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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mech. Eng</journal-id>
<journal-title>Frontiers in Mechanical Engineering</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mech. Eng</abbrev-journal-title>
<issn pub-type="epub">2297-3079</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">744172</article-id>
<article-id pub-id-type="doi">10.3389/fmech.2021.744172</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Mechanical Engineering</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Numerical Investigation on the Effect of the Oxymethylene Ether-3 (OME3) Blending Ratio in Premixed Sooting Ethylene Flames</article-title>
<alt-title alt-title-type="left-running-head">Schmitz et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">OME3 Blending Effect on Sooting Ethylene Flames</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Schmitz</surname>
<given-names>Robert</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/1412990/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sirignano</surname>
<given-names>Mariano</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1159523/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hasse</surname>
<given-names>Christian</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ferraro</surname>
<given-names>Federica</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1223373/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Institute for Simulation of Reactive Thermo-Fluid Systems (STFS), Technical University of Darmstadt, <addr-line>Darmstadt</addr-line>, <country>Germany</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, Universit&#xe0; degli Studi di Napoli Federico II, <addr-line>Napoli</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/203936/overview">Raul Payri</ext-link>, Universitat Polit&#xe8;cnica de Val&#xe8;ncia, Spain</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/799210/overview">Vasudevan Raghavan</ext-link>, Indian Institute of Technology Madras, India</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/938970/overview">Dong Han</ext-link>, Shanghai Jiao Tong University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1420920/overview">Chun Lou</ext-link>, Huazhong University of Science and Technology, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Robert Schmitz, <email>schmitz@stfs.tu-darmstadt.de</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Engine and Automotive Engineering, a section of the journal Frontiers in Mechanical Engineering</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>08</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>7</volume>
<elocation-id>744172</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>07</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>08</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Schmitz, Sirignano, Hasse and Ferraro.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Schmitz, Sirignano, Hasse and Ferraro</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&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>Synthetic fuels, especially oxygenated fuels, which can be used as blending components, make it possible to modify the emission properties of conventional fossil fuels. Among oxygenated fuels, one promising candidate is oxymethylene ether-3 (OME<sub>3</sub>). In this work, the sooting propensity of ethylene (C<sub>2</sub>H<sub>4</sub>) blended with OME<sub>3</sub> is numerically investigated on a series of laminar burner-stabilized premixed flames with increasing amounts of OME<sub>3</sub>, from pure ethylene to pure OME<sub>3</sub>. The numerical analysis is performed using the Conditional Quadrature Method of Moments combined with a detailed physico-chemical soot model. Two different equivalence ratios corresponding to a lightly and a highly sooting flame condition have been investigated. The study examines how different blending ratios of the two fuels affect soot particle formation and a correlation between OME<sub>3</sub> blending ratio and corresponding soot reduction is established. The soot precursor species in the gas-phase are analyzed along with the soot volume fraction of small nanoparticles and large aggregates. Furthermore, the influence of the OME<sub>3</sub> blending on the particle size distribution is studied applying the entropy maximization concept. The effect of increasing amounts of OME<sub>3</sub> is found to be different for soot nanoparticles and larger aggregates. While OME<sub>3</sub> blending significantly reduces the amount of larger aggregates, only large amounts of OME<sub>3</sub>, close to pure OME<sub>3</sub>, lead to a considerable suppression of nanoparticles formed throughout the flame. A linear correlation is identified between the OME<sub>3</sub> content in the fuel and the reduction in the soot volume fraction of larger aggregates, while smaller blending ratios may lead to an increased number of nanoparticles for some positions in the flame for the richer flame condition.</p>
</abstract>
<kwd-group>
<kwd>oxymethylene ether-3 (OME3)</kwd>
<kwd>PODE3</kwd>
<kwd>soot particle formation</kwd>
<kwd>soot modeling</kwd>
<kwd>alternative fuels</kwd>
<kwd>Quadrature Method of Moments (QMOM)</kwd>
</kwd-group>
<contract-num rid="cn001">03SF0566R0</contract-num>
<contract-sponsor id="cn001">Bundesministerium f&#xfc;r Bildung und Forschung<named-content content-type="fundref-id">10.13039/501100002347</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The ongoing tightening of emissions legislation is resulting in increasingly vigorous efforts to control the pollutants formed in hydrocarbon combustion systems in the transportation and power generation sectors. Synthetic fuels produced with renewable energy and, in particular, oxygenated fuels can improve both the overall carbon balance and local emissions, such as soot particles, without extensively modifying the present combustion devices. Oxymethylene ethers (OMEs), which are promising synthetic fuel candidates (<xref ref-type="bibr" rid="B14">Kohse-H&#xf6;inghaus, 2021</xref>), deployable e.g. in self-ignition engines, have been proven in recent studies (<xref ref-type="bibr" rid="B9">Ferraro et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B42">Tan et&#x20;al., 2021</xref>) to significantly reduce the sooting tendency of blended fuel flames. Compared to other alternative and oxygenated fuel candidates such as biodiesels and alcohols, oxymethylene ethers combine high oxygenation of around 50% by mass (<xref ref-type="bibr" rid="B43">Wang et&#x20;al., 2016</xref>) with high propensity for self-ignition (<xref ref-type="bibr" rid="B22">Lumpp et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B43">Wang et&#x20;al., 2016</xref>). While the combustion of pure OMEs exhibits almost the complete suppression of soot, an application as a blending fuel is a more realistically viable scenario in the short and medium term. The good miscibility of oxymethylene ethers in fossil diesel (<xref ref-type="bibr" rid="B20">Lin et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B27">Omari et&#x20;al., 2019</xref>) supports this scenario. OME<sub>3</sub> to OME<sub>5</sub> in particular exhibit properties favourable to their use as fuel blends in compression ignition applications. For instance, the cetane number of OME<sub>3</sub> to OME<sub>5</sub> is in the range of 72&#x2013;93 (<xref ref-type="bibr" rid="B16">Lautensch&#xfc;tz et&#x20;al., 2016</xref>; 2017; <xref ref-type="bibr" rid="B8">Deutsch et&#x20;al., 2017</xref>) and the flash, boiling and melting points are comparable to those of diesel fuel (<xref ref-type="bibr" rid="B44">Zheng et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B27">Omari et&#x20;al., 2019</xref>). These suitable characteristics explain the recent research interest in this specific group of oxygenated fuels in the field of kinetic mechanism development (<xref ref-type="bibr" rid="B41">Sun et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B11">He et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B5">Cai et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B18">Li et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B1">Bai et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B26">Niu et&#x20;al., 2021</xref>), their application in engine simulations (<xref ref-type="bibr" rid="B20">Lin et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B23">Lv et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B31">Ren et&#x20;al., 2019</xref>) or for different synthesis methods (<xref ref-type="bibr" rid="B10">Gierlich et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B13">Klokic et&#x20;al., 2020</xref>), and the assessment of the overall carbon impact (<xref ref-type="bibr" rid="B24">Mahbub et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B4">Bokinge et&#x20;al., 2020</xref>). The application of oxymethylene ethers in engines in combination with their emission propensity has been investigated in several studies (<xref ref-type="bibr" rid="B30">Pellegrini et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B2">Barro et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B12">Huang et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B21">Liu et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B31">Ren et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B17">LeBlanc et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B28">Parravicini et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B29">P&#xe9;lerin et&#x20;al., 2020</xref>), while fewer investigations have been conducted, notably, into soot formation for pure or blended OMEs in canonical flames (<xref ref-type="bibr" rid="B9">Ferraro et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B42">Tan et&#x20;al., 2021</xref>). Hence, this work addresses the potential of oxymethylene ether-3 (OME<sub>3</sub>) and its effect on soot particle formation and growth to deeply understand the soot suppression phenomenon in a simple configuration and in blending with a well-known fuel such as ethylene. While studies containing small amounts of OME<sub>3</sub> blended into C<sub>2</sub>H<sub>4</sub> have been performed for both premixed flames (<xref ref-type="bibr" rid="B9">Ferraro et&#x20;al., 2021</xref>) and diffusion flames (<xref ref-type="bibr" rid="B42">Tan et&#x20;al., 2021</xref>), the effects of blending increased amounts of OME<sub>3</sub> has not been investigated yet. Additionally, a systematic assessment between the blending ratio of OME<sub>n</sub> fuels and their effects on the overall soot reduction and especially on the individual maturation steps in the soot evolution process is unknown to the authors. Detailed knowledge of the soot reduction potential including possible saturation effects for higher blending ratios is needed for an efficient application of synthetic fuels. Therefore, this study aims to analyze these aspects for OME<sub>3</sub> combustion. The correlation between the OME<sub>3</sub> blending ratio and the soot reduction will be numerically investigated. The analysis systematically evaluates the complete range of OME<sub>3</sub> blending ratios using detailed chemistry combined with a quadrivariate soot model enabling a deeper understanding of the effects of different amounts of OME<sub>3</sub> blending on the entire soot formation process.</p>
<p>Simulations are performed on a series of laminar burner-stabilized premixed flames burning ethylene blended with increasing amounts of OME<sub>3</sub> up to a pure OME<sub>3</sub>/air flame at constant equivalence ratios. Detailed chemical kinetics in combination with the Conditional Quadrature Method of Moments (CQMOM) (<xref ref-type="bibr" rid="B35">Salenbauch et&#x20;al., 2017</xref>, <xref ref-type="bibr" rid="B36">2018</xref>), based on the physico-chemical soot model by <xref ref-type="bibr" rid="B7">D&#x2019;Anna et&#x20;al. (2010)</xref>, are chosen to model soot formation, particle surface growth and other occurring particle processes. This approach enables a detailed investigation of the soot suppression behavior of OME<sub>3</sub> regarding the smaller carbon chemistry, and of different particle size classes, such as large polycyclic aromatic hydrocarbons, spherical clusters and larger aggregates including their chemical properties. The effect that increasing amounts of OME<sub>3</sub> exert on soot formation is evaluated in terms of both the total soot volume fraction and the particle size distribution. Additionally, the relationship between the OME<sub>3</sub> to ethylene blending ratio and the subsequent soot reduction is analyzed to verify whether OME<sub>3</sub> has only a dilution effect on the mixture or if it also has an active kinetic effect in the formation of soot gas-phase precursors, nano-organic carbon and soot particles. Finally, the range of OME<sub>3</sub> blending ratios yielding a soot suppression effect is identified to assess the overall potential of this oxygenated fuel. This study is performed for two different equivalence ratios covering lightly to highly sooting flame conditions.</p>
</sec>
<sec id="s2">
<title>2 Numerical Modeling</title>
<p>The numerical modeling includes a description of the gas-phase chemistry and of the soot particle formation and evolution. The gas-phase chemistry is modeled by a detailed kinetic mechanism accounting for 141 species and 674 reactions in total. The decomposition and oxidation reactions of OME<sub>3</sub> (41 species and 213 reactions) are taken from <xref ref-type="bibr" rid="B41">Sun et&#x20;al. (2017)</xref>. The reactions of smaller and larger carbon species up to polycyclic aromatic hydrocarbons (PAHs) are described by the kinetic mechanism by <xref ref-type="bibr" rid="B7">D&#x2019;Anna et&#x20;al. (2010)</xref>, <xref ref-type="bibr" rid="B38">Sirignano et&#x20;al. (2010</xref>, <xref ref-type="bibr" rid="B39">2013)</xref>, and <xref ref-type="bibr" rid="B6">Conturso et&#x20;al. (2017)</xref>.</p>
<p>To describe the soot particle evolution, the physico-chemical soot formation model (<xref ref-type="bibr" rid="B7">D&#x2019;Anna et&#x20;al., 2010</xref>) is combined with the Conditional Quadrature Method of Moments. The numerical approach was developed in <xref ref-type="bibr" rid="B35">Salenbauch et&#x20;al. (2017)</xref> and has been successfully applied in atmospheric premixed flames (<xref ref-type="bibr" rid="B35">Salenbauch et&#x20;al., 2017</xref>, <xref ref-type="bibr" rid="B36">2018</xref>; <xref ref-type="bibr" rid="B9">Ferraro et&#x20;al., 2021</xref>). A short summary is described in the following. The gas-phase kinetics consider species up to pyrene, while larger PAHs are treated as lumped species. The soot model distinguishes between three different particle structures based on their state of aggregation (<xref ref-type="bibr" rid="B7">D&#x2019;Anna et&#x20;al., 2010</xref>). Soot precursors with a molecular mass larger than pyrene (<italic>molecules or large PAHs</italic>) are classified separately from the spherically shaped, solid soot particles which are formed through the inception step of several PAHs (<italic>clusters</italic>), and <italic>aggregates</italic>. These in turn are formed due to the agglomeration of several clusters with subsequent soot maturation steps leading to strongly bonded fractal-shaped particles. The physico-chemical nature of the soot model allows an assessment to be carried out based not only on the size and shape of the particles but also on their chemical properties such as the carbon to hydrogen ratio and their chemical reactivity. The soot processes are formulated based on Arrhenius-rate laws and include growth processes such as the H-Abstraction-C<sub>2</sub>H<sub>2</sub>-Addition (HACA) mechanism, the resonantly stabilized free radical mechanism or surface growth due to chemical processes. Surface growth and oxidation reactions are applied for all the three entities that describe the soot evolution such as large PAH, clusters and aggregates. Additionally, nucleation steps for different-sized large PAHs are accounted for, resulting in clusters with varying chemical properties as well as soot oxidation and oxidation-induced fragmentation, dehydrogenation and aggregation processes of several clusters, resulting in aggregates shaped like snowflakes, fractals or chains.</p>
<p>Due to the variety of the soot particles involved, classification and bundling similar to lumped species is necessary. The evolution of the chemical and physical properties of each particle class is described by the population balance equation (PBE) for the number density function (NDF) <inline-formula id="inf1">
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</mml:mrow>
</mml:msup>
</mml:math>
</inline-formula>. This vector contains two continuous properties <italic>&#x3be;</italic>
<sub>
<italic>nc</italic>
</sub>, indicating the number of carbon atoms with <italic>&#x3be;</italic>
<sub>
<italic>nc</italic>
</sub> &#x2208; [0, <italic>&#x221e;</italic>), and <italic>&#x3be;</italic>
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<italic>H</italic>/<italic>C</italic>
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<sub>
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<sub>
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<sub>
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<mml:mo>/</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">&#x7c;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>y</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">&#x7c;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>y</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi>n</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>y</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
<mml:mo>,</mml:mo>
</mml:math>
<label>(1)</label>
</disp-formula>where the time and spatial dependencies are omitted for brevity.</p>
<p>Here, the distributions <italic>f</italic>
<sub>
<italic>H</italic>/<italic>C</italic>
</sub> and <italic>f</italic>
<sub>
<italic>nc</italic>
</sub> are conditioned on the state <inline-formula id="inf5">
<mml:math id="m6">
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>y</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:math>
</inline-formula> and <inline-formula id="inf6">
<mml:math id="m7">
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>y</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:math>
</inline-formula>, respectively. The joint bivariate distribution <italic>n</italic>(<italic>&#x3be;</italic>
<sub>
<italic>stat</italic>
</sub>, <italic>&#x3be;</italic>
<sub>
<italic>typ</italic>
</sub>) can have only six values for the different possible combinations (<italic>u</italic>, <italic>v</italic>) of the two discrete particle properties <italic>&#x3be;</italic>
<sub>
<italic>stat</italic>
</sub> &#x3d; <italic>&#x3be;</italic>
<sub>
<italic>stat</italic>,<italic>u</italic>
</sub> and <italic>&#x3be;</italic>
<sub>
<italic>typ</italic>
</sub> &#x3d; <italic>&#x3be;</italic>
<sub>
<italic>typ</italic>,<italic>v</italic>
</sub>. The reader may be referred to <xref ref-type="bibr" rid="B34">Salenbauch (2018)</xref> for further details. This simplification can be exploited in combination with the conditional density function definition to transform <xref ref-type="disp-formula" rid="e1">Eq. 1</xref> into a system of six bivariate NDFs &#x3a0;<sub>(<italic>u</italic>,<italic>v</italic>)</sub>
<disp-formula id="e2">
<mml:math id="m8">
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">&#x3a0;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>H</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>H</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>v</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>H</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">&#x7c;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>&#x22c5;</mml:mo>
<mml:msubsup>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>v</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>v</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>,</mml:mo>
</mml:math>
<label>(2)</label>
</disp-formula>in which the conditional distribution <inline-formula id="inf7">
<mml:math id="m9">
<mml:msubsup>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>H</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>v</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>H</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">&#x7c;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> and the marginal distribution <inline-formula id="inf8">
<mml:math id="m10">
<mml:msubsup>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>v</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> are evaluated for each of the six combinations of (<italic>u</italic>,&#x20;<italic>v</italic>).</p>
<p>The set of NDFs is not solved directly but only for a set of its statistical moments closed with the CQMOM approach. In this work, for all six combinations (<italic>u</italic>, <italic>v</italic>) two quadrature nodes are used for the internal coordinate <italic>&#x3be;</italic>
<sub>
<italic>nc</italic>
</sub> and a single quadrature node for <italic>&#x3be;</italic>
<sub>
<italic>H</italic>/<italic>C</italic>
</sub> conditioned on <italic>&#x3be;</italic>
<sub>
<italic>nc</italic>
</sub>. The system of six bivariate NDFs is therefore represented by 36 additional moment transport equations. The numerical calculations have been performed with the in-house universal Laminar Flame (ULF) solver (<xref ref-type="bibr" rid="B45">Zschutschke et&#x20;al., 2017</xref>), which includes the QMOM library (<xref ref-type="bibr" rid="B34">Salenbauch, 2018</xref>). The conservation equations for each individual species in the gas-phase and the equations of the moments representing the solid-phase are solved using a segregated approach. Small PAH species, from benzene to pyrene, and the species involved in the surface growth, oxidation and dehydrogenation reactions (H, OH, H<sub>2</sub>, H<sub>2</sub>O, C<sub>2</sub>H<sub>2</sub>, HCO, CO, O<sub>2</sub>) are required for the calculation of the soot moments and their gas-phase chemistry is coupled with the soot chemistry. Herein, constant species and temperature fields are applied when evaluating the soot moments, while a constant set of moments and species consumption rate due to soot processes are employed when solving for the gas-phase. Coupling of the equations is ensured by iteratively solving and updating both sets of equations until convergence is reached. Due to the stiffness of the system of equations, a pseudo-time step procedure is applied to solve the one-dimensional stationary flame to ensure numerical stability. Additionally, the spatial coordinate of the one-dimensional flame can be transformed into a residence time (<xref ref-type="bibr" rid="B3">Blanquart, 2008</xref>; <xref ref-type="bibr" rid="B34">Salenbauch, 2018</xref>) allowing to solve the set of moment equations in terms of a homogeneous zero-dimensional reactor prescribing the species fields and thermophysical properties of the gas-phase in dependence of the residence&#x20;time.</p>
<p>The CQMOM method does not provide access to the PSD information but it reconstructs the moments of the NDF using weighted Dirac-delta functions. Following <xref ref-type="bibr" rid="B36">Salenbauch et&#x20;al. (2018)</xref>, the entropy maximization (EM) concept is used here in post-processing to evaluate a continuous distribution of the particle sizes from a given number of moments, without prescribing the distribution shape. The idea from <xref ref-type="bibr" rid="B25">Mead and Papanicolaou (1984)</xref> is to find a univariate continuous distribution function <italic>f</italic>(<italic>&#x3be;</italic>
<sub>1</sub>) that maximizes the entropy (<xref ref-type="bibr" rid="B37">Shannon, 1948</xref>) <italic>H</italic> (<italic>f</italic>), being <italic>&#x3be;</italic>
<sub>1</sub> the internal coordinate<disp-formula id="e3">
<mml:math id="m11">
<mml:mi>H</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mo>&#x222b;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msub>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mi>ln</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
<mml:mspace width="0.17em"/>
<mml:mi mathvariant="normal">d</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>.</mml:mo>
</mml:math>
<label>(3)</label>
</disp-formula>
</p>
<p>
<xref ref-type="bibr" rid="B25">Mead and Papanicolaou (1984)</xref> formulated the entropy for the unknown distribution function using Lagrangian multipliers and specified the moment set as constraints. This allows an explicit expression of the distribution function, which can be iteratively calculated by searching for its maximum. Further details on the numerical approach can be found in <xref ref-type="bibr" rid="B35">Salenbauch et&#x20;al. (2017</xref>, <xref ref-type="bibr" rid="B36">2018)</xref> and references therein.</p>
</sec>
<sec id="s3">
<title>3 Investigated Flames</title>
<p>In this section, the numerical setup and the investigated flames are described. A burner-stabilized flat flame is employed in this work. The flame configuration is adopted from previous experimental studies (<xref ref-type="bibr" rid="B33">Salamanca et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B40">Sirignano et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B6">Conturso et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B32">Russo et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B9">Ferraro et&#x20;al., 2021</xref>) which used a capillary burner with an inner diameter of 5.8&#xa0;cm including a stainless steel plate located 30&#xa0;mm above the burner exit for flame stabilization. The combustion parameters are kept constant in both sets of flames investigated, varying only the blending ratio of OME<sub>3</sub> and ethylene. Laminar, premixed conditions at atmospheric pressure and a cold gas velocity of 0.1&#xa0;m/s are considered, allowing a one-dimensional simulation approach. Two equivalence ratios, <italic>&#x3d5;</italic> &#x3d; 2.16 and <italic>&#x3d5;</italic> &#x3d; 2.46, are investigated based on neat ethylene flames investigated in a previous study (<xref ref-type="bibr" rid="B9">Ferraro et&#x20;al., 2021</xref>), representing lightly and highly sooting conditions. More specifically, for neat ethylene fuel, the flame at <italic>&#x3d5;</italic> &#x3d; 2.16 presents minor formation of soot aggregates, while the flame at <italic>&#x3d5;</italic> &#x3d; 2.46 presents a significant amount of soot aggregate and a distinct bimodality of the&#x20;PSD.</p>
<p>Temperature profiles experimentally measured in <xref ref-type="bibr" rid="B32">Russo et&#x20;al. (2019)</xref> for the pure ethylene flames at corresponding equivalence ratios, are prescribed for all the simulations and are plotted in <xref ref-type="fig" rid="F1">Figure&#x20;1</xref>. As with other alternative fuels (<xref ref-type="bibr" rid="B6">Conturso et&#x20;al., 2017</xref>), the effect that adding smaller amounts of OME<sub>3</sub> up to 30% exerts on the flame temperature is assumed to be insignificant, while major effects are expected when higher percentages are used. Here, this procedure is adopted to separate the thermal effects of OME<sub>3</sub> blending from the chemical effects in the numerical simulations.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Prescribed temperature profiles as a function of the height above the burner for the two different investigated equivalence ratios <italic>&#x3d5;</italic> &#x3d; 2.16 and <italic>&#x3d5;</italic> &#x3d; 2.46. Profiles adapted from <xref ref-type="bibr" rid="B32">Russo et&#x20;al. (2019)</xref> for pure ethylene flames.</p>
</caption>
<graphic xlink:href="fmech-07-744172-g001.tif"/>
</fig>
<p>The mixture compositions at the inlet of the flames are stated in <xref ref-type="table" rid="T1">Table&#x20;1</xref>. Fuel compositions are investigated ranging from pure ethylene up to pure OME<sub>3</sub> with intermediate blending steps. The fuel is blended by keeping the overall carbon stream constant for all flames, while the relative amount of carbon atoms provided as OME<sub>3</sub> compared to the overall carbon fed to the flame is specified in the table. The oxygen (O<sub>2</sub>) stream is adapted to match the equivalence ratios of <italic>&#x3d5;</italic> &#x3d; 2.16 and <italic>&#x3d5;</italic> &#x3d; 2.46. The fuel and oxygen streams are diluted with nitrogen (N<sub>2</sub>) which is adapted to ensure there is an identical cold gas velocity in all the flames. Since the combustion parameters are kept constant for all flames in this study, all the changes regarding the soot formation can be associated with the difference in the fuel composition and fuel structure. While a previous study <xref ref-type="bibr" rid="B9">Ferraro et&#x20;al. (2021)</xref> compared the numerical model against experimental data, this study extends the variation of the investigated parameters and sets its focus on the blending ratio between OME<sub>3</sub> and C<sub>2</sub>H<sub>4</sub> using the same modeling approach. In <xref ref-type="bibr" rid="B9">Ferraro et&#x20;al. (2021)</xref>, the soot reduction trends of OME<sub>3</sub> observed in the experiments on flames with different equivalence ratios have been well captured by the numerical method. Additionally, this burner configuration has been employed to evaluate several oxygenated fuels and their sooting characteristics (<xref ref-type="bibr" rid="B33">Salamanca et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B40">Sirignano et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B6">Conturso et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B32">Russo et&#x20;al., 2019</xref>), enabling cross-comparisons to be&#x20;made.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Inflow mixture compositions of the investigated flames. Entries for 15 to 90&#x20;%<sub>carbon</sub> of OME<sub>3</sub> blending are omitted for brevity.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">
<italic>&#x3d5;</italic>
</th>
<th align="center">OME<sub>3</sub> blending ratio</th>
<th colspan="4" align="center">Inflow composition in mole fractions</th>
</tr>
<tr>
<th align="center">in %<sub>carbon</sub>
</th>
<th align="center">C<sub>2</sub>H<sub>4</sub>
</th>
<th align="center">O<sub>2</sub>
</th>
<th align="center">N<sub>2</sub>
</th>
<th align="center">OME<sub>3</sub>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="6" align="center">2.16</td>
<td align="center">0</td>
<td align="center">0.131</td>
<td align="center">0.182</td>
<td align="center">0.686</td>
<td align="center">0.000</td>
</tr>
<tr>
<td align="center">5</td>
<td align="center">0.125</td>
<td align="center">0.181</td>
<td align="center">0.692</td>
<td align="center">0.003</td>
</tr>
<tr>
<td align="center">10</td>
<td align="center">0.118</td>
<td align="center">0.179</td>
<td align="center">0.698</td>
<td align="center">0.005</td>
</tr>
<tr>
<td align="center">5% steps</td>
<td align="center">&#x2026;</td>
<td align="center">&#x2026;</td>
<td align="center">&#x2026;</td>
<td align="center">&#x2026;</td>
</tr>
<tr>
<td align="center">95</td>
<td align="center">0.007</td>
<td align="center">0.148</td>
<td align="center">0.796</td>
<td align="center">0.050</td>
</tr>
<tr>
<td align="center">100</td>
<td align="center">0.000</td>
<td align="center">0.146</td>
<td align="center">0.802</td>
<td align="center">0.053</td>
</tr>
<tr>
<td rowspan="6" align="center">2.46</td>
<td align="center">0</td>
<td align="center">0.147</td>
<td align="center">0.179</td>
<td align="center">0.674</td>
<td align="center">0.000</td>
</tr>
<tr>
<td align="center">5</td>
<td align="center">0.140</td>
<td align="center">0.177</td>
<td align="center">0.680</td>
<td align="center">0.003</td>
</tr>
<tr>
<td align="center">10</td>
<td align="center">0.132</td>
<td align="center">0.176</td>
<td align="center">0.686</td>
<td align="center">0.006</td>
</tr>
<tr>
<td align="center">5% steps</td>
<td align="center">&#x2026;</td>
<td align="center">&#x2026;</td>
<td align="center">&#x2026;</td>
<td align="center">&#x2026;</td>
</tr>
<tr>
<td align="center">95</td>
<td align="center">0.007</td>
<td align="center">0.145</td>
<td align="center">0.792</td>
<td align="center">0.056</td>
</tr>
<tr>
<td align="center">100</td>
<td align="center">0.000</td>
<td align="center">0.143</td>
<td align="center">0.798</td>
<td align="center">0.059</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec sec-type="results|discussion" id="s4">
<title>4 Results and Discussion</title>
<sec id="s4-1">
<title>4.1&#x20;Gas-phase</title>
<p>In this section, the simulation results for the gas-phase are first analyzed. <xref ref-type="fig" rid="F2">Figure&#x20;2</xref> shows the species mole fraction profiles for C<sub>2</sub>H<sub>2</sub> and C<sub>6</sub>H<sub>6</sub> based on the example of two different blending ratios of pure ethylene and 50% OME<sub>3</sub> blending ratio with equivalence ratios of <italic>&#x3d5;</italic> &#x3d; 2.16 in <xref ref-type="fig" rid="F2">Figure&#x20;2A</xref> and <italic>&#x3d5;</italic> &#x3d; 2.46 in <xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>. It is observed that 50% OME<sub>3</sub> blending significantly reduces the mole fraction profiles of C<sub>2</sub>H<sub>2</sub> and C<sub>6</sub>H<sub>6</sub> for both equivalence ratios. In the OME<sub>3</sub> blended flame, both species are reduced by a factor of approximately 40&#x2013;50% compared to the pure ethylene flame. Additionally, the shape of the C<sub>6</sub>H<sub>6</sub> profile changes in the richer flame configuration since the peak visible in the pure ethylene flame vanishes with 50% OME<sub>3</sub> blending.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Species mole fraction profiles of acetylene (C<sub>2</sub>H<sub>2</sub>, blue lines) and benzene (C<sub>6</sub>H<sub>6</sub>, red lines) as a function of the height above the burner with an equivalence ratio of <italic>&#x3d5;</italic> &#x3d; 2.16 <bold>(A)</bold> and <italic>&#x3d5;</italic> &#x3d; 2.46 <bold>(B)</bold> for pure ethylene flames (solid lines) and 50% OME<sub>3</sub> blending ratio (dashed lines).</p>
</caption>
<graphic xlink:href="fmech-07-744172-g002.tif"/>
</fig>
<p>To investigate the whole range of blending ratios, only the maximum values of the species profiles are considered in the following. In <xref ref-type="fig" rid="F3">Figure&#x20;3</xref> the maximum value of the calculated mole fraction profiles for acetylene (C<sub>2</sub>H<sub>2</sub>), benzene (C<sub>6</sub>H<sub>6</sub>), naphthalene (C<sub>10</sub>H<sub>8</sub>) and pyrene (C<sub>16</sub>H<sub>10</sub>) are plotted against increasing amounts of OME<sub>3</sub> blended into the ethylene flame for both equivalence ratios, <italic>&#x3d5;</italic> &#x3d; 2.16 and <italic>&#x3d5;</italic> &#x3d; 2.46. These species have been selected because of their important role in particle inception and surface growth processes. Since the evolution of larger PAHs is accounted for by the statistical soot model as described above, here only small aromatic species are plotted for both flame configurations. Acetylene can be formed from ethylene by thermal decomposition through the cleavage of two hydrogen atoms within only a few reactions, thus resulting in higher mole fractions of acetylene with increasing amounts of ethylene in the fuel. OME<sub>3</sub> by contrast, does not feature direct single or double carbon-to-carbon bonds in the molecule and there is no direct pathway from OME<sub>3</sub> forming alkenes (<xref ref-type="bibr" rid="B11">He et&#x20;al., 2018</xref>). This results in lower mole fractions of acetylene due to OME<sub>3</sub> blending in both flame configurations and overall higher quantities of acetylene in the richer flame. Following C<sub>2</sub>H<sub>2</sub> profiles, aromatic species are also reduced with OME<sub>3</sub> blending. Comparing the results for the two equivalence ratios, it can be observed that the absolute amount of C<sub>2</sub>H<sub>2</sub> does not change significantly, while the flame at an equivalence ratio <italic>&#x3d5;</italic> &#x3d; 2.16 lacks aromatic species. Therefore, it is assumed that the soot formation in the richer flame is mainly dominated by surface growth through the HACA mechanism, while the soot formation in the leaner flame is mainly limited by the initial inception step and therefore by the amount of PAH formation.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Maximum peak of species mole fractions in the flame with an equivalence ratio of <italic>&#x3d5;</italic> &#x3d; 2.16 <bold>(A)</bold> and <italic>&#x3d5;</italic> &#x3d; 2.46 <bold>(B)</bold> for different OME<sub>3</sub> blending ratios. The peak values of the aromatic species C<sub>6</sub>H<sub>6</sub>, C<sub>10</sub>H<sub>8</sub> and C<sub>16</sub>H<sub>10</sub> are scaled by the factors of 5.0<italic>e</italic>1, 5.0<italic>e</italic>2 and 1.0<italic>e</italic>5 for better clarity.</p>
</caption>
<graphic xlink:href="fmech-07-744172-g003.tif"/>
</fig>
</sec>
<sec id="s4-2">
<title>4.2 Soot Formation</title>
<p>Following previous works (<xref ref-type="bibr" rid="B35">Salenbauch et&#x20;al., 2017</xref>, <xref ref-type="bibr" rid="B36">2018</xref>; <xref ref-type="bibr" rid="B9">Ferraro et&#x20;al., 2021</xref>), the simulated PSD obtained with CQMOM and EM is split in a post-processing step to account for nanoparticles with diameters <italic>d</italic>
<sub>
<italic>p</italic>
</sub> &#x3c; <italic>d</italic>
<sub>
<italic>p</italic>,<italic>split</italic>
</sub> and aggregates with diameters <italic>d</italic>
<sub>
<italic>p</italic>
</sub> &#x3e; <italic>d</italic>
<sub>
<italic>p</italic>,<italic>split</italic>
</sub>. The separation between nanoparticles and aggregates allows a more detailed analysis of the blending effect on the formation of incipient young soot particles and larger soot particles. To lower the sensitivity of this splitting diameter <italic>d</italic>
<sub>
<italic>p</italic>,<italic>split</italic>
</sub>, the calculations are performed for <italic>d</italic>
<sub>
<italic>p</italic>,<italic>split</italic>
</sub> &#x3d; 2&#xa0;nm and for <italic>d</italic>
<sub>
<italic>p</italic>,<italic>split</italic>
</sub> &#x3d; 7&#xa0;nm, but only the average of the two quantities is plotted in the following graphs for better clarity.</p>
<p>
<xref ref-type="fig" rid="F4">Figure&#x20;4</xref> shows the soot volume fraction over the height above the burner for different blending ratios of OME<sub>3</sub> for both equivalence ratios, <italic>&#x3d5;</italic> &#x3d; 2.16 (left) and <italic>&#x3d5;</italic> &#x3d; 2.46 (right). The soot volume fraction of smaller nanoparticles is plotted in the two upper graphs (<xref ref-type="fig" rid="F4">Figures 4A,B</xref>), while the soot volume fraction originating from larger soot aggregates is visualized in the lower ones (<xref ref-type="fig" rid="F4">Figures 4C,D</xref>). It can be observed that the nanoparticle volume fraction in <xref ref-type="fig" rid="F4">Figures 4A,B</xref> increases rapidly for the pure ethylene flame until a maximum is reached at HAB &#x3d; 5&#xa0;mm to HAB &#x3d; 7&#xa0;mm depending on the equivalence ratio. Starting from HAB &#x3d; 7&#xa0;mm in the leaner and HAB &#x3d; 10&#xa0;mm in the richer flame, the particle growth becomes predominant over the inception processes resulting in a decreasing nanoparticle volume fraction further downstream in the flame. With increasing OME<sub>3</sub> blending in the fuel, the initial nanoparticle volume fraction decreases and the position of the peak value is shifted downstream. For HAB &#x3e;10&#xa0;mm, even a small increase in the nanoparticle volume fraction can be observed for OME<sub>3</sub> blending in the richer condition, which is consistent with the findings in (<xref ref-type="bibr" rid="B9">Ferraro et&#x20;al., 2021</xref>). For instance, OME<sub>3</sub> blending results in a slightly increased amount of nanoparticles at HAB &#x3d; 12.5&#xa0;mm in <xref ref-type="fig" rid="F4">Figure&#x20;4B</xref> for blending ratios between 0 and 50% OME<sub>3</sub>. Overall, the formation of nanoparticles is slowed down with OME<sub>3</sub> blending until no significant nanoparticle formation can be identified for pure OME<sub>3</sub> combustion. The amount of nanoparticles formed in the flames follows the amount of soot precursors such as PAHs and C<sub>2</sub>H<sub>2</sub> formed in the gas-phase according to the above findings.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Nanoparticle <bold>(A,B)</bold> and soot <bold>(C,D)</bold> volume fraction profiles as a function of the height above the burner for different OME<sub>3</sub> blending ratios and equivalence ratios of <italic>&#x3d5;</italic> &#x3d; 2.16 <bold>(A,C)</bold> and <italic>&#x3d5;</italic> &#x3d; 2.46 <bold>(B,D)</bold>.</p>
</caption>
<graphic xlink:href="fmech-07-744172-g004.tif"/>
</fig>
<p>A plateau of the nanoparticle volume fraction can be identified in the richer configuration between HAB &#x3d; 5&#xa0;mm and HAB &#x3d; 10&#xa0;mm, whereas the leaner configuration exhibits a single peak with a monotonic reduction in nanoparticle volume fraction for HAB &#x3e; 7.5&#xa0;mm for the pure ethylene flame. Closer investigation of the richer configuration shows that the plateau with the two peaks for smaller OME<sub>3</sub> blending ratios can not be explained by a single soot process alone, but is the result of coexisting soot processes. Nucleation and surface growth reactions are competing against coagulation and aggregation mechanisms in this flame region. The species profile of C<sub>6</sub>H<sub>6</sub> in <xref ref-type="fig" rid="F2">Figure&#x20;2B</xref> suggests that a significant amount of PAH species is present in this region of the flame, resulting in a high nucleation rate not only close to the flame sheet at approx. HAB &#x3d; 2&#xa0;mm but also further downstream. <xref ref-type="fig" rid="F2">Figure&#x20;2A</xref> shows a single peak of C<sub>6</sub>H<sub>6</sub> with a monotonic reduction until the end of the domain for the leaner flame configuration indicating that nucleation is predominant close to the flame sheet and plays a limited role in the post-flame zone, where condensation followed by coagulation and aggregation contribute to the soot evolution.</p>
<p>Furthermore, in <xref ref-type="fig" rid="F4">Figures 4C,D</xref> it can be seen that the position where aggregates start to form is shifted downstream with increasing OME<sub>3</sub> blending ratios and the volume fraction of large particles is significantly decreased at both equivalence ratios. Therefore, OME<sub>3</sub> blending results in a monotonically decreasing amount of aggregates. The slowing down of the particle formation processes follows the decrease and delay of nanoparticle formation and is also similar to other biofuels such as ethanol or dimethyl ether (<xref ref-type="bibr" rid="B33">Salamanca et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B40">Sirignano et&#x20;al., 2014</xref>).</p>
<p>
<xref ref-type="fig" rid="F5">Figure&#x20;5</xref> shows the correlation between the nanoparticle volume fraction and the OME<sub>3</sub> content in the fuel for three different positions in the flame for both equivalence ratios. Additionally, the maximum value of the nanoparticle volume fraction of the whole flame is added in the graphs, which allows the results to be analyzed regardless of the position in the&#x20;flame.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Correlation between nanoparticle volume fraction and blending ratio of OME<sub>3</sub> for three different positions in the flame and the maximum peak in the flame for an equivalence ratio of <italic>&#x3d5;</italic> &#x3d; 2.16 <bold>(A)</bold> and <italic>&#x3d5;</italic> &#x3d; 2.46 <bold>(B)</bold>.</p>
</caption>
<graphic xlink:href="fmech-07-744172-g005.tif"/>
</fig>
<p>At a position of HAB &#x3d; 6&#xa0;mm and HAB &#x3d; 10&#xa0;mm, the nanoparticle volume fraction evolves similarly for both equivalence ratio flames. It is monotonically reduced with increasing OME<sub>3</sub> blending ratios. In contrast, at a position of HAB &#x3d; 20&#xa0;mm, a non-monotonic evolution of the nanoparticle reduction with increasing blending ratios can be observed in the richer flame configuration, while the leaner flame configuration exhibits no substantial change unless high blending ratios close to neat OME<sub>3</sub> are burnt. Here, no substantial change in nanoparticle volume fraction can be identified for OME<sub>3</sub> contents between 0% and approximately 70% for both equivalence ratios. Further increasing the OME<sub>3</sub> content reduces the nanoparticle volume fraction again. Comparing the three curves of the different positions in the flames for both equivalence ratios, they are all seen to share a flat gradient for smaller blending ratios and a steep decline in nanoparticle volume fraction for increasing blending ratios at increased HABs. These results indicate that even if the nanoparticles decrease locally, the number of nanoparticles downstream along the flame does not decrease substantially, so the particle formation is slowed down. Additionally, the maximum peak of nanoparticles in the flame indicates that a significant reduction in the amount of nanoparticles, equivalent to a larger gradient of the maximum peak, can only be obtained for larger blending ratios. A monotonic reduction in the maximum peak can be observed in both flames, with a rapid drop for blending ratios larger than approximately 70% OME<sub>3</sub> blending. This effect is true for both configurations, whereas the overall reduction in nanoparticles due to OME<sub>3</sub> blending is larger in the richer configuration. Meanwhile, only a small reduction can be observed in the lean configuration for the same OME<sub>3</sub> percentages.</p>
<p>
<xref ref-type="fig" rid="F6">Figure&#x20;6</xref> shows the soot volume fraction originating from large aggregates over the OME<sub>3</sub> blending ratio of three locations along both flame configurations. At all three positions in the flame, OME<sub>3</sub> blending reduces the formation of aggregates until a complete suppression is observed for a specific flame position in both flame configurations. The quantitative correlation between the amount of OME<sub>3</sub> in the fuel and soot volume fraction is approximately linear in the case of the rich flame configuration in <xref ref-type="fig" rid="F6">Figure&#x20;6B</xref>. Additionally, the gradient of the three curves changes for the different positions in the flame, resulting in a larger soot reduction further downstream in the flame when the same amount of OME<sub>3</sub> is added. For soot (large particles and aggregates), there is a direct correlation with the C<sub>2</sub>H<sub>2</sub> concentration, since surface growth plays a dominant role at the investigated equivalence ratio of <italic>&#x3d5;</italic> &#x3d;&#x20;2.46.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Correlation between soot volume fraction and the blending ratio of OME<sub>3</sub> for three different positions in the flame and for an equivalence ratio of <italic>&#x3d5;</italic> &#x3d; 2.16 <bold>(A)</bold> and <italic>&#x3d5;</italic> &#x3d; 2.46 <bold>(B)</bold>.</p>
</caption>
<graphic xlink:href="fmech-07-744172-g006.tif"/>
</fig>
<p>At the lower equivalence ratio, <xref ref-type="fig" rid="F6">Figure&#x20;6A</xref>, a decreasing aggregate reduction effect can be observed with increasing amounts of OME<sub>3</sub> blending. This results in slightly regressively declining soot volume fraction slopes compared to the almost linear behavior of the rich conditions. This is thought to be due to the leaner conditions, in which nucleation is one of the limiting factors in the soot formation process. Therefore, the shape of the curves follows the shape of larger PAHs such as pyrene and is less heavily influenced by surface growth reactions of C<sub>2</sub>H<sub>2</sub>. Overall, both configurations show a significant reduction in soot aggregates for OME<sub>3</sub> blending with a monotonic effect for all ratios throughout the&#x20;flame.</p>
<p>To evaluate the effect of different OME<sub>3</sub> blending ratios on the particle sizes and their distribution, <xref ref-type="fig" rid="F7">Figure&#x20;7</xref> shows the particle size distribution (PSD) that is obtained by the entropy maximization process at HAB &#x3d; 20&#xa0;mm. Blending steps with 10%<sub>
<italic>carbon</italic>
</sub> are used and larger PAHs are omitted to enhance readability. A distinction is made between spherical clusters and fractal-shaped aggregates, which are plotted over the mobility diameter <italic>d</italic>
<sub>
<italic>m</italic>
</sub>. The mobility diameter <italic>d</italic>
<sub>
<italic>m</italic>
</sub> considers the fractal-like shape of larger soot aggregates in contrast to the spherical diameter <italic>d</italic>
<sub>
<italic>p</italic>
</sub>, which assumes a purely spherical particle. The mobility diameter is derived from the collision diameter <italic>d</italic>
<sub>
<italic>c</italic>
</sub> with <inline-formula id="inf9">
<mml:math id="m12">
<mml:msub>
<mml:mrow>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2261;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>D</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msup>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B15">Kruis et&#x20;al., 1993</xref>). A fractal dimension <italic>D</italic>
<sub>
<italic>f</italic>
</sub> equal to 1.8 and a primary particle diameter of <italic>d</italic>
<sub>
<italic>p</italic>
</sub> &#x3d; 15&#xa0;nm are applied and the number of primary particles <italic>n</italic>
<sub>
<italic>p</italic>
</sub> is derived from the mass ratio of an aggregate and the corresponding primary particles. This procedure, previously used in (<xref ref-type="bibr" rid="B9">Ferraro et&#x20;al., 2021</xref>), is applied here to allow for a consistent comparison with our previous studies. Note that the selected parameters are comparable with the common values used in the literature (<xref ref-type="bibr" rid="B15">Kruis et&#x20;al., 1993</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Particle size distributions of clusters and aggregates at a flame position of HAB &#x3d; 20&#xa0;mm for different OME<sub>3</sub> blending ratios and equivalence ratios of <italic>&#x3d5;</italic> &#x3d; 2.16 <bold>(A)</bold> and <italic>&#x3d5;</italic> &#x3d; 2.46 <bold>(B)</bold>.</p>
</caption>
<graphic xlink:href="fmech-07-744172-g007.tif"/>
</fig>
<p>It can be seen that the distribution of the particle clusters is not substantially changed for an OME<sub>3</sub> blending ratio between 0 and 60% in both flame configurations. Further increasing the OME<sub>3</sub> content for the rich condition results in a higher number of particles with smaller diameters, and further on, in a significant decrease in the number and size of the clusters for conditions close to neat OME<sub>3</sub> combustion, while no such large intermediate increase in the number of clusters is visible in the leaner flame configuration of <italic>&#x3d5;</italic> &#x3d; 2.16 in <xref ref-type="fig" rid="F7">Figure&#x20;7A</xref>. This difference is consistent with the findings of the nanoparticle volume fraction in <xref ref-type="fig" rid="F4">Figures&#x20;4A,B</xref> at a height of HAB &#x3d; 15&#xa0;mm, in which the leaner flame configuration shows a monotonic decrease of nanoparticle volume fraction with increasing OME<sub>3</sub> blending, whereas the richer configuration exhibits a non-monotonic behaviour with an intermediate increase in nanoparticle volume fraction. Similar non-monotonic behavior was found previously for premixed propene flames blended with ethylene (<xref ref-type="bibr" rid="B19">Lin et&#x20;al., 2018</xref>), in which small amounts of ethylene addition led to an intermediate increase in soot formation while larger amounts decreased the amount of soot. It was found that this effect is due to a synergistic effect of the two fuels by the acetylene addition and propargyl recombination/addition pathways (<xref ref-type="bibr" rid="B19">Lin et&#x20;al., 2018</xref>).</p>
<p>The distribution of aggregates in the richer configuration in <xref ref-type="fig" rid="F7">Figure&#x20;7B</xref> indicates that there are significant changes regarding the overall number and particle diameter with an increasing OME<sub>3</sub> content. A considerable amount of aggregate formation occurs for OME<sub>3</sub> blending ratios of &#x2264; 70%, while higher contents of OME<sub>3</sub> in the fuel delay the soot formation and suppress aggregate formation to a negligible level. The distribution function therefore changes from a bimodal to a unimodal shape. While the number of aggregates differs only slightly in the range of 60&#x2013;0% OME<sub>3</sub>, with a maximum at approximately 50% OME<sub>3</sub>, the size of the particles changes significantly from an average mobility diameter of approx. 15&#xa0;nm to 100&#xa0;nm. For blending percentages above 60%, the number of aggregates is additionally reduced. In contrast to that, the aggregates show a simultaneous reduction in number and diameter even for small blending ratios of OME<sub>3</sub> in the leaner flame configuration, with a suppression to negligible levels for blending ratios of above 40%&#x20;OME<sub>3</sub>.</p>
<p>Further investigations at upstream positions in the flame show that the PSD changes its shape, from bimodal to unimodal, for lower levels of the OME<sub>3</sub> blending&#x20;ratio.</p>
</sec>
</sec>
<sec id="s5">
<title>5 Conclusion</title>
<p>A numerical study is performed simulating two series of laminar premixed burner-stabilized flames burning a mixture of C<sub>2</sub>H<sub>4</sub> and OME<sub>3</sub> for two equivalence ratios, corresponding to highly and lightly sooting flame conditions. The sets cover flames with&#x20;increasing blending ratios of OME<sub>3</sub> reaching from pure ethylene to pure OME<sub>3</sub> at a constant equivalence ratio and identical carbon streams. The soot precursors in the gas-phase, soot formation and&#x20;PSD are analyzed using a detailed physico-chemical soot&#x20;model.</p>
<p>The effects of OME<sub>3</sub> blending are found to be different for nanoparticles compared to larger aggregates. While the formation of larger aggregates is approximately linearly reduced for increasing amounts of OME<sub>3</sub> throughout the flame, the nanoparticle formation shows a non-monotonic correlation to the blending ratio and is mainly suppressed for higher amounts of OME<sub>3</sub>, similarly to the combustion of pure&#x20;OME<sub>3</sub>.</p>
<p>The particle size distribution is reconstructed with the concept of entropy maximization at a fixed height above the burner of HAB &#x3d; 20&#xa0;mm. A substantially unchanged distribution of clusters for OME<sub>3</sub> blending ratios between approximately 0 and 60% and a decreasing number of particles for higher blending percentages can be identified for both equivalence ratios with a slight, intermediate increase in the particle number for the richer flame condition at around 70% OME<sub>3</sub> in the fuel, whereas the leaner configuration shows a monotonic reduction in the particle number. While the number of aggregates in the richer configuration is not significantly affected by smaller amounts of OME<sub>3</sub> blending, their particle size is mainly reduced, but a simultaneous reduction in the particle number and particle diameter is observed for the leaner configuration at this position in the&#x20;flame.</p>
<p>These findings indicate that OME<sub>3</sub> blending mainly delays the soot formation processes and, as a consequence, suppresses the formation of larger aggregates at a specific position in the flame. This is due to the absence of direct carbon-to-carbon bonds in OME<sub>3</sub>, which leads to a more complete oxidation process and therefore subtracts carbon from the soot growth pathways. The linear correlation for aggregate reduction suggests a predominant dilution effect rather than an active kinetic effect.</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusion of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>RS, MS and FF contributed to conceptualization, writing - review and editing. CH contributed to conceptualization, review - editing and funding acquisition.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>The authors gratefully acknowledge the funding by the German Federal Ministry of Education and Research (BMBF) as part of the NAMOSYN Project (project number 03SF0566R0).</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 id="s10" sec-type="disclaimer">
<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>
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