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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">773717</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2021.773717</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>A Circular Approach for Making Fischer&#x2013;Tropsch E-fuels and E-chemicals From Biogas Plants in Europe</article-title>
<alt-title alt-title-type="left-running-head">Marchese et al.</alt-title>
<alt-title alt-title-type="right-running-head">FT E-fuels and E-chemicals From Biogas</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Marchese</surname>
<given-names>Marco</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1341843/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Gandiglio</surname>
<given-names>Marta</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/396168/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lanzini</surname>
<given-names>Andrea</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/362097/overview"/>
</contrib>
</contrib-group>
<aff>
<institution>Department of Energy, Politecnico di Torino</institution>, <addr-line>Torino</addr-line>, <country>Italy</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/126693/overview">Sachin Kumar</ext-link>, Sardar Swaran Singh National Institute of Renewable Energy, India</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/134250/overview">Jale Yanik</ext-link>, Ege University, Turkey</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1191628/overview">Bheru Lal Salvi</ext-link>, Maharana Pratap University of Agriculture and Technology, India</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Marta Gandiglio, <email>marta.gandiglio@polito.it</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>10</day>
<month>12</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>773717</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>11</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Marchese, Gandiglio and Lanzini.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Marchese, Gandiglio and Lanzini</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>In a mature circular economy model of carbon material, no fossil compound is extracted from the underground. Hence, the C<sub>1</sub> molecule from non-fossil sources such as biogas, biomass, or carbon dioxide captured from the air represents the raw material to produce various value-added products through carbon capture and utilization routes. Accordingly, the present work investigates the utilization of the full potential of biogas and digestate waste streams derived from anaerobic digestion processes available at the European level to generate synthetic Fischer&#x2013;Tropsch products focusing on the wax fraction. This study estimates a total amount of available carbon dioxide of 33.9&#xa0;Mt<sub>CO2</sub>/y from the two above-mentioned sources. Of this potential, 10.95&#xa0;Mt<sub>CO2</sub>/y is <italic>ready-to-use</italic> as separated CO<sub>2</sub> from operating biogas-upgrading plants. Similarly, the total amount of <italic>ready-to-use</italic> wet digestate corresponds to 29.1&#xa0;Mt<sub>dig</sub>/y. Moreover, the potential out-take of Fischer&#x2013;Tropsch feedstock was evaluated based on process model results. Utilizing the full biogas plants&#x2019; carbon potential available in Europe, a total of 10.1&#xa0;Mt/h of Fischer&#x2013;Tropsch fuels and 3.86&#xa0;Mt/h of Fischer&#x2013;Tropsch waxes can be produced, covering up to 79% of the global wax demand. Utilizing only the streams derived from biomethane plants (installed in Europe), 136&#xa0;ton/h of FT liquids and 48&#xa0;ton/h of FT wax can be generated, corresponding to about 8% of the global wax demand. Finally, optimal locations for cost-effective Fischer&#x2013;Tropsch wax production were also identified.</p>
</abstract>
<kwd-group>
<kwd>Fischer&#x2013;Tropsch</kwd>
<kwd>synthetic hydrocarbons</kwd>
<kwd>biogas</kwd>
<kwd>anaerobic digestion</kwd>
<kwd>digestate</kwd>
<kwd>circular economy</kwd>
<kwd>biomethane</kwd>
</kwd-group>
<contract-num rid="cn001">768543</contract-num>
<contract-sponsor id="cn001">Fuel Cells and Hydrogen Joint Undertaking<named-content content-type="fundref-id">10.13039/501100011742</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Carbon capture and utilization (CCU) routes allow converting waste CO<sub>2</sub> and carbon compounds into marketable products (<xref ref-type="bibr" rid="B35">P&#xe9;rez-Fortes et al., 2014</xref>). Within CCU, the paradigm of circularity of carbon material is currently being promoted as a forecasted solution to reduce fossil fuel consumption (<xref ref-type="bibr" rid="B27">Lehtonen et al., 2019</xref>). This applies especially in the European Union, where circularity becomes a prerequisite in achieving carbon neutrality and enhancing the penetration of renewable electricity in sectors other than the energy one (EC, 2020). This concept allows shifting from the business-as-usual linear production model to a self-sustained circular pattern where waste is upgraded to a commodity status. In the case of linear production, new resources are incessantly utilized for the manufacture of consumer goods. Concerning carbon-based materials, this means extracting fossil hydrocarbons from the ground for one-time use before turning them into wastes. This production model has been referred to as unsustainable from an economic, ecological, and social point of view, with extensive depletion of limited resources (<xref ref-type="bibr" rid="B25">Korhonen et al., 2018</xref>). Contrariwise, the circular economy promotes the reuse of carbon material, turning a waste stream into a resource with market potential for producing higher value-added products (<xref ref-type="bibr" rid="B42">Song et al., 2020</xref>). In a fully established circularity of carbon material, it is paramount that the C<sub>1</sub> molecule comes from biomass, biogas, or directly capturing CO<sub>2</sub> from the air (<xref ref-type="bibr" rid="B44">Sutter et al., 2019</xref>). For this to happen, a period of carbon transition where fossil hydrocarbons are subsequently substituted by renewable hydrocarbon is vital (<xref ref-type="bibr" rid="B22">IEA, 2020</xref>).</p>
<p>Among the several products that can be synthesized through CCU, Fischer&#x2013;Tropsch (FT) liquid fuels and paraffin waxes are one. As such, the FT technology allows for the parallel production of fuels such as naphtha and middle distillates destined to the transport sector and wax chemicals employed in the chemical sector (<xref ref-type="bibr" rid="B26">Krylova, 2014</xref>). The latter compounds are employed as platform chemicals to manufacture several consumer products such as candles, additives, adhesives, and coatings (<xref ref-type="bibr" rid="B46">Wei, 2012</xref>; <xref ref-type="bibr" rid="B7">Bekker et al., 2013</xref>). Data on the exact demand for paraffin waxes worldwide are scarce. Nevertheless, considering the need for waxes, <xref ref-type="bibr" rid="B43">Suaria et al. (2018)</xref> reported a global production in 2018 of 4.79 million tons, with a market value of 6.7 billion $. Similarly, a rise in the global paraffin wax market was forecasted from 5.1 billion &#x20ac; in 2018 to 7.4 billion &#x20ac; in 2025, with the wax price ranging from 0.5 to 2.5&#xa0;&#x20ac;/kg depending on the carbon number (<xref ref-type="bibr" rid="B18">Grand View Research 1, 2019</xref>). Currently, there is no global production of waxes coming from CO<sub>2</sub> at the commercial level. In this regard, one of the biggest wax suppliers is Sasol. This South African chemical company manufactures Fischer&#x2013;Tropsch paraffin waxes from coal gasification with a market coverage of 252&#xa0;kton of waxes every quarter year (<xref ref-type="bibr" rid="B40">Sasol, 2018</xref>). Hence, the potential for non-fossil carbon uptake into FT paraffin wax is quite relevant for CCU routes. Lastly, when the production of CCU and FT fuels and chemicals is done exploiting electricity of renewable source, e-fuels and e-chemicals are provided, with the storage of electricity in chemical forms to penetrate different industrial sectors (<xref ref-type="bibr" rid="B20">Hombach et al., 2019</xref>; <xref ref-type="bibr" rid="B29">Marchese et al., 2021a</xref>) (also called solar-products when the only energy input comes from solar power (<xref ref-type="bibr" rid="B36">Rahbari et al., 2019</xref>)). E-fuels (also called electrofuels) are synthetic fuels, resulting from the combination of green hydrogen produced by electrolysis of water with renewable electricity and CO<sub>2</sub>. E-chemicals are chemical products originated from the same sources (water, renewable electricity, and CO<sub>2</sub>). Both the streams, because of the origin, are carbon-neutral products.</p>
<p>Moreover, as reported by the European Biogas Association (<xref ref-type="bibr" rid="B15">2020</xref>) and the International Energy Agency (<xref ref-type="bibr" rid="B23">2020</xref>), the total number of biogas plants installed in Europe corresponded to 18,966 in 2019. Additionally, a rising trend in biogas-upgrading plant installations to separate biomethane from carbon dioxide (187 plants in 2011, 742 plants in 2019) is reported, resulting in a rise of CO<sub>2</sub> emissions toward the environment. In this regard, CCU applications can benefit from the surge in available ready-to-use CO<sub>2</sub> derived from the upgrading processes. Similarly, the AD process generates a by-product known as <italic>digestate</italic>, rich in stabilized carbon in different concentrations depending on the input substrate. Generally, such a material is sent to landfill disposal or is utilized as a fertilizer for agricultural applications (<xref ref-type="bibr" rid="B9">Corden et al., 2019</xref>). However, using digestate as carbon feedstock for CCU pathways favors carbon circularity and avoids land eutrophication (<xref ref-type="bibr" rid="B1">Antoniou et al., 2019</xref>). In this context, <xref ref-type="bibr" rid="B39">Rodin et al. (2020</xref>) stated that carbon dioxide coming from biogenic sources could be used as feedstock for large-scale production of alternatives to fossil hydrocarbons such as methane, methanol, and ethanol. Similarly, <xref ref-type="bibr" rid="B10">Cu&#xe9;llar-Franca et al. (2019</xref>) suggested preferential routes and end-products destined to the transportation sector to effectively utilize carbon dioxide from either point sources (including biogas) or distributed sources. <xref ref-type="bibr" rid="B41">Sechi et al. (2021</xref>) investigated the potentiality of engaging the installed biogas capacity from wastewater treatment plants in Europe to generate electricity with fuel cell systems. However, to the best of the authors&#x2019; knowledge, the open literature does not investigate the potential demand coverage of paraffin waxes through non-fossil feedstocks. Likewise, no studies on the production of digestate and its latter upgrade to non-fossil products were reported.</p>
<p>The present work estimates the potential for the utilization of carbon dioxide and digestate feedstocks derived from the AD process to make Fischer&#x2013;Tropsch compounds with market value. CO<sub>2</sub> and digestate from either biogas or biomethane plants (where the latter are biogas plants with upgrading technologies already installed) are the carbon sources. Moreover, the present appraisal identifies locations throughout Europe where it is possible to synthesize Fischer&#x2013;Tropsch waxes at a competitive price compared to traditional fossil route costs (upper boundary at 2.5&#xa0;&#x20ac;/kg<sub>wax</sub>). As such, the analysis provides novel insights into the possibility of turning waste carbon streams into commercial assets and suggests preferential AD locations to produce paraffin waxes.</p>
<p>Following the Introduction, this paper includes a description of the anaerobic digestion process (with feedstock characteristics and biogas production costs) and biogas-upgrading technologies to separate biomethane from CO<sub>2</sub> and leave digestate as a by-product. Moreover, <italic>Methodology</italic> analyzes the total biogas and biomethane plants and provides a description of plant layouts utilized as a reference for investigation. <italic>Results and Discussion</italic> gives techno-economic considerations about the several locations in Europe to generate FT fuels and chemicals, with sensitivities to the economic parameters. Lastly, <italic>Conclusion</italic> is provided.</p>
</sec>
<sec id="s2">
<title>2 Biomass-to-Biogas and -Biomethane Conversion Technologies</title>
<sec id="s2-1">
<title>2.1 Anaerobic Digestion Characteristics and Feedstocks</title>
<p>Biogas is a gaseous compound mainly composed of CH<sub>4</sub>, CO<sub>2</sub>, and impurities in lower concentrations. Biogas can be produced from the anaerobic digestion of different types of waste biomass. According to the <xref ref-type="bibr" rid="B15">European Biogas Association (2020</xref>) and <xref ref-type="bibr" rid="B22">International Energy Agency (2020</xref>), three main biogas plant categories can be found:<list list-type="simple">
<list-item>
<p>- Biodigesters, where organic materials are decomposed thanks to bacteria (psychrophilic, mesophilic, or thermophilic depending on the fermentation temperature) in anaerobic tanks.</p>
</list-item>
<list-item>
<p>- Landfill gas, which is recovered (through a pipe extraction system equipped with a compressor) from landfill sites and is generated from the decomposition of municipal solid waste (MSW). Looking at future scenarios, landfill gas is expected to decrease over time thanks to the increasing rate of separated collection. MSW, in this scenario, can be converted into biogas by using dedicated biodigesters.</p>
</list-item>
<list-item>
<p>- Wastewater treatment plants (WWTPs) where biogas is produced from sludge, a by-product of the water treatment line (<xref ref-type="bibr" rid="B17">Gandiglio et al., 2017</xref>).</p>
</list-item>
</list>
</p>
<p>The as-produced biogas needs to undergo dehumidification and cleaning steps before exploitation, to remove condensation and harmful contaminants, with the purity level depending on the downstream technology chosen for biogas use.</p>
<p>Biogas from biodigester application can be further classified depending on the feedstock type (i.e., substrate) (<xref ref-type="bibr" rid="B15">European Biogas Association, 2020</xref>):<list list-type="simple">
<list-item>
<p>- Agricultural sub-products like animals&#x2019; manure, crops&#x2019; residues, straw, and similar biomasses.</p>
</list-item>
<list-item>
<p>- Energy crops are dedicated primary crops and are generally the only substrate that cannot be considered a waste.</p>
</list-item>
<list-item>
<p>- MSW, which can be treated in a biodigester if collected aside from the other household waste.</p>
</list-item>
<list-item>
<p>- Industrial waste, especially the ones from the food and beverage industry.</p>
</list-item>
</list>
</p>
<p>Among such feedstocks, the most diffused at the EU level are the agricultural biogas plants (more than 60% of the installed electrical capacity comes from agriculture), running on a mix of residues and animal manure. This category has the highest share in the EU and most single countries, except particular cases like Switzerland, where sewage biogas (from WWTPs) is predominant, or Norway, where the highest share comes from landfill applications.</p>
<p>Landfill gas is the second largest group, together with industrial wastes and WWTPs.</p>
<p>Energy crops are still highly diffuse as feedstock type in Europe: these plants were usually installed in the first decade of the 2000s, when high incentives were not linked with the feedstock typology. In Germany, for example, around 50% of feedstocks used for biogas production are crops, according to the <xref ref-type="bibr" rid="B15">European Biogas Association (2020</xref>). Currently available incentives mainly focus on the use of biowaste material as a source for bioproducts from biogas (electricity or biomethane).</p>
<p>Shifting from the current scenario to production potential, manure and crops&#x2019; residuals are still the higher share even in the overall potential analysis (<xref ref-type="bibr" rid="B22">International Energy Agency, 2020</xref>), followed by MSW and woody biomass, which are currently not fully exploited. The most significant potential is found to be in the Asia Pacific and North America (between 150 and 200&#xa0;Mtoe), followed by Central and South America and Europe.</p>
<p>Differences are also available among the different feedstocks in terms of biogas production yield (efficiency of the biodigesters) and cost of the biogas produced (<xref ref-type="table" rid="T1">Table 1</xref>). Industrial waste, for example, has one of the highest biogas conversion yields but is currently economically competitive only in medium and large scale. The lowest biogas yield is the one of manure and sewage biogas, which anyway has a strong potential and can be economically feasible in the same sizes as industrial plants.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Biogas production yield from different feedstocks and biogas production costs depending on the plant layout. Adapted from (<xref ref-type="bibr" rid="B22">International Energy Agency, 2020</xref>; <xref ref-type="bibr" rid="B16">Gandiglio and Lanzini, 2021</xref>).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Substrate</th>
<th align="left"/>
<th align="center">Biogas production yield (m <sup>3</sup>
<sub>biogas</sub>/ton<sub>biomass</sub>)</th>
<th align="left">Anaerobic digester layout</th>
<th align="center">Cost of biogas production (&#x20ac;/kWh)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Agricultural waste (manure)</td>
<td align="left">AGR-1</td>
<td align="center">20&#x2013;75</td>
<td align="left">Biodigester, small</td>
<td align="char" char=".">48</td>
</tr>
<tr>
<td align="left">Agricultural waste (crops&#x2019; residues)</td>
<td align="left">AGR-2</td>
<td align="center">250</td>
<td align="left">Biodigester, medium</td>
<td align="char" char=".">37</td>
</tr>
<tr>
<td align="left">Energy crops</td>
<td align="left">ENC</td>
<td align="center">100&#x2013;200</td>
<td align="left">Biodigester, large</td>
<td align="char" char=".">27</td>
</tr>
<tr>
<td align="left">Industrial waste (food industry)</td>
<td align="left">FAB</td>
<td align="center">30&#x2013;100</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Municipal solid waste</td>
<td align="left">MSW</td>
<td align="center">100&#x2013;200</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Sewage</td>
<td align="left">SWW</td>
<td align="center">5&#x2013;20</td>
<td align="left">Sewage biogas</td>
<td align="char" char=".">42</td>
</tr>
<tr>
<td align="left">Landfill</td>
<td align="left">LAN</td>
<td align="center">30&#x2013;50</td>
<td align="left">Landfill gas</td>
<td align="char" char=".">6.5</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Lastly, the International Energy Agency (IEA) pointed out that the sustainable potential for biogas in 2040 is 50% higher than available today, based on the increased availability of the various feedstocks in a larger global economy.</p>
</sec>
<sec id="s2-2">
<title>2.2 Biogas Upgrading Technologies</title>
<p>Within biogas applications, the separation of CO<sub>2</sub> from CH<sub>4</sub> using upgrading technologies is often employed for further injection of biomethane into the gas grid and carbon dioxide recovery. <xref ref-type="table" rid="T2">Table 2</xref> lists the preferential capture technologies (and their mean capture efficiency (<xref ref-type="bibr" rid="B45">Teir et al., 2014</xref>; <xref ref-type="bibr" rid="B21">Huang et al., 2015</xref>; <xref ref-type="bibr" rid="B38">Riboldi and Bolland, 2015</xref>; <xref ref-type="bibr" rid="B3">Awe et al., 2017</xref>; <xref ref-type="bibr" rid="B34">Pellegrini et al., 2020</xref>)) utilized in the biomethane plants throughout Europe.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Mean carbon dioxide capture efficiency value of upgrading technologies utilized for the biogas plants in Europe (<xref ref-type="bibr" rid="B45">Teir et al., 2014</xref>; <xref ref-type="bibr" rid="B21">Huang et al., 2015</xref>; <xref ref-type="bibr" rid="B3">Awe et al., 2017</xref>; <xref ref-type="bibr" rid="B34">Pellegrini et al., 2020</xref>; <xref ref-type="bibr" rid="B38">Riboldi and Bolland, 2015</xref>).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Capture technology</th>
<th align="left"/>
<th align="center">
<italic>&#x3b7;</italic>
<sub>
<italic>capt</italic>
</sub> (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Physical scrubbing</td>
<td align="left">PHS</td>
<td align="char" char=".">85</td>
</tr>
<tr>
<td align="left">Chemical scrubbing</td>
<td align="left">CHS</td>
<td align="char" char=".">95</td>
</tr>
<tr>
<td align="left">Membrane</td>
<td align="left">MEM</td>
<td align="char" char=".">95</td>
</tr>
<tr>
<td align="left">Cryogenic separation</td>
<td align="left">CRY</td>
<td align="char" char=".">98</td>
</tr>
<tr>
<td align="left">Press swing adsorption</td>
<td align="left">PSA</td>
<td align="char" char=".">90</td>
</tr>
<tr>
<td align="left">Water scrubbing</td>
<td align="left">WAS</td>
<td align="char" char=".">85</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In this context, the total number of biomethane plants installed in Europe amounted to 742 at the end of 2019 (<xref ref-type="bibr" rid="B15">European Biogas Association, 2020</xref>). With respect to the share of capture technologies, membranes and water scrubbing represented the leading upgrading technologies, followed by chemical scrubbing, pressure swing adsorption, physical scrubbing, and cryogenic separation (<xref ref-type="fig" rid="F1">Figure 1</xref>). Accounting for the different substrates, energy crops and agricultural wastes are the main ones utilized for the anaerobic digestion process (33 and 29% of the biomethane plants, respectively). Only 2% of the plants (i.e., 14 biomethane plants) utilize landfill as the preferential substrate.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Share of capture technologies <bold>(A)</bold> and anaerobic digestion substrates <bold>(B)</bold> utilized in biomethane plants installed in Europe at the end of 2019 (<xref ref-type="bibr" rid="B15">European Biogas Association, 2020</xref>).</p>
</caption>
<graphic xlink:href="fenrg-09-773717-g001.tif"/>
</fig>
</sec>
</sec>
<sec id="s3">
<title>3 Methodology</title>
<p>The data employed in this analysis were sourced from both the European Biogas Association (<xref ref-type="bibr" rid="B15">2020</xref>) and the International Energy Agency (<xref ref-type="bibr" rid="B22">2020</xref>) regarding the total installed biogas plants throughout Europe. Additionally, the data listed in the European Biomethane Map were considered for all the biomethane plants connected to the EU gas grid (<xref ref-type="bibr" rid="B15">European Biogas Association, 2020</xref>), where biomethane plants were considered biogas plants with an upgrading technology installed to separate CH<sub>4</sub> and CO<sub>2</sub>. Consequently, the availability of carbon dioxide and digestate was accounted for.</p>
<sec id="s3-1">
<title>3.1 Plant Distribution in Europe</title>
<p>Operating biogas plants in Europe were 6,227 in 2009, and the number increased to 18,966 in 2019 (<xref ref-type="fig" rid="F2">Figure 2</xref>). Moreover, the installation of biogas-upgrading plants has constantly risen, from 187 in 2011 to 742 in 2019. Considering the different EU countries with operating plants as of 2019, Germany was the country with the highest number of biogas plants (11,084), followed by Italy (1,655), France (837), and the United Kingdom (715). Considering the existing biomethane plants (<xref ref-type="fig" rid="F3">Figure 3</xref>), Germany was still the country with the highest number, followed by France, the United Kingdom, and Sweden. As seen from <xref ref-type="fig" rid="F2">Figure 2</xref>, the installation of biogas plants is reaching a plateau condition. Contrariwise, there is a rising trend in the available ready-to-use carbon dioxide derived from upgrading the biogas streams into biomethane and CO<sub>2</sub>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Installed biogas plants in European evolution. Adapted from (<xref ref-type="bibr" rid="B15">European Biogas Association, 2020</xref>; <xref ref-type="bibr" rid="B22">International Energy Agency, 2020</xref>).</p>
</caption>
<graphic xlink:href="fenrg-09-773717-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Biogas and biomethane plants installed in Europe at the end of 2019. Adapted from (<xref ref-type="bibr" rid="B15">European Biogas Association, 2020</xref>; <xref ref-type="bibr" rid="B22">International Energy Agency, 2020</xref>).</p>
</caption>
<graphic xlink:href="fenrg-09-773717-g003.tif"/>
</fig>
<p>Additionally, the data available regarding biomethane plants (i.e., biogas plants with an upgrading unit, connected to the gas grid) presented by the European Biomethane Map (<xref ref-type="bibr" rid="B15">European Biogas Association, 2020</xref>) provide details about the type of substrate utilized in the anaerobic digestion process, the employed technology for carbon dioxide recovery, and the amount of biomethane supplied by each plant.</p>
</sec>
<sec id="s3-2">
<title>3.2 CO<sub>2</sub> and Digestate Potential Evaluation</title>
<p>For biogas plants, the open literature provided clustered information on the total number of operating plants, the total biogas installed capacity (expressed in MW<sub>el</sub>), the total production of biomethane (GWh/y), and the average size of the plants (MW<sub>el</sub>) for each of the assessed European countries (<xref ref-type="bibr" rid="B15">European Biogas Association, 2020</xref>; <xref ref-type="bibr" rid="B2">Association EB, 2018</xref>). Consequently, the total amount of captured CO<sub>2</sub> (ton/h) was evaluated for these plants according to Eqs 1, 2. The generated carbon dioxide from the eventual combustion of methane was omitted, assuming CH<sub>4</sub> injection into the gas grid:<disp-formula id="e1">
<mml:math id="m1">
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</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
<disp-formula id="e2">
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<mml:mi>P</mml:mi>
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</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:mn>0.00224</mml:mn>
<mml:mo>&#xb7;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
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<mml:mn>6</mml:mn>
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</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>Here, <italic>P</italic>
<sub>
<italic>biog</italic>
</sub> is the installed capacity of biogas in each country, <italic>&#x3b7;</italic>
<sub>
<italic>el</italic>
</sub> is the electric efficiency assumed to be 38% (<xref ref-type="bibr" rid="B12">EBA, 2020</xref>), the lower heating value of biogas was considered 20&#xa0;MJ/m<sup>3</sup> (<xref ref-type="bibr" rid="B22">International Energy Agency, 2020</xref>), and the mean concentration of CO<sub>2</sub> in the biogas was 40% (<xref ref-type="bibr" rid="B31">Marchese et al., 2020</xref>). The CO<sub>2</sub> capture efficiency (biogas-to-CO<sub>2</sub>) <italic>&#x3b7;</italic>
<sub>
<italic>capt</italic>
</sub> was taken as 95%, evaluated as the mean value of capture efficiency for the different technologies engaged in biogas upgrading (<xref ref-type="bibr" rid="B6">Bauer et al., 2013</xref>).</p>
<p>Regarding biomethane plants, <italic>Data Availability</italic> provides details on the amount of CH<sub>4</sub> supplied by every plant to the gas grid. Accordingly, the amount of available carbon dioxide was estimated based on the technology employed for upgrading at each of the 742 sites. In this regard, the efficiencies presented in <xref ref-type="table" rid="T2">Table 2</xref> were used, assuming a biogas composition of 60:40 of CH<sub>4</sub>:CO<sub>2</sub>.</p>
<p>Additionally, for both biogas and biomethane plants, the potential amount of digestate available was evaluated according to the methodology presented by <xref ref-type="bibr" rid="B30">Marchese et al. (2021b</xref>), starting from the amount of CO<sub>2</sub> derived from biogas and assuming a substrate-to-digestate mass conversion of 65% (<xref ref-type="bibr" rid="B8">Blank and Hoffmann, 2011</xref>). The landfill substrate was accounted for only in the production of CO<sub>2</sub>. Digestate derived from landfill applications was excluded from evaluating the production potential, being considered a discharged material disposed of in dedicated disposal areas.</p>
</sec>
<sec id="s3-3">
<title>3.3 Reference CCU Plant Configurations</title>
<p>From the total amount of carbon dioxide and digestate streams from both biogas and biomethane plants, the evaluation of the potential production of Fischer&#x2013;Tropsch fuels and chemicals was carried out taking into account results from techno-economic feasibility investigations (<xref ref-type="bibr" rid="B31">Marchese et al., 2020</xref>; <xref ref-type="bibr" rid="B30">Marchese et al., 2021b</xref>; <xref ref-type="bibr" rid="B28">Marchese, 2021</xref>). In a previous study, we analyzed the conversion of CO<sub>2</sub> captured from biogas via chemical scrubbing into FT hydrocarbons from an energy analysis point of view (<xref ref-type="bibr" rid="B31">Marchese et al., 2020</xref>). The syngas required by the FT reactor was produced in a reverse water&#x2013;gas shift reactor coupled with an alkaline electrolyzer or in a solid oxide co-electrolyzer. Based on previous results, operating the RWGS or SOEC devices at low pressure is preferential for high FT product synthesis. Finally, using an SOEC solution is beneficial for energy integration purposes, better matching the thermal demands of the biogas-upgrading unit based on chemical scrubbing. The model exploited 1,000&#xa0;kg/h of CO<sub>2</sub> as carbon feedstock. In a second investigation, we analyzed the gasification of digestate into FT compounds (<xref ref-type="bibr" rid="B30">Marchese et al., 2021b</xref>). The FT off-gas was either used as a fuel for electric generation or recycled into the gasifier for enhanced generation of synthetic FT waxes. A solution internally recirculating the FT off-gases was preferential for a higher production of FT compounds. The model employed 881&#xa0;kg/h of dry digestate material (979&#xa0;kg/h as received). For both biogas-derived CO<sub>2</sub> and digestate, economic considerations were accounted for the production of FT waxes (<xref ref-type="bibr" rid="B28">Marchese, 2021</xref>). For all the analyzed processes, the production of FT compounds is described by a mechanistic kinetic model validated with experimental results (<xref ref-type="bibr" rid="B32">Marchese et al., 2019</xref>). <xref ref-type="fig" rid="F4">Figure 4</xref> provides the schematics of the process models taken into consideration for the evaluation of the FT production potential throughout Europe. The electric input for both processes (i.e., 195&#xa0;kWel and 6,005&#xa0;kWel for the digestate and biogas routes, respectively) was assumed to be of renewable source, allowing for its storage into FT compounds for e-fuels and e-chemicals (naphtha and middle distillates and waxes). A detailed description of the process routes, as well as energy integration solutions, can be found in the studies of <xref ref-type="bibr" rid="B31">Marchese et al. (2020</xref>), <xref ref-type="bibr" rid="B30">Marchese et al. (2021b</xref>), and <xref ref-type="bibr" rid="B28">Marchese (2021</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Schematics of the process routes taken as a baseline reference for the evaluation of the Fischer&#x2013;Tropsch production potential, with information about the main process technologies involved in the route. Adapted from (<xref ref-type="bibr" rid="B31">Marchese et al., 2020</xref>; <xref ref-type="bibr" rid="B30">Marchese et al., 2021b</xref>; <xref ref-type="bibr" rid="B28">Marchese, 2021</xref>).</p>
</caption>
<graphic xlink:href="fenrg-09-773717-g004.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>3.4 Cost Estimation of the Process Units</title>
<p>In the process of evaluating the potential production of FT compounds, techno-economic considerations were takin into account considering the cost of production of paraffin FT waxes. Accordingly, results from techno-economic considerations for the baseline configurations were considered, including both CAPEX and OPEX costs, as well as revenues derived from the sale of FT naphtha and middle distillates, and by-products such as heat, oxygen, and biomethane (<xref ref-type="bibr" rid="B30">Marchese et al., 2021b</xref>; <xref ref-type="bibr" rid="B28">Marchese, 2021</xref>). Consequently, economy of scale was applied to each CCU plant accounted for as in <xref ref-type="disp-formula" rid="e3">Eq. 3</xref>:<disp-formula id="e3">
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</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>
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<mml:math id="m4">
<mml:mrow>
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</mml:mrow>
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</mml:mrow>
</mml:msub>
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<mml:mstyle displaystyle="true">
<mml:msubsup>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
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<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
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</mml:mrow>
</mml:msubsup>
<mml:mrow>
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<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mstyle>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>
</p>
<p>The reference cost (C<sub>plant,ref</sub>) of each plant corresponded to the purchase cost of the reference plant evaluated by <xref ref-type="bibr" rid="B28">Marchese (2021</xref>), taking into account the sum of purchase cost of each plant component (C<sub>eq,i</sub>). The plant size value corresponded to the amount of digestate entering the DIGESTATE plant, and CO<sub>2</sub> entering the BIOGAS plant. The reference size corresponded to 881 kg<sub>dig</sub>/h and 1,000&#xa0;kg<sub>CO2</sub>/h, respectively. A scaling factor of 0.78 was assumed for the overall CCU plant. From the plant cost, the total investment cost was evaluated considering installation factors, contingency costs, engineering costs, and commissioning costs. OPEX and revenues were varied depending on the plant producibility without applying any scaling factor.</p>
<p>Given the higher availability of biogas plants, the assessment was performed for Germany and Italy. Consequently, state incentives for biomethane grid injection were assumed for both countries. Regarding German policies, these accounted for a biomethane sale price of 31.6&#xa0;&#x20ac;/kWh with 20-year sale credits of 61.6&#xa0;&#x20ac;/MWh (<xref ref-type="bibr" rid="B37">Regatrace (2020)</xref>; <xref ref-type="bibr" rid="B4">Baena-Moreno et al., 2020</xref>; <xref ref-type="bibr" rid="B11">Daniel-Gromke et al., 2019</xref>). In the case of Italy, a sale price of CH<sub>4</sub> of 20.9&#xa0;&#x20ac;/kWh was assumed, with credits of 62.7&#xa0;&#x20ac;/MWh in the first 10&#xa0;years and 0.305&#xa0;&#x20ac;/m<sup>3</sup> for each subsequent year of plant operations (<xref ref-type="bibr" rid="B37">Regatrace (2020)</xref>; <xref ref-type="bibr" rid="B5">Barbera et al., 2019</xref>).</p>
<p>The cost of wax production was evaluated with the annuity method (<xref ref-type="bibr" rid="B33">Michailos et al., 2019</xref>), which included the cost of capital repayment for the borrowed capital. Specific component costs, operating costs, and revenues are provided in the <xref ref-type="sec" rid="s11">Supplementary Material</xref>.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s4">
<title>4 Results and Discussion</title>
<sec id="s4-1">
<title>4.1 Potential Out-Take of Carbon Dioxide and Digestate From Biogas Plants</title>
<p>
<xref ref-type="fig" rid="F5">Figure 5</xref> provides the potential out-take of carbon dioxide and digestate for each state. The total EU potential corresponds to 4.23&#xa0;kton/h and 2.79&#xa0;kton/h of pure CO<sub>2</sub> and dry digestate, respectively. As seen, Germany dominates the market for the installed capacity of biogas&#x2014;with the highest total number of installed plants&#x2014;providing the highest potential out-take for both carbon dioxide and biomass material. Remarkably, the UK is the second country in terms of potential material flow of CO<sub>2</sub>, determined by the higher installed capacity than that in Italy (nevertheless, Italy has a higher number of operating biogas plants than the UK). However, the UK also presents a higher percentage of biogas produced from landfill applications (58% of biogas production from landfill, against 19% from Italy (<xref ref-type="bibr" rid="B12">EBA, 2020</xref>)), making Italy the second country in Europe with the availability of digestate material for further processing, followed by France, Czech Republic, and Estonia.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Potential out-take of CO<sub>2</sub> and digestate (dry) from the operating biogas plants in Europe (end of the year 2019).</p>
</caption>
<graphic xlink:href="fenrg-09-773717-g005.tif"/>
</fig>
<p>The total out-take potential of biomethane plants corresponds to 419&#xa0;t/h and 357&#xa0;t/h of CO<sub>2</sub> and (dry) digestate, respectively. The share of production depending on the location is provided in <xref ref-type="fig" rid="F6">Figure 6</xref>. Among all the countries that currently present installed upgrading units, Germany is the one with the highest availability of useful non-fossil streams.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Potential out-take of CO<sub>2</sub> and digestate (dry) from the operating biomethane plants in Europe (end of the year 2019).</p>
</caption>
<graphic xlink:href="fenrg-09-773717-g006.tif"/>
</fig>
</sec>
<sec id="s4-2">
<title>4.2 Potential for Fischer&#x2013;Tropsch Products From Biogas Plants</title>
<p>With reference to the accounted CCU plant configurations, utilizing the streams available from the biogas plants provides different amounts of FT feedstocks. The results are listed in <xref ref-type="table" rid="T3">Table 3</xref>. Such routes provide 831.6&#xa0;kton/y and 2,948.4&#xa0;kton/y of waxes utilizing digestate and biogas-derived CO<sub>2</sub>, respectively. Hence, if we were to exploit the full potential of biogas and digestate, 78.8% of the wax demand could be covered by non-fossil sources.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Potential production of FT compounds utilizing biogas plants&#x2019; CO<sub>2</sub> and digestate flows. The liquid fraction accounts for both naphtha and middle distillate cuts.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="2" align="left">DIG.B</th>
<th colspan="2" align="center">BIOG.B</th>
</tr>
<tr>
<th colspan="2" align="left">[ton/h]</th>
<th colspan="2" align="center">[ton/h]</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Liq.</td>
<td align="left">Wax</td>
<td align="left">Liq.</td>
<td align="left">Wax</td>
</tr>
<tr>
<td align="left">469</td>
<td align="center">99</td>
<td align="left">722</td>
<td align="left">351</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Similarly, the production of Fischer&#x2013;Tropsch material utilizing CO<sub>2</sub> streams and digestate available from the biomethane plants is provided in <xref ref-type="table" rid="T4">Table 4</xref>. The total wax production from the digestate route corresponds to 12.6&#xa0;ton/h, and that from biogas is 34.7&#xa0;ton/h. Accounting for both contributions, up to 8.3% (39.7&#xa0;kton/y) of the global paraffin demand can be covered with non-fossil feedstock. However, it is important to point out that this wax production derives from <italic>ready-to-use</italic> streams of CO<sub>2</sub> and digestate that would otherwise be disposed of, especially for the carbon dioxide route where the waste stream would be vented toward the environment.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Production of FT compounds utilizing biomethane plants&#x2019; CO<sub>2</sub> and digestate flows.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="2" align="left">DIG.B</th>
<th colspan="2" align="center">BIOG.B</th>
</tr>
<tr>
<th colspan="2" align="left">[ton/h]</th>
<th colspan="2" align="center">[ton/h]</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Liq.</td>
<td align="left">Wax</td>
<td align="left">Liq.</td>
<td align="left">Wax</td>
</tr>
<tr>
<td align="left">63.5</td>
<td align="left">12.6</td>
<td align="left">71.5</td>
<td align="left">34.7</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s4-2-1">
<title>4.2.1 Preferential geographical locations for FT synthesis</title>
<p>Biomethane plant locations that match the requirements of the baseline configurations were selected. Accordingly, locations that presented both carbon-feedstock streams availability derived from the AD process were identified, presenting a minimum CO<sub>2</sub> flow of 1,000&#xa0;kg/h and digestate flow of 881&#xa0;kg<sub>dry</sub>/h (979&#xa0;kg<sub>a.r.</sub>/h). These correspond to 73 plants throughout Europe, having a total CO<sub>2</sub> and digestate stream potential of 137&#xa0;ton/h and 119&#xa0;ton/h, respectively. The total production of waxes corresponds to 11.4&#xa0;t/h and 4.20&#xa0;t/h with biogas and digestate. Such locations are presented in <xref ref-type="fig" rid="F7">Figure 7</xref>. The evaluation of the FT out-take assumes the installation of both a biogas-to-FT and a digestate-to-FT plant at each location. However, moving digestate from one plant to another might be more feasible than CO<sub>2</sub> gas transport, making the production of FT material from digestate feedstock potentially viable from all biomethane plants in Europe.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Map preferential locations to synthesize waxes in Europe from biomethane plants.</p>
</caption>
<graphic xlink:href="fenrg-09-773717-g007.tif"/>
</fig>
<p>Additionally, for the locations identified in Italy and in Germany, the cost of wax production was evaluated. These represent 17 plant locations, 5 in Italy and 12 in Germany (<xref ref-type="table" rid="T5">Table 5</xref>). Considering a reference price of electricity of 100&#xa0;&#x20ac;/MWh and a WACC (weight average cost of capital) value for the annuity coefficient of 7.50%, the most profitable location corresponds to G&#xfc;strow, in the north of Germany. Accordingly, producing waxes with the DIGESTATE route reaches a value of 2.59&#xa0;&#x20ac;/kg, just 9 cent/kg higher than the fossil upper boundary of 2.5&#xa0;&#x20ac;/kg<sub>wax</sub>. Contrariwise, employing the BIOGAS solution would determine a cost of waxes of 4.66&#xa0;&#x20ac;/k<sub>gwax</sub>. Tables with the CAPEX and OPEX costs for each location and process route are provided in the <xref ref-type="sec" rid="s11">Supplementary Material</xref>.</p>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Preferential plant location in Germany and Italy, with production and cost of waxes from digestate and carbon dioxide.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">State</th>
<th rowspan="2" align="center">Plant location</th>
<th align="center">CO<sub>2</sub> stream</th>
<th align="center">Digestate stream</th>
<th align="center">Digestate waxes</th>
<th align="center">Digestate cost</th>
<th align="center">Biogas waxes</th>
<th align="center">Biogas cost</th>
</tr>
<tr>
<th align="center">[t/h]</th>
<th align="center">[t/h]</th>
<th align="center">[t/h]</th>
<th align="center">[&#x20ac;/kg<sub>wax</sub>]</th>
<th align="center">[t/h]</th>
<th align="center">[&#x20ac;/kg<sub>wax</sub>]</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Germany</td>
<td align="left">Aiterhofen Niederbayern</td>
<td align="center">1.35</td>
<td align="center">1.17</td>
<td align="center">0.041</td>
<td align="center">3.29</td>
<td align="center">0.112</td>
<td align="center">5.08</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">Dargun</td>
<td align="center">1.54</td>
<td align="center">1.34</td>
<td align="center">0.047</td>
<td align="center">3.21</td>
<td align="center">0.128</td>
<td align="center">5.03</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">G&#xfc;strow</td>
<td align="center">6.34</td>
<td align="center">5.49</td>
<td align="center">0.194</td>
<td align="center">2.59</td>
<td align="center">0.525</td>
<td align="center">4.66</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">Horn Bad Meinberg</td>
<td align="center">1.38</td>
<td align="center">1.20</td>
<td align="center">0.042</td>
<td align="center">3.27</td>
<td align="center">0.114</td>
<td align="center">5.07</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">Industriepark Hoechst</td>
<td align="center">1.04</td>
<td align="center">0.90</td>
<td align="center">0.032</td>
<td align="center">3.43</td>
<td align="center">0.086</td>
<td align="center">5.17</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">K&#xf6;nnern 2</td>
<td align="center">2.28</td>
<td align="center">1.97</td>
<td align="center">0.070</td>
<td align="center">3.02</td>
<td align="center">0.189</td>
<td align="center">4.91</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">Schwaigern</td>
<td align="center">1.23</td>
<td align="center">1.06</td>
<td align="center">0.038</td>
<td align="center">3.34</td>
<td align="center">0.102</td>
<td align="center">5.11</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">Schwandorf</td>
<td align="center">1.35</td>
<td align="center">1.17</td>
<td align="center">0.041</td>
<td align="center">3.29</td>
<td align="center">0.112</td>
<td align="center">5.08</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">Schwedt</td>
<td align="center">3.80</td>
<td align="center">3.29</td>
<td align="center">0.116</td>
<td align="center">2.79</td>
<td align="center">0.315</td>
<td align="center">4.77</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">Wolnzach</td>
<td align="center">1.36</td>
<td align="center">1.18</td>
<td align="center">0.042</td>
<td align="center">3.28</td>
<td align="center">0.113</td>
<td align="center">5.08</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">Z&#xf6;rbig 1</td>
<td align="center">3.80</td>
<td align="center">3.29</td>
<td align="center">0.116</td>
<td align="center">2.79</td>
<td align="center">0.315</td>
<td align="center">4.77</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">Z&#xf6;rbig 2</td>
<td align="center">3.14</td>
<td align="center">2.72</td>
<td align="center">0.096</td>
<td align="center">2.88</td>
<td align="center">0.260</td>
<td align="center">4.82</td>
</tr>
<tr>
<td align="left">Italy</td>
<td align="left">Montello</td>
<td align="center">4.91</td>
<td align="center">4.25</td>
<td align="center">0.150</td>
<td align="center">2.69</td>
<td align="center">0.407</td>
<td align="center">5.65</td>
</tr>
<tr>
<td align="left">Italy</td>
<td align="left">Este</td>
<td align="center">2.62</td>
<td align="center">2.27</td>
<td align="center">0.080</td>
<td align="center">2.96</td>
<td align="center">0.217</td>
<td align="center">5.82</td>
</tr>
<tr>
<td align="left">Italy</td>
<td align="left">Maniago</td>
<td align="center">3.93</td>
<td align="center">3.40</td>
<td align="center">0.120</td>
<td align="center">2.78</td>
<td align="center">0.325</td>
<td align="center">5.71</td>
</tr>
<tr>
<td align="left">Italy</td>
<td align="left">Faenza</td>
<td align="center">2.62</td>
<td align="center">2.27</td>
<td align="center">0.080</td>
<td align="center">2.96</td>
<td align="center">0.217</td>
<td align="center">5.82</td>
</tr>
<tr>
<td align="left">Italy</td>
<td align="left">Sant&#x2019;Agata Bolognese</td>
<td align="center">1.12</td>
<td align="center">0.97</td>
<td align="center">0.034</td>
<td align="center">3.38</td>
<td align="center">0.093</td>
<td align="center">6.09</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s4-2-2">
<title>4.2.2 Results&#x2019; Sensitivity to Financial Parameters</title>
<p>The wax production costs are even subjected to a change depending on the economic model parameter variation. For the identified location of G&#xfc;strow, a sensitivity test to the cost of electricity and WACC was performed. This is provided in <xref ref-type="fig" rid="F8">Figure 8</xref>. In the case of access to low-price electricity (e.g., high availability of hydropower or wind power electricity at prices lower 75&#xa0;&#x20ac;/MWh (<xref ref-type="bibr" rid="B24">IRENA, 2020</xref>)), a solution employing the BIOGAS CCU option provides a sensible lower cost of waxes than the DIGESTATE option. The cost of waxes would go from 0.28&#xa0;&#x20ac;/kg for highly optimistic economic assumptions (i.e., 2.00% WACC, 40&#xa0;&#x20ac;/MWh electricity cost) to 9.44&#xa0;&#x20ac;/kg (WACC 12.50%, electricity priced at 160&#xa0;&#x20ac;/MWh). Contrariwise, for high-price electric energy, using DIGESTATE should be preferred for the synthesis of waxes. In this case, the wax cost ranges from 1.59&#xa0;&#x20ac;/kg to 3.61&#xa0;&#x20ac;/kg. Additionally, the figure provides the evolution of the wax production cost also for the combined utilization of both units. In this regard, the installation costs of the plant can be reduced, by including a single FT reactor and distillation unit consuming syngas coming from both digestate gasification and reverse water&#x2013;gas shift reaction. The combined utilization of both pathways is strongly influenced by the BIOGAS option, where the high level of variation due to the electricity price is derived by the use of the SOEC electrolysis technology.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Effect of parameter variation on the cost of wax production in the location of G&#xfc;strow. Variation of the electricity cost and the WACC value: central lines of the color bands are evaluated at 7.50% WACC.</p>
</caption>
<graphic xlink:href="fenrg-09-773717-g008.tif"/>
</fig>
</sec>
<sec id="s4-2-3">
<title>4.2.3 Effect of Biomethane Grid Injection Credits</title>
<p>With reference to the cost of waxes provided by the utilization of carbon dioxide BIOGAS route, the system accounts for credits derived by the injection of methane into the gas grid. Accordingly, such credits are generally provided for the upgrading step, which could be considered already installed at the analyzed plant locations. As such, when installing a CCU plant solution like the one provided in <xref ref-type="fig" rid="F4">Figure 4</xref>, biomethane credits determine a shift in the wax production cost if the same are not included in the economic analysis. Similarly, the cost of installation of the biogas-upgrading unit could be avoided in the analysis. In this regard, the production of FT waxes and carbon dioxide derived from biogas would rise about 2&#xa0;&#x20ac;/kg<sub>wax</sub> in each of the locations investigated. In this case, the most economically viable solution using only CO<sub>2</sub> from biogas is the location of Montello, in the north of Italy (<xref ref-type="table" rid="T6">Table 6</xref>). However, such a result is dependent on the economic model hypotheses. With reference to the same location of G&#xfc;strow, the effect of cost variation due to the avoidance of biomethane credits is depicted in <xref ref-type="fig" rid="F9">Figure 9</xref>. Accordingly, the production of heavy Fischer&#x2013;Tropsch compounds is preferential when credits for the biomethane grid injection are included.</p>
<table-wrap id="T6" position="float">
<label>TABLE 6</label>
<caption>
<p>Preferential plant location in Germany and Italy. The cost of wax production does not consider the capture unit installation costs and biomethane grid injection credits.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">State</th>
<th rowspan="2" align="center">Plant location</th>
<th align="center">Biogas cost (no CH<sub>4</sub> credits)</th>
</tr>
<tr>
<th align="center">[&#x20ac;/kg<sub>wax</sub>]</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Germany</td>
<td align="left">Aiterhofen Niederbayern</td>
<td align="center">7.22</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">Dargun</td>
<td align="center">7.19</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">G&#xfc;strow</td>
<td align="center">6.96</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">Horn Bad Meinberg</td>
<td align="center">7.22</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">Industriepark Hoechst</td>
<td align="center">7.28</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">K&#xf6;nnern 2</td>
<td align="center">7.12</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">Schwaigern</td>
<td align="center">7.24</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">Schwandorf</td>
<td align="center">7.22</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">Schwedt</td>
<td align="center">7.02</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">Wolnzach</td>
<td align="center">7.22</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">Z&#xf6;rbig 1</td>
<td align="center">7.02</td>
</tr>
<tr>
<td align="left">Germany</td>
<td align="left">Z&#xf6;rbig 2</td>
<td align="center">7.06</td>
</tr>
<tr>
<td align="left">Italy</td>
<td align="left">Montello</td>
<td align="center">6.75</td>
</tr>
<tr>
<td align="left">Italy</td>
<td align="left">Este</td>
<td align="center">6.86</td>
</tr>
<tr>
<td align="left">Italy</td>
<td align="left">Maniago</td>
<td align="center">6.78</td>
</tr>
<tr>
<td align="left">Italy</td>
<td align="left">Faenza</td>
<td align="center">6.86</td>
</tr>
<tr>
<td align="left">Italy</td>
<td align="left">Sant&#x2019;Agata Bolognese</td>
<td align="center">7.03</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Variation of the cost of wax production in the location of G&#xfc;strow depending on the biomethane credits for grid injection after upgrading of biogas.</p>
</caption>
<graphic xlink:href="fenrg-09-773717-g009.tif"/>
</fig>
</sec>
</sec>
</sec>
<sec id="s5">
<title>5 Conclusion</title>
<p>The present investigation assessed the optimal locations in Europe to produce FT waxes utilizing process schemes based on the capture and utilization of carbon feedstock from non-fossil compounds comprising of biogas and digestate derived by the process of anaerobic digestion. The analysis shows a total potential out-take of carbon dioxide from biogas of 4.23&#xa0;kton/h and of digestate of 2.79&#xa0;kton/h. Employing such feedstocks, it is possible to cover up to 79% of the worldwide paraffin demand, synthetizing waxes from non-fossil sources. When accounting only for the biomethane plants installed in Europe, the potential throughput of synthetic material is slightly lower, covering about 8% of the global paraffin wax demand. However, specific locations can be identified in Europe with <italic>ready-to-use</italic> non-fossil streams that match the techno-economic assumptions and results (i.e., presenting a suitable amount of carbon dioxide and digestate material). The lowest cost of wax production can be reached in the location of G&#xfc;strow, in Germany, at 2.59&#xa0;&#x20ac;/kg exploiting digestate and 4.66&#xa0;&#x20ac;/kg from biogas. Lastly, accounting for the actual potential of the biogas and biomethane plants in Europe might not be straightforward and might be subjected to specific investigation assumptions. However, dioxide and digestate currently available from the anaerobic digestion processes represent two crucial feedstocks for substituting fossil feedstocks and promoting circularity of the C<sub>1</sub> molecule.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s11">Supplementary Material</xref>, and further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>MM and AL contributed to conception and design of the study. MM performed the analysis, and MG provided input data and supervision. All authors contributed to manuscript revision and read and approved the submitted version.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This research was funded by the European Union&#x2019;s Horizon 2020 Research and Innovation program under grant agreement no. 768543 (ICO<sub>2</sub>CHEM project&#x2014;From industrial CO<sub>2</sub> streams to added value Fischer&#x2013;Tropsch chemicals).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<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="s10">
<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="s11">
<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.2021.773717/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fenrg.2021.773717/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"/>
</sec>
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