7.2 CO<sub>2</sub> emissions</title>
<p>Comparing the CO<sub>2</sub> emissions to published estimates on CO2R/COR processes or other renewable routes (such as OCM or MTO) is difficult due to different boundaries and assumptions. <xref ref-type="fig" rid="F6">Figure 6</xref> showed that for ethylene, the indirect emissions from consumed electricity are very significant. In contrast, the other products can have higher emission factors for electricity to be competitive with the fossil-equivalent product. The CO<sub>2</sub> emissions for ethylene via CO2R/COR range from &#x2212;17 to 16&#xa0;t CO<sub>2eq</sub>/t ethylene (<xref ref-type="table" rid="T2">Table 2</xref>). The wide range of variation underlines the point that relevant comparisons are difficult.</p>
<p>
<xref ref-type="bibr" rid="B50">Layritz et al. (2021)</xref> investigated the electrified OCM process in comparison to conventional production routes. The results showed that emissions of 0.8&#xa0;t CO<sub>2</sub>/t ethylene (value read from diagram) can be achieved, at electricity emission factor of 0.1&#xa0;t CO<sub>2</sub>/MWh. Based on this study, at this emission factor, the specific emissions for ethylene double for the best case (<xref ref-type="fig" rid="F6">Figure 6</xref>). <xref ref-type="bibr" rid="B114">Liptow et al. (2013)</xref> report fossil CO<sub>2</sub> emissions for ethylene from wood fermentation, sugarcane fermentation and gasification (via MTO) of 1.3, 1, and 0.6&#xa0;t CO<sub>2eq</sub>/t ethylene. Only the present scenarios &#x201c;G1&#x201d; and &#x201c;G2&#x201d; can compete with the estimate for gasification-based system, when using electricity from wind power.</p>
</sec>
<sec id="s7-3">
<title>7.3 Product price</title>
<p>The production cost estimates obtained here are well above the highest cost presented in other studies (<xref ref-type="table" rid="T2">Table 2</xref>). The lower reference values are largely due to more favorable economic assumptions, for instance lower cell voltages, no side product formation, and reduced electricity price (e.g., $20/MWh) (<xref ref-type="bibr" rid="B85">Sisler et al., 2021</xref>). The electricity cost assumed in this study (60 &#x20ac;/MWh) necessarily leads to high overall production costs due to high share of electricity in total cost.</p>
<p>In comparison to other upcoming technologies, reference estimates are in a similar range to our results. The OCM process was estimated to yield ethylene cost of roughly 5,000 &#x20ac;/t for the year 2020, decreasing to roughly 4,200 &#x20ac;/t in 2050 (<xref ref-type="bibr" rid="B50">Layritz et al., 2021</xref>). For the CO<sub>2</sub> and H<sub>2</sub> based process via methanol synthesis and MTO, the ethylene cost was estimated within the range of 2,160&#x2013;2,910 &#x20ac;/t, depending on the electricity price (<xref ref-type="bibr" rid="B33">Ioannou et al., 2020</xref>). The gasification-based MTO was estimated to give an ethylene cost of 920 &#x20ac;/t (<xref ref-type="bibr" rid="B53">Li et al., 2022</xref>). For other processes, based on either fermentation or gasification coupled with ethanol dehydration, costs have been estimated from 712 to 1,876 &#x20ac;/t (<xref ref-type="bibr" rid="B53">Li et al., 2022</xref>).</p>
<p>The presented process in this paper is especially economically favorable for smaller plant sizes. Since the investment cost of the electrochemical processes (water electrolysis and COR) are scaled linearly with plant size, the process does not profit from economy of scale. Similarly, the OCM process and MTO process both involving water electrolysis and CO<sub>2</sub> hydrogenation suffer from the same constraint. However, the MTO process based on another sustainable source of methanol will be more competitive in larger scales due the economy of scale.</p>
</sec>
<sec id="s7-4">
<title>7.4 Conversion of acetic acid to ethylene</title>
<p>In order to further increase the ethylene yield, acetic acid can be hydrogenated to ethanol with subsequent conversion to ethylene. Hydrogenation of acetic acid has been demonstrated experimentally (<xref ref-type="bibr" rid="B74">Rakshit et al., 2020</xref>) and a simplified process model was developed in a previous publication (<xref ref-type="bibr" rid="B59">Melin et al., 2022</xref>). Based on the model results, ethylene production can be increased by 0.3&#x2013;1.8&#xa0;t/h (depending on the scenario) with acetic acid converted to ethylene via ethanol (see <xref ref-type="sec" rid="s14">Supplementary Material</xref> for the calculations). Hydrogen for acetic acid hydrogenation could be provided internally within all of the scenarios, except for &#x201c;C1&#x201d; and &#x201c;C2.&#x201d; The base ethylene yield for the scenarios, in the range of 0.23&#x2013;0.44&#xa0;t ethylene per t biomass, could be improved to the range of 0.31&#x2013;0.50&#xa0;t/t (highest for &#x201c;C2&#x201d;) with the additional conversion of acetic acid.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s8">
<title>8 Conclusion</title>
<p>The paper presented the electrified conversion of biomass to mostly C<sub>2</sub> products, with comparison of alternative process configurations and scenarios. Main products of the process are ethylene (36&#x2013;68 kt/a), ethanol, acetic acid and hydrogen. The biomass is thermochemically converted (gasification or combustion) and resulting CO is converted by electrochemical reduction. The main conclusions are:<list list-type="simple">
<list-item>
<p>- The mass-based ethylene yield per biomass input varies from 0.23 to 0.44&#xa0;t ethylene/t biomass. Highest yields in each process route are reached for scenarios &#x201c;1-O&#x201d; considering optimized ethylene yield in electrochemical conversion of CO.</p>
</list-item>
<list-item>
<p>- Higher ethylene selectivity shows the advantage of reduced energy demand for by-product separation. The corresponding scenarios &#x201c;G1-O&#x201d; and &#x201c;C1-O&#x201d; are self-sufficient in heat and can export district heating if needed. All other scenarios need external heat supply. The need for gasification-based scenarios is higher compared to the combustion-based equivalents.</p>
</list-item>
<list-item>
<p>- Compared to fossil-equivalent products, reduction of CO<sub>2</sub> specific emissions is possible for all scenarios and products if using wind electricity. Use of solar electricity allows emission reductions in some scenarios only. Combustion-based routes have lower marginal emission factors than gasification-based routes, and thus require a lower electricity emission factor for emission reductions.</p>
</list-item>
<list-item>
<p>- In terms of carbon efficiency (CE), the combustion-based scenarios are superior. The CE can be even further increased by an improved carbon capture ratio from flue gas. The gasification-based routes suffer from a low carbon efficiency of the CO production process arising from purging a fraction of the syngas stream.</p>
</list-item>
<list-item>
<p>- The overall energy efficiency of the gasification-based processes is significantly higher resulting from a higher energy efficiency of the CO production process.</p>
</list-item>
<list-item>
<p>- The levelized cost of ethylene (LCOE) ranges between 3,920 and 7,163 &#x20ac;/t. The lowest costs are achieved for the gasification-based routes. For both the gasification and combustion-based routes, the scenarios with improved yield towards ethylene are economically more favorable.</p>
</list-item>
<list-item>
<p>- The LCOE is very sensitive to the electricity price and current density of the COR process. Due to higher electricity consumption, the impact of electricity cost is more severe for combustion-based scenarios. Assuming free electricity, the lowest LCOE would be 1936 &#x20ac;/t via gasification.</p>
</list-item>
<list-item>
<p>- The further conversion of ethanol to ethylene was considered to increase the overall ethylene yield. The impact of the added conversion on the overall carbon and energy efficiency is marginal. The resulting LCOE was found similar to the scenarios that assuming increased ethylene selectivity in electrochemical CO conversion.</p>
</list-item>
</list>
</p>
<p>The paper showed a very promising and novel route for the conversion of biomass to ethylene and by-products. The gasification-based routes shows advantages in terms of economics and energy efficiency compared to the conventional route (two-step process with CO<sub>2</sub> as feedstock) which is extensively discussed in literature. Furthermore, the conversion of ethanol to ethylene for improving the overall ethylene yield is competitive with an optimized COR process for higher ethylene yields. Thus, yield improvements of the COR process seem non-essential for commercialization. Therefore, the gasification-based route should be exploited further in this context. Especially, specific experimental studies following the gasification-based route are needed to further develop and tailor the COR process to the route.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s9">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s14">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s10">
<title>Author contributions</title>
<p>DK developed the research idea and conceptualized the work. DK, HN, and KM performed the Aspen modelling. DK and HN performed data analysis and calculations. DK wrote the original draft of the manuscript with help from HN. DK, HN, KM, AL, and TK reviewed and edited the manuscript. AL and TK supervised the work. DK managed the project work.</p>
</sec>
<sec id="s11">
<title>Funding</title>
<p>KM gratefully acknowledges funding from Business Finland Innovation Funding through the Forest Industry Carbon Dioxide Utilization for Materials and Plastics Forest CUMP project. HN acknowledges the funding received from the P2XEnable project primarily funded by Business Finland. The funding received from the HYGCEL project, primarily funded by Business Finland, is acknowledged by AL.</p>
</sec>
<sec sec-type="COI-statement" id="s12">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s13">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s14">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fenrg.2023.1129076/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fenrg.2023.1129076/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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<sec id="s15">
<title>Glossary</title>
<def-list>
<def-item>
<term id="G1-fenrg.2023.1129076">
<bold>AEM</bold>
</term>
<def>
<p>anion exchange membrane</p>
</def>
</def-item>
<def-item>
<term id="G2-fenrg.2023.1129076">
<bold>CAPEX</bold>
</term>
<def>
<p>capital expenditure</p>
</def>
</def-item>
<def-item>
<term id="G3-fenrg.2023.1129076">
<bold>CE</bold>
</term>
<def>
<p>carbon efficiency</p>
</def>
</def-item>
<def-item>
<term id="G4-fenrg.2023.1129076">
<bold>CHP</bold>
</term>
<def>
<p>combined heat and power</p>
</def>
</def-item>
<def-item>
<term id="G5-fenrg.2023.1129076">
<bold>CO</bold>
</term>
<def>
<p>carbon monoxide</p>
</def>
</def-item>
<def-item>
<term id="G6-fenrg.2023.1129076">
<bold>CO</bold>
<sub>
<bold>2</bold>
</sub>
</term>
<def>
<p>carbon dioxide</p>
</def>
</def-item>
<def-item>
<term id="G7-fenrg.2023.1129076">
<bold>CO</bold>
<sub>
<bold>2</bold>
</sub>
<bold>R</bold>
</term>
<def>
<p>electrochemical CO<sub>2</sub> reduction</p>
</def>
</def-item>
<def-item>
<term id="G8-fenrg.2023.1129076">
<bold>COR</bold>
</term>
<def>
<p>electrochemical CO reduction</p>
</def>
</def-item>
<def-item>
<term id="G9-fenrg.2023.1129076">
<bold>CPP</bold>
</term>
<def>
<p>catalytic pyrolysis process</p>
</def>
</def-item>
<def-item>
<term id="G10-fenrg.2023.1129076">
<bold>ECM</bold>
</term>
<def>
<p>electrochemical methane coupling</p>
</def>
</def-item>
<def-item>
<term id="G11-fenrg.2023.1129076">
<bold>EE</bold>
</term>
<def>
<p>energy efficiency</p>
</def>
</def-item>
<def-item>
<term id="G12-fenrg.2023.1129076">
<bold>FE</bold>
</term>
<def>
<p>Faraday efficiency</p>
</def>
</def-item>
<def-item>
<term id="G13-fenrg.2023.1129076">
<bold>FTO</bold>
</term>
<def>
<p>Fischer Tropsch to olefin</p>
</def>
</def-item>
<def-item>
<term id="G14-fenrg.2023.1129076">
<bold>GDE</bold>
</term>
<def>
<p>gas diffusion electrode</p>
</def>
</def-item>
<def-item>
<term id="G15-fenrg.2023.1129076">
<bold>GTO</bold>
</term>
<def>
<p>glycerol to olefins</p>
</def>
</def-item>
<def-item>
<term id="G16-fenrg.2023.1129076">
<bold>HOR</bold>
</term>
<def>
<p>hydrogen oxidation reaction</p>
</def>
</def-item>
<def-item>
<term id="G17-fenrg.2023.1129076">
<bold>LCA</bold>
</term>
<def>
<p>life cycle assessment</p>
</def>
</def-item>
<def-item>
<term id="G18-fenrg.2023.1129076">
<bold>LCOE</bold>
</term>
<def>
<p>levelized cost of ethylene</p>
</def>
</def-item>
<def-item>
<term id="G19-fenrg.2023.1129076">
<bold>MCTO</bold>
</term>
<def>
<p>methyl chloride to olefins</p>
</def>
</def-item>
<def-item>
<term id="G20-fenrg.2023.1129076">
<bold>MCTO</bold>
</term>
<def>
<p>methyl chloride to olefins</p>
</def>
</def-item>
<def-item>
<term id="G21-fenrg.2023.1129076">
<bold>MEA</bold>
</term>
<def>
<p>monoethanolamine</p>
</def>
</def-item>
<def-item>
<term id="G22-fenrg.2023.1129076">
<bold>MOI</bold>
</term>
<def>
<p>mobil olefins interconversion</p>
</def>
</def-item>
<def-item>
<term id="G23-fenrg.2023.1129076">
<bold>MTO</bold>
</term>
<def>
<p>methanol-to-olefins</p>
</def>
</def-item>
<def-item>
<term id="G24-fenrg.2023.1129076">
<bold>NCM</bold>
</term>
<def>
<p>non-oxidative coupling of methane</p>
</def>
</def-item>
<def-item>
<term id="G25-fenrg.2023.1129076">
<bold>NPV</bold>
</term>
<def>
<p>net present value</p>
</def>
</def-item>
<def-item>
<term id="G26-fenrg.2023.1129076">
<bold>OCM</bold>
</term>
<def>
<p>oxidative coupling of methane</p>
</def>
</def-item>
<def-item>
<term id="G27-fenrg.2023.1129076">
<bold>OER</bold>
</term>
<def>
<p>oxygen evolution reaction</p>
</def>
</def-item>
<def-item>
<term id="G28-fenrg.2023.1129076">
<bold>OPEX</bold>
</term>
<def>
<p>operating cost/expenditure</p>
</def>
</def-item>
<def-item>
<term id="G29-fenrg.2023.1129076">
<bold>PBtX</bold>
</term>
<def>
<p>power-/biomass-to-X</p>
</def>
</def-item>
<def-item>
<term id="G30-fenrg.2023.1129076">
<bold>PE</bold>
</term>
<def>
<p>polyethylene</p>
</def>
</def-item>
<def-item>
<term id="G31-fenrg.2023.1129076">
<bold>PSA</bold>
</term>
<def>
<p>pressure swing adsorption</p>
</def>
</def-item>
<def-item>
<term id="G32-fenrg.2023.1129076">
<bold>PV</bold>
</term>
<def>
<p>photovoltaics</p>
</def>
</def-item>
<def-item>
<term id="G33-fenrg.2023.1129076">
<bold>TEA</bold>
</term>
<def>
<p>techno economic assessment</p>
</def>
</def-item>
</def-list>
</sec>
<sec id="s16">
<title>Nomenclature</title>
<sec>
<title>Abbreviations</title>
<def-list>
<def-item>
<term id="G34-fenrg.2023.1129076">
<bold>C</bold>
</term>
<def>
<p>cost, &#x20ac;/MWh or &#x20ac;/t</p>
</def>
</def-item>
<def-item>
<term id="G35-fenrg.2023.1129076">
<bold>EF</bold>
</term>
<def>
<p>emission factor, t CO<sub>2</sub>/MWh or t CO<sub>2</sub>/t product</p>
</def>
</def-item>
<def-item>
<term id="G36-fenrg.2023.1129076">
<bold>LCOE</bold>
</term>
<def>
<p>levelized cost of ethylene, &#x20ac;/t</p>
</def>
</def-item>
<def-item>
<term id="G37-fenrg.2023.1129076">
<bold>LHV</bold>
</term>
<def>
<p>lower heating value, MJ/kg</p>
</def>
</def-item>
<def-item>
<term id="G38-fenrg.2023.1129076">
<bold>m</bold>
</term>
<def>
<p>mass, kg</p>
</def>
</def-item>
<def-item>
<term id="G39-fenrg.2023.1129076">
<inline-formula id="inf1">
<mml:math id="m25">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula>
</term>
<def>
<p>mass flow, t/h or kg/s</p>
</def>
</def-item>
<def-item>
<term id="G40-fenrg.2023.1129076">P<sub>el</sub>
</term>
<def>
<p>electrical power, MW</p>
</def>
</def-item>
<def-item>
<term id="G41-fenrg.2023.1129076">p<sub>el</sub>
</term>
<def>
<p>specific electrical energy demand, MJ/kg</p>
</def>
</def-item>
<def-item>
<term id="G42-fenrg.2023.1129076">Y<sub>Ethylene</sub>
</term>
<def>
<p>ethylene yield, t ethylene/t biomass</p>
</def>
</def-item>
</def-list>
</sec>
</sec>
</back>
</article>