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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">859112</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2022.859112</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>Experimental Investigation of the Pressure Dependence of Iso-Octane Combustion</article-title>
<alt-title alt-title-type="left-running-head">Shaqiri et al.</alt-title>
<alt-title alt-title-type="right-running-head">Pressure Dependence of Iso-Octane Combustion</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Shaqiri</surname>
<given-names>S.</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/1643439/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kaczmarek</surname>
<given-names>D.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>vom Lehn</surname>
<given-names>F.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1609453/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Beeckmann</surname>
<given-names>J.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pitsch</surname>
<given-names>H.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kasper</surname>
<given-names>T.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1671042/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Institute for Combustion and Gas Dynamics&#x2014;Mass Spectrometry in Reactive Flows</institution>, <institution>University of Duisburg-Essen</institution>, <addr-line>Duisburg</addr-line>, <country>Germany</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Institute for Combustion Technology</institution>, <institution>RWTH Aachen University</institution>, <addr-line>Aachen</addr-line>, <country>Germany</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/1282390/overview">Maria Abian</ext-link>, University of Zaragoza, 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/1646998/overview">Goutham Kukkadapu</ext-link>, Lawrence Livermore National Laboratory (DOE), United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/688148/overview">Guillaume Dayma</ext-link>, Universit&#xe9; d&#x2019;Orl&#xe9;ans, France</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1651440/overview">Lars Seidel</ext-link>, LOGE Deutschland GmbH, Germany</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: S. Shaqiri, <email>shkelqim.shaqiri@uni-due.de</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Advanced Clean Fuel Technologies, a section of the journal Frontiers in Energy Research</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>05</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>859112</elocation-id>
<history>
<date date-type="received">
<day>20</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>04</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Shaqiri, Kaczmarek, vom Lehn, Beeckmann, Pitsch and Kasper.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Shaqiri, Kaczmarek, vom Lehn, Beeckmann, Pitsch and Kasper</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>Iso-octane is frequently used as a surrogate fuel or as a component in primary reference fuel blends when low-temperature combustion strategies in engines are investigated. To develop control strategies for these engines, the reaction kinetics of iso-octane must be known starting from the low temperatures and intermediate pressures before ignition to the high temperatures and pressures of combustion. This work adds new experimental data sets to the validation data for reaction mechanism development by investigating the oxidation of iso-octane in stoichiometric mixtures in a flow reactor at pressures of <italic>p</italic> &#x3d; 1, 10, and 20&#xa0;bar and 473K &#x2264; T &#x2264; 973&#xa0;K. The experimental data are compared to simulations with recent reaction mechanisms [Atef et al., Combustion and Flame 178, (2017), Bagheri et al., Combustion and Flame 212, (2020), Cai et al., Proceedings of the Combustion Institute 37, (2018), Fang et al., Combustion and Flame 214, (2020)]. The comparison between experimental and simulated mole fractions as function of temperature show reasonable agreement for all investigated pressures. In particular, the experimentally observed onset of low-temperature reactivity above a certain pressure, the shift of the negative temperature coefficient (NTC) regime with increasing pressure to higher temperatures, and the acceleration of the high-temperature chemistry are captured well in the simulations. Deviations between experimental and simulated results are discussed in detail for the reactivity of iso-octane and some key intermediates such as 2,2,4,4-tetramethyl-tetrahydrofuran, iso-butene and acetone at low temperatures.</p>
</abstract>
<kwd-group>
<kwd>iso-octane</kwd>
<kwd>reaction kinetics</kwd>
<kwd>flow reactor</kwd>
<kwd>mechanism</kwd>
<kwd>validation</kwd>
</kwd-group>
<contract-sponsor id="cn001">Deutsche Forschungsgemeinschaft<named-content content-type="fundref-id">10.13039/501100001659</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Despite the growing share of renewables, advanced combustion strategies present a good bridging technology in the transformation of the transportation sector for those areas in which rapid electrification appears difficult, e.g., in heavy duty, ship, or air traffic. These strategies typically run the combustion process at low temperatures and with fuel-lean mixtures. Under these conditions, complete fuel conversion can be achieved and the formation of soot and nitrogen oxides is avoided (<xref ref-type="bibr" rid="B50">Musculus et al., 2013</xref>). Low-temperature combustion (LTC) is used in engines, e.g., in the form of Gasoline-Controlled Auto-Ignition (GCAI) (<xref ref-type="bibr" rid="B52">Nuss et al., 2019</xref>) or Premixed Charge Compression Ignition (PCCI) (<xref ref-type="bibr" rid="B35">Korkmaz et al., 2018</xref>). In both combustion processes a homogeneous fuel-air mixture is generated, which then burns after auto-ignition. A particular problem in the control of LTC processes are the large fluctuations of temperature, mixture composition, and pressure that can occur in each cycle on a very short time scale due to the superposition of reaction kinetic and fluid mechanical effects. These fluctuations make it difficult to operate the engine stably in a large parameter field and present a particular challenge for control of transient operation (<xref ref-type="bibr" rid="B52">Nuss et al., 2019</xref>). Ignition and pollutant formation processes are determined by the kinetics of the substances and reactions involved in the process. Hence, a detailed understanding of the chemical kinetics is essential for control strategies and improvement of the process.</p>
<p>Gasoline and diesel fuel are complex mixtures consisting of numerous species with different molecular structures, e.g., n-alkanes, iso-alkanes, cycloalkanes, and aromatics. Surrogate fuels have similar characteristics as the real fuels but are composed of only a limited number of representative components so that the reaction kinetics are considerably simplified compared to real fuels. Iso-octane is used frequently as a neat surrogate fuel or as a component in a primary reference fuel (PRF) blend (<xref ref-type="bibr" rid="B60">Tanaka, 2003</xref>; <xref ref-type="bibr" rid="B42">L&#xfc; et al., 2005</xref>; <xref ref-type="bibr" rid="B32">Jia and Xie, 2006</xref>; <xref ref-type="bibr" rid="B66">Yao et al., 2009</xref>; <xref ref-type="bibr" rid="B44">Masurier et al., 2015</xref>) to model knocking propensities of engine processes and to determine the octane number of gasoline. Consequently, reliable reaction mechanisms for iso-octane are needed to advance the investigation of LTC in engines. Previous experimental studies of iso-octane oxidation have focused primarily on stoichiometric, high-temperature and moderate-pressure conditions. They include the investigation of auto-ignition in shock tubes (<xref ref-type="bibr" rid="B61">Vermeer et al., 1972</xref>; <xref ref-type="bibr" rid="B24">Fieweger et al., 1997</xref>; <xref ref-type="bibr" rid="B20">Davidson et al., 2002</xref>; <xref ref-type="bibr" rid="B19">Davidson et al., 2005</xref>; <xref ref-type="bibr" rid="B57">Shen et al., 2008</xref>; <xref ref-type="bibr" rid="B28">Hartmann et al., 2011</xref>) and rapid compression machines (<xref ref-type="bibr" rid="B26">Griffiths et al., 1993</xref>; <xref ref-type="bibr" rid="B13">Cox et al., 1996</xref>; <xref ref-type="bibr" rid="B48">Minetti et al., 1996</xref>; <xref ref-type="bibr" rid="B29">He et al., 2005</xref>; <xref ref-type="bibr" rid="B30">He et al., 2007</xref>; <xref ref-type="bibr" rid="B49">Mittal and Sung, 2007</xref>; <xref ref-type="bibr" rid="B37">Kukkadapu et al., 2012</xref>; <xref ref-type="bibr" rid="B36">Kukkadapu et al., 2013</xref>; <xref ref-type="bibr" rid="B44">Masurier et al., 2015</xref>), identification and determination of concentration profiles in jet-stirred (<xref ref-type="bibr" rid="B41">Lignola et al., 1989</xref>; <xref ref-type="bibr" rid="B16">D&#x2019;Anna et al., 1992</xref>; <xref ref-type="bibr" rid="B18">Dagaut et al., 1994</xref>; <xref ref-type="bibr" rid="B12">Ciajolo et al., 1993</xref>; <xref ref-type="bibr" rid="B17">Dagaut et al., 1993</xref>) and flow reactors (<xref ref-type="bibr" rid="B22">Dryer and Brezinsky, 1986</xref>; <xref ref-type="bibr" rid="B10">Callahan et al., 1996</xref>; <xref ref-type="bibr" rid="B11">Chen et al., 2000</xref>; <xref ref-type="bibr" rid="B43">Lu et al., 2019</xref>), as well as studies in engines (<xref ref-type="bibr" rid="B45">Maynard et al., 1967</xref>; <xref ref-type="bibr" rid="B38">Leppard, 1992</xref>; <xref ref-type="bibr" rid="B39">Li et al., 1994</xref>). Experiments in shock tubes and rapid compression machines typically address conditions relevant for LTC combustion in engines but they often lack information on the concentration histories of species formed at various temperatures and pressures. Speciation measurements are particularly valuable for the development of reaction mechanisms. Corresponding speciation studies at various conditions are summarized in more detail below.</p>
<p>One of the first efforts to identify intermediate species in motored engines has been undertaken by <xref ref-type="bibr" rid="B45">Maynard et al. (1967)</xref>. Twenty-one intermediate species were identified including 2,2,4,4-tetramethyl-tetrahydrofuran (TMTHF) and iso-butene. <xref ref-type="bibr" rid="B38">Leppard (1992)</xref> and <xref ref-type="bibr" rid="B39">Li et al. (1994)</xref> performed experiments in a motored engine to identify additional intermediate species and characterize the auto-ignition chemistry. In both studies inlet pressures and temperatures as well as engine speeds were varied.</p>
<p>Jet-stirred and flow reactor studies of the oxidation of iso-octane are mostly focused on the determination of concentration time histories in small pressure and temperature ranges providing valuable data for reaction mechanism development. <xref ref-type="bibr" rid="B22">Dryer and Brezinsky (1986)</xref> investigated the oxidation of iso-octane in a flow reactor at 1080&#xa0;K, atmospheric pressure, and a stoichiometric equivalence ratio (&#x278;). Contrary to the studies in engines, dimethyl-pentenes were not detectable. <xref ref-type="bibr" rid="B16">D&#x2019;Anna et al. (1992)</xref> studied the stoichiometric oxidation of iso-octane in a jet stirred reactor at 7 and 9 bar with fixed residence time in a temperature range of 600&#x2013;760&#xa0;K. In this work, the formation of dimethyl-pentenes was detected, which are expected to be formed by &#xdf;-scission of iso-octyl radicals. <xref ref-type="bibr" rid="B17">Dagaut et al. (1993)</xref> and <xref ref-type="bibr" rid="B18">Dagaut et al. (1994)</xref>) investigated the oxidation of n-heptane and iso-octane at 10&#xa0;atm, 550&#x2013;1150&#xa0;K, and equivalence ratios of 0.3, 0.5, 1, and 1.5. Various species including all dimethyl-pentenes, C<sub>5</sub>-olefins, and oxygenated compounds could be identified. <xref ref-type="bibr" rid="B10">Callahan et al. (1996)</xref> presented experimental data in a pressurized flow reactor at 12.5&#xa0;atm in a temperature range of 550&#x2013;900&#xa0;K under stoichiometric conditions. Only major products were evaluated. <xref ref-type="bibr" rid="B11">Chen et al. (2000)</xref> investigated the lean oxidation of iso-octane at &#x278; &#x3d; 0.005 in a flow reactor at 3, 6, and 9&#xa0;atm in a small temperature range of 915&#x2013;950&#xa0;K. 23 intermediate species have been evaluated as a function of time. <xref ref-type="bibr" rid="B43">Lu et al. (2019)</xref> investigated the oxidation of n-heptane, iso-octane, ethanol, and their mixtures in a flow reactor at an equivalence ratio of 0.058, 550&#x2013;900&#xa0;K, and 10&#xa0;bar. The concentration of CO was measured as a function of initial reactor temperature as an indicator of global reactivity and was compared to various PRF mixtures. <xref ref-type="bibr" rid="B62">Wang et al. (2019)</xref> evaluated the important pyrolysis pathways of iso-octane from 848 to 1123&#xa0;K at 30&#xa0;Torr and from 723 to 998&#xa0;K at 760&#xa0;Torr.</p>
<p>Several reaction mechanisms (<xref ref-type="bibr" rid="B27">Halstead et al., 1977</xref>; <xref ref-type="bibr" rid="B14">Cox and Cole, 1985</xref>; <xref ref-type="bibr" rid="B31">Hu and Keck, 1987</xref>; <xref ref-type="bibr" rid="B10">Callahan et al., 1996</xref>; <xref ref-type="bibr" rid="B54">Ranzi et al., 1997</xref>; <xref ref-type="bibr" rid="B21">Davis and Law, 1998</xref>; <xref ref-type="bibr" rid="B53">Ogink and Golovitchev, 2001</xref>; <xref ref-type="bibr" rid="B15">Curran, 2002</xref>; <xref ref-type="bibr" rid="B25">Glaude et al., 2002</xref>; <xref ref-type="bibr" rid="B68">Zheng et al., 2002</xref>; <xref ref-type="bibr" rid="B59">Tanaka et al., 2003</xref>; <xref ref-type="bibr" rid="B5">Buda et al., 2005</xref>) have been developed for the description of iso-octane combustion based on the experimental results. These mechanism developments until 2006 including the temperature, pressure, and equivalence range of the validation data have been summarized by <xref ref-type="bibr" rid="B32">Jia and Xie (2006)</xref>. In 2011, an additional detailed chemical kinetic mechanism for the simulation of gasoline surrogate components was published by <xref ref-type="bibr" rid="B46">Mehl et al. (2011)</xref>. The mechanism is based on the previously developed mechanism of <xref ref-type="bibr" rid="B15">Curran (2002)</xref>. It includes 1550 species and 6000 reactions and was validated by comparison to experimental data obtained in shock tubes and rapid compression machines. An updated iso-octane mechanism was published in 2017 by <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref>. This mechanism is mainly based on the mechanism of <xref ref-type="bibr" rid="B46">Mehl et al. (2011)</xref>, with the addition of a diisobutylene sub-mechanism published by <xref ref-type="bibr" rid="B47">Metcalfe et al. (2007)</xref> and also found in AramcoMech 2.0 (<xref ref-type="bibr" rid="B40">Li et al., 2017</xref>). More importantly, the thermochemistry data were updated in this mechanism based on new group values of <xref ref-type="bibr" rid="B7">Burke et al. (2015)</xref>, while the low-temperature kinetics were updated following suggestions of <xref ref-type="bibr" rid="B6">Bugler et al. (2015)</xref>, including the addition of new alternative isomerization pathways for peroxy hydroperoxide radicals. Furthermore, <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref> presented a skeletal kinetic mechanism for iso-octane using rate rules, which were optimized (<xref ref-type="bibr" rid="B8">Cai et al., 2016</xref>) based on the updated rate rules of <xref ref-type="bibr" rid="B6">Bugler et al. (2015)</xref>, and also using the updated group values (<xref ref-type="bibr" rid="B7">Burke et al., 2015</xref>) for thermochemistry estimation.</p>
<p>Even though flow reactor experiments do not reach the same high temperatures and pressures as the LTC combustion processes in engines, they provide relevant kinetic information in a temperature and pressure range that occurs in these engines just before the main ignition. To control the ignition behavior and heat release rates during that phase model-based control strategies as presented by <xref ref-type="bibr" rid="B52">Nuss et al. (2019)</xref> for gasoline type controlled auto-igniton (GCAI) and by <xref ref-type="bibr" rid="B35">Korkmaz et al. (2018)</xref> for partially premixed compressed ignition (PCCI) rely on that data.</p>
<p>The work presented here extends the data base for model validation in this temperature and pressure regime by investigating the oxidation of iso-octane in a flow reactor 473&#x2013;973&#xa0;K, an &#x278; &#x3d; 1 and at 1&#x2013;20&#xa0;bar, which is at significantly higher pressure than the flow reactor studies in literature. It focuses on the influence of pressure on the occurrence of the NTC region.</p>
</sec>
<sec id="s2">
<title>2 Experimental Setup</title>
<p>The oxidation of iso-octane is investigated in a flow reactor with gas-chromatographic analysis of the composition of the mixture at the reactor outlet. The original reactor design was described by <xref ref-type="bibr" rid="B56">Sen et al. (2015)</xref>, and modifications to the design are summarized in recent papers by <xref ref-type="bibr" rid="B34">Kaczmarek et al. (2019a</xref>, <xref ref-type="bibr" rid="B33">2019b)</xref>. The reactor was operated in a temperature range of 473K &#x2264; T &#x2264; 973&#xa0;K. For the experiments in this work, the reactor has been modified to withstand higher pressures of up to 20&#xa0;bar. A brief description of the reactor and the experimental conditions are provided below.</p>
<p>The reactor consists of an inner quartz tube with a length of 65&#xa0;cm and an internal diameter of 6&#xa0;mm that is enclosed in an outer tube of Inconel. Compared to the total flow rate a negligible amount of gas permeates into a small gap between the two tubes so that the pressure gradient between atmosphere and reactor pressure is applied to the Inconel and not the quartz tube. To prevent composition changes by contact of gas with the Inconel tube, it is coated by SiO<sub>2</sub>. The reactor is uniformly heated by external heating tapes and has an isothermal zone of 40&#xa0;cm. At the inlet and outlet steep temperature gradients occur. Before the measurements at elevated pressure, the temperature profiles for each externally set temperature are measured inside of the reactor and used in the simulation of the experiment. They are provided in the <xref ref-type="sec" rid="s11">Supplementary Material</xref>.</p>
<p>Gas samples are taken from the reactor after expansion of the reacting mixture to 1&#xa0;bar through a needle valve, which is also used to regulate the pressure in the reactor. Sampling and sample transfer to the gas chromatograph (GC) is performed using a syringe driven by an autosampler. All relevant lines are heated to prevent condensation. The GC uses a MSieve 5A column to separate permanent gases before detection by a thermal conductivity detector, and a RTX 5 fused silica column to separate CO<sub>2</sub>, H<sub>2</sub>O, as well as hydrocarbons before detection by a mass spectrometer, flame ionization detector, and thermal conductivity detector. Neat He is used as carrier gas.</p>
<p>Gas flows are metered by Coriolis flow controllers. A controlled flow of liquid iso-octane is provided by a Coriolis flow controller and enters a home-built vaporizer, where it is mixed with one half of the total nitrogen flow to prevent condensation when the iso-octane/nitrogen flows are combined with the other half of the nitrogen and the oxygen flow at the inlet of the reactor. Liquid iso-octane is fed by a pressurized vessel. The total gas flow in all experiments was 1000&#xa0;sccm. The inlet mole fractions were: &#xd7;(C8H18) &#x3d; 0.00148, &#xd7;(O<sub>2</sub>) &#x3d; 0.01852, &#xd7;(N<sub>2</sub>) &#x3d; 0.98. In the temperature range 473 &#x2264; T &#x2264; 973&#xa0;K this flow rate results in variable residence times of 0.31&#x2013;0.18&#xa0;s at 1&#xa0;bar and 6.19&#x2013;3.57&#xa0;s at 20&#xa0;bar. Measurements were performed with stoichiometric mixtures at 1, 10, and 20&#xa0;bar.</p>
<p>Gases were calibrated using certified calibration mixtures, and home-made binary calibration mixtures for as many compounds as possible. For species not directly calibrated from standards, the effective carbon number method was used to calculate the calibration coefficient (<xref ref-type="bibr" rid="B55">Scanlon and Willis, 1985</xref>). In general, uncertainties below 10% could be achieved for calculated mole fractions.</p>
</sec>
<sec id="s3">
<title>3 Modeling</title>
<p>Simulations were performed using the plug-flow module of (<xref ref-type="bibr" rid="B2">CHEMKIN-PRO 19.2, Reaction Design San Diego, 2017</xref>). The measured temperature profiles between inlet and outlet were used for all simulations and are provided in the <xref ref-type="sec" rid="s11">Supplementary Material</xref>. For simulations the reaction mechanism of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref> was employed because it reproduces the NTC behavior of iso-octane combustion well. In addition, simulations were performed with the mechanisms of <xref ref-type="bibr" rid="B4">Bagheri et al. (2020)</xref>, <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref>, and <xref ref-type="bibr" rid="B23">Fang et al. (2020)</xref> to compare reaction pathways for species that could not be predicted well with the reaction mechanism of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref>.</p>
<p>Aramco 2.0 (<xref ref-type="bibr" rid="B69">Zhou et al., 2016</xref>) was used for the C<sub>0</sub>&#x2013;C<sub>4</sub> base chemistry in the kinetic mechanism of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref>, whereas the chemistry of C<sub>5</sub>&#x2013;C<sub>7</sub> species was taken from LLNL&#x2019;s gasoline surrogate mechanism (<xref ref-type="bibr" rid="B46">Mehl et al., 2011</xref>), with the addition of the sub-mechanism for the diisobutylene isomers by <xref ref-type="bibr" rid="B47">Metcalfe et al. (2007)</xref> that are produced during the oxidation of iso-octane. More importantly, the thermochemistry data were updated in the mechanism of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref> based on new group values of <xref ref-type="bibr" rid="B7">Burke et al. (2015)</xref>, while the low-temperature kinetics were updated following suggestions of <xref ref-type="bibr" rid="B6">Bugler et al. (2015)</xref>, including the addition of new alternative isomerization pathways for peroxy hydroperoxide radicals. The detailed chemical kinetic model of <xref ref-type="bibr" rid="B23">Fang et al. (2020)</xref> contains species up to C<sub>12</sub> and is mainly based on the model of <xref ref-type="bibr" rid="B67">Zhang et al. (2019)</xref> for alkanes and the C<sub>0</sub>&#x2013;C<sub>4</sub> base chemistry of Aramco 2.0. The high temperature chemistry has largely been taken from the work of <xref ref-type="bibr" rid="B46">Mehl et al. (2011)</xref>. The skeletal kinetic model for PRF mixtures proposed by <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref> was developed using rate rules, which were optimized (<xref ref-type="bibr" rid="B8">Cai et al., 2016</xref>) based on the updated rate rules of <xref ref-type="bibr" rid="B6">Bugler et al. (2015)</xref>, and also using the updated group values (<xref ref-type="bibr" rid="B7">Burke et al., 2015</xref>) for thermochemistry estimation.</p>
<p>Nitrogen was used as dilution gas. It serves two purposes: First, it is used as standard for the quantification of the measurements. Second, the high dilution reduces the impact of temperature changes in the reaction zone caused by heat release from exothermic reactions. Simulations using a shear-flow model that also takes the heat release by reactions into account have been performed for selected reaction conditions of this work. The mole fractions found in the simulations at the outlet of the reactor do not differ significantly from results of simulations performed using a plug-flow model of the reactor. Consequently, the less time-consuming plug-flow model was used for all further simulations in this work.</p>
</sec>
<sec id="s4">
<title>4 Results and Disscusion</title>
<sec id="s4-1">
<title>4.1 General Overview</title>
<p>Beside the main species of the reaction (iso-octane, O<sub>2</sub>, H<sub>2</sub>O, CO, CO<sub>2</sub>), several oxidation products of the fuel were identified and quantified as a function of temperature and pressure. The products can be classified into cyclic ethers, olefins, and carbonyls. 2,2,4,4-tetramethyl-tetrahydrofuran (TMTHF) could be clearly identified among the cyclic ethers. Olefinic hydrocarbons include iso-butene and 2,4-dimethyl-2-pentene, 4,4-dimethyl-2-pentene, 2,4-dimethyl-1-pentene, 4,4-dimethyl-1-pentene as well as 2,4,4-trimethyl-1-pentene and 2,4,4-trimethyl-2-pentene. Acetone and small amounts of acetaldehyde are among the identifiable carbonyls. In general, the lower the pressure, the lower are the observed concentrations of intermediate species due to the decrease in the consumption of iso-octane. For some intermediates, the mole fractions may even fall below the detection limit of the GC at lower pressures. Mole fraction profiles are reported for all measured and identified species in the <xref ref-type="sec" rid="s11">Supplementary Material</xref> together with the simulation results. To show major aspects of the influence of pressure on the oxidation of iso-octane, results at 1, 10, and 20&#xa0;bar are shown in the following.</p>
</sec>
<sec id="s4-2">
<title>4.2 Overall Pressure-Dependence of the NTC Behavior of Iso-Octane</title>
<p>The temperature dependence of the iso-octane consumption changes markedly with pressure, as can be seen from <xref ref-type="fig" rid="F1">Figure 1</xref>. Considering the experimental results, iso-octane starts to react at approximately 898&#xa0;K at 1&#xa0;bar. At a pressure of 10 and 20&#xa0;bar the iso-octane mole fractions start to decrease near 573 and 548&#xa0;K, respectively, indicating initial fuel consumption reactions.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Mole fractions of iso-octane vs. reactor-temperature at 1, 10, and 20&#xa0;bar. Dashed lines with symbols and solid lines correspond to experimental and modeling results, respectively.</p>
</caption>
<graphic xlink:href="fenrg-10-859112-g001.tif"/>
</fig>
<p>The mole fractions decrease until temperatures of 623 and 648&#xa0;K are reached at 20 and 10&#xa0;bar, respectively. The subsequent increase in mole fractions indicates a reduction of reactivity of the mixtures with a minimal fuel conversion at 698&#xa0;K (20&#xa0;bar) and 748&#xa0;K (10&#xa0;bar). At higher temperatures, the mole fractions decrease again. As a result, the curves at higher pressure display a temperature range of 50&#x2013;100&#xa0;K with a negative temperature coefficient (NTC). This NTC region shifts to higher temperatures with increasing pressure, as can be seen from <xref ref-type="fig" rid="F1">Figure 1</xref>. All mechanisms used in this work, beside the mechanism of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref>, predict initial fuel consumption in a similar temperature range. The mechanism of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref> predicts too low reactivity at 10&#xa0;bar, as indicated by the absence of the NTC region and the start of initial fuel consumption at significantly higher temperatures compared to experimental results and the other mechanisms used in this work. The temperature range of the NTC region is predicted well by the mechanisms of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref> (at 20&#xa0;bar), <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref>, and <xref ref-type="bibr" rid="B23">Fang et al. (2020)</xref>. An exception is the mechanism of <xref ref-type="bibr" rid="B4">Bagheri et al. (2020)</xref>, which predicts the NTC region at slightly higher temperatures. Also, the decrease of reactivity after initial fuel consumption is predicted to be not as pronounced by this mechanism as by the mechanisms of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref>, and <xref ref-type="bibr" rid="B23">Fang et al. (2020)</xref>.</p>
<p>
<xref ref-type="fig" rid="F2">Figure 2</xref> shows the mole fractions of CO compared to the model predictions. The temperature-dependent changes of the mole fraction of CO are roughly inverse to the mole fraction changes of the fuel. As one of the main stable products in these measurements it is mainly produced at temperatures of 798 and 723&#xa0;K at 10 and 20&#xa0;bar, respectively, and the formation is reduced in the NTC region. From <xref ref-type="fig" rid="F2">Figure 2</xref> it can be seen that even though the NTC region shifts to higher temperatures as pressure increases, the reactivity of the mixture at low temperatures increases at higher pressures, effectively broadening the region of low-temperature reactivity (called LTC region in the following).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Mole fractions of CO vs. reactor-temperature at 1, 10, and 20&#xa0;bar. Dashed lines with symbols and solid lines correspond to experimental and modeling results, respectively.</p>
</caption>
<graphic xlink:href="fenrg-10-859112-g002.tif"/>
</fig>
<p>In the following discussions all temperatures below the upper end of the NTC region (in the LTC region) will be referred to as &#x201c;low temperatures&#x201d; and the rest will be called &#x201c;intermediate temperatures&#x201d;.</p>
<p>
<xref ref-type="fig" rid="F3">Figure 3</xref> shows the mole fraction profiles as function of temperature of diisobutylene isomers (DIB) as one important intermediate. As expected, it is mainly formed in the LTC region and at intermediate temperatures above 748&#xa0;K, where the second peak at intermediate temperatures at 20&#xa0;bar is significantly smaller. The deviations to the predicted mole fractions are acceptable, besides the prediction of 2,4,4-trimethyl-1-pentene with the model of <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref> at 20&#xa0;bar. The best prediction is by the <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref> mechanism at 10&#xa0;bar. The formation pathways are discussed in <xref ref-type="sec" rid="s4-4">Section 4.4</xref> using the reaction pathway analyses with the mechanisms of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref> and <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Mole fractions of diisobutylene isomers vs. reactor-temperature at 1, 10, and 20&#xa0;bar. Dashed lines with symbols and solid lines correspond to experimental and modeling results, respectively.</p>
</caption>
<graphic xlink:href="fenrg-10-859112-g003.tif"/>
</fig>
<p>As the residence time increases in the experiments when the pressure increases, the more pronounced LTC region could also be caused by this change. To verify that the observed NTC effect can be attributed to a kinetic effect of pressure, simulations with constant residence times for all pressures were performed using the mechanism of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref>. Intermediate residence times corresponding to a total gas flow of 1000&#xa0;sccm at 10&#xa0;bar were chosen for this study. <xref ref-type="fig" rid="F4">Figure 4</xref> displays the temperature-dependent fuel mole fraction curves generated in these simulations.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Simulated mole fractions of iso-octane with constant residence time at 1, 5, 10, 15, and 20&#xa0;bar. Simulations performed using the model of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref>.</p>
</caption>
<graphic xlink:href="fenrg-10-859112-g004.tif"/>
</fig>
<p>At 1&#xa0;bar, no NTC behavior can be observed, while at all higher pressures a distinct NTC region appears in the simulated curves that becomes more pronounced as pressure increases. Consequently, the reactions leading to the NTC region must be more dependent on pressure than on residence time. The reactions that are important for this pronounced pressure dependence are discussed in the following section.</p>
</sec>
<sec id="s4-3">
<title>4.3 Overview of the LTC Reaction Pathways of Iso-Octane</title>
<p>
<xref ref-type="fig" rid="F5">Figure 5</xref> shows an overview of expected low-temperature reaction pathways of hydrocarbon fuels from reference (<xref ref-type="bibr" rid="B1">Atef et al., 2017</xref>). The fuel is consumed by sequential hydrogen abstractions and oxygen addition to the resulting radical. The peroxides isomerize and form hydroperoxides, which can undergo the same reaction sequence again leading to ketohydroperoxides and their decomposition products. At each stage the intermediates can also decompose and form mainly olefins and cyclic ethers as intermediates. For a large fuel like iso-octane the simple sketch in <xref ref-type="fig" rid="F5">Figure 5</xref> becomes substantially more complicated.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>General fuel consumption pathway (<xref ref-type="bibr" rid="B1">Atef et al., 2017</xref>).</p>
</caption>
<graphic xlink:href="fenrg-10-859112-g005.tif"/>
</fig>
<p>Following <xref ref-type="bibr" rid="B65">Westbrook et al. (1991)</xref> the hydrogen atoms of iso-octane can be divided into four groups a, b, c, and d depending on their carbon sites, as depicted in <xref ref-type="fig" rid="F6">Figure 6</xref>.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Molecular structure of iso-octane.</p>
</caption>
<graphic xlink:href="fenrg-10-859112-g006.tif"/>
</fig>
<p>According to this structure, every abstraction of hydrogen within a group forms the same radical and each group forms a different radical. Each possible iso-octyl (C<sub>8</sub>H<sub>17</sub>) radical will lead to a different set of products. The different reaction mechanisms already yield different predictions for the mainly formed iso-octyl radical in the very first reaction step of the reaction scheme shown in <xref ref-type="fig" rid="F7">Figures 7</xref>, <xref ref-type="fig" rid="F8">8</xref>. To analyze the main formation pathways of the experimentally observed intermediates in our experiment, we performed a sensitivity and reaction pathway analysis with respect to fuel conversion.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Sensitivity analysis of C<sub>8</sub>H<sub>18</sub> on reaction rate coefficients performed with the model of Cai et al. at 10 and 20&#xa0;bar, 623&#xa0;K.</p>
</caption>
<graphic xlink:href="fenrg-10-859112-g007.tif"/>
</fig>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Sensitivity analysis of C<sub>8</sub>H<sub>18</sub> on reaction rate coefficients performed with the model of Atef et al. at 10 (sensitivity coefficients &#x3d; 0) and 20&#xa0;bar, 623&#xa0;K<italic>.</italic>
</p>
</caption>
<graphic xlink:href="fenrg-10-859112-g008.tif"/>
</fig>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Species dictionary of QOOH radicals.</p>
</caption>
<graphic xlink:href="fenrg-10-859112-g009.tif"/>
</fig>
</sec>
<sec id="s4-4">
<title>4.4 Sensitivity -and Reaction Path Analyses</title>
<p>To shed more light on the underlying kinetics governing the low-temperature oxidation of iso-octane, sensitivity analyses of the fuel mole fraction with respect to elementary reaction rate coefficients were performed using the mechanisms of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref> and <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref> at a temperature of 623&#xa0;K (corresponding to the region of low-temperature reactivity in the flow reactor measurements) and pressures of 10 and 20&#xa0;bar. The results are shown in <xref ref-type="fig" rid="F7">Figures 7</xref>, <xref ref-type="fig" rid="F8">8</xref>. The kinetic models of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref> and <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref> are used. The model of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref> contains new reaction rates related to the C8-submechanism and it is comparatively detailed for C<sub>8</sub>-combustion since it has the third O<sub>2</sub> addition pathway considered. The mechanism of <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref> has been developed in a very systematic manner. The mechanism of <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref> relies on rate rules optimized based on experimental ignition data (<xref ref-type="bibr" rid="B8">Cai et al., 2016</xref>), while the mechanism of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref> uses rate rules from <xref ref-type="bibr" rid="B58">Sivaramakrishnan and Michael (2009)</xref> and <xref ref-type="bibr" rid="B3">Badra and Farooq (2015)</xref> for the H-atom abstraction reactions. The percentage in the reaction flux analysis refers to the relative rates of production (ROP), which shows the main consumption path of a certain species. The reaction flux analysis corresponds to a reactor position, where around 25% of the maximum conversion of the fuel for the specific condition is reached. The influence of increasing pressure on the reaction configuration is evaluated and an initial oxidation scheme is presented.</p>
<p>The consumption of iso-octane is initiated by H-abstraction primarily by OH radicals. At temperatures higher than in the NTC region, reactivity is more controlled by high-temperature chemistry and the fuel consumption by HO<sub>2</sub> radicals increases. With increasing pressure the contributions of H-abstraction reactions become higher. Considering the reaction flux analysis derived by the mechanism of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref>, the highest fluxes are observed for the primary-site radicals. However, abstraction from primary carbons is energetically more difficult than abstraction from secondary and tertiary carbons. The fact that 9&#xa0;times more H-atoms are avaliable at the primary carbon site, compared to the tertiary carbon site, lead to the dominant route at the primary carbon site with the model of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref>. A comparison with the reaction fluxes derived by the model of <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref> indicates the highest flux in forming iso-octyl radicals by abstraction from secondary and tertiary carbons. <xref ref-type="bibr" rid="B51">Ning et al. (2015)</xref> calculated the C&#x2013;C and C&#x2013;H bond dissociation energies (BDE) within the iso-octane structure. It has been shown that the C&#x2013;H BDEs for the primary carbons (101.3 and 100.4&#xa0;kcal/mol) are higher than those for the secondary (96.0&#xa0;kcal/mol) and tertiary carbons (92.9&#xa0;kcal/mol). Increasing the pressure does not noticeably change the distribution in forming iso-octyl radicals. The sensitivity analysis shows that fuel H-abstraction reactions by OH radicals are the most sensitive reactions, as can be seen in <xref ref-type="fig" rid="F7">Figure 7</xref>.</p>
<p>The first addition of alkyl radicals (&#x1E58; &#x002B; O<sub>2</sub> &#x003D; RO<sub>2</sub>) to O<sub>2</sub> initiates the low-temperature oxidation mechanism and the second addition of QOOH to O<sub>2</sub> initiates low-temperature chain branching. <xref ref-type="bibr" rid="B63">Wang et al. (2016)</xref> and <xref ref-type="bibr" rid="B62">Wang et al. (2019)</xref> proposed additionally a third O<sub>2</sub> addition and an alternative isomerization reaction path, where peroxy-hydroperoxy alkyls (&#x22e;OQOOH) with a tertiary hydroperoxy group form alkyl-dihydroperoxides isomerization. After the first addition of iso-octyl radicals to O<sub>2</sub>, the formed alkylperoxy radicals can build diisobutylene isomers (2,4,4-trimethyl-1-pentene and 2,4,4-trimethyl-2-pentene) by concerted H&#x22e;<sub>2</sub> radical elimination reactions. The reaction flux analysis (<xref ref-type="fig" rid="F10">Figure 10</xref>) reveals a large pressure dependence of the unimolecular decomposition reaction of alkylperoxy radicals to diisobutylene (DIB) isomers. While the formation of DIB isomers at 10&#xa0;bar is negligible, the flux at 20&#xa0;bar of this reaction channel is high.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Flux analysis performed with the model of <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref> at 10 (blue) and 20&#xa0;bar (red), 623&#xa0;K at 25% of the maximum achieved conversion of iso-octane at the specific condition.</p>
</caption>
<graphic xlink:href="fenrg-10-859112-g010.tif"/>
</fig>
<p>DIB isomers are important intermediates in the oxidation of iso-octane, but pressure dependent reactions are missing in current DIB sub-mechanisms. Further kinetic investigations of diisobutylene will improve the model predictions and benefit the understanding of iso-octane kinetics.</p>
<p>The most sensitive reactions differ significantly between the two mechanisms. Especially striking is the difference between the sensitivities for the H-atom abstraction reactions by OH radicals from the different carbon sites of the fuel. The mechanism of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref> shows a strongly positive sensitivity for abstraction from the tertiary site of the fuel, while negative sensitivities are observed for the abstractions from other carbon sites. Conversely, the sensitivities on the rate coefficients of all H-atom abstraction reactions from the fuel by OH, including that on the tertiary site, are negative in the case of the mechanism of <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref>. These differences are rooted in different rate coefficients assigned to these and subsequent reactions in the two mechanisms (as outlined earlier). In the mechanism of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref>, the H-abstraction reaction by OH from the fuel a-site exhibits the largest branching ratio at 623&#xa0;K, while the H-abstractions from the other carbon sites show relatively similar rate coefficients at this condition, which is also manifested in the corresponding reaction fluxes shown in <xref ref-type="fig" rid="F11">Figure 11</xref>. Since the produced radicals derived from the tertiary carbon site almost entirely add with O<sub>2</sub> to form tertiary-peroxy radicals, which then largely undergo concerted HO<sub>2</sub> elimination to form diisobutylene isomers, the tertiary-channel is by far the least reactive one in case of the mechanism of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref>.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Flux analysis performed with the model of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref> at 10 (blue) and 20&#xa0;bar (red), 623&#xa0;K at 25% of the maximum achieved conversion of iso-octane at the specific condition.</p>
</caption>
<graphic xlink:href="fenrg-10-859112-g011.tif"/>
</fig>
<p>This observation explains the strongly negative sensitivity of the corresponding H-abstraction reaction by OH. On the other hand, in the mechanism of <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref>, the H-abstraction reaction from the tertiary site of the fuel exhibits the highest rate coefficient at 623&#xa0;K among all H-abstraction reactions by OH, which explains the high reaction flux through the tertiary-channel predicted by this mechanism (see <xref ref-type="fig" rid="F11">Figure 11</xref>). The subsequently produced peroxy radicals derived from the tertiary carbon site mostly undergo isomerization to hydroperoxide radicals, which partly react into peroxy hydroperoxide radicals through the second O<sub>2</sub> addition. While no ketohydroperoxides can ultimately be formed through this channel as the hydroperoxide moiety is attached to a tertiary carbon site, this reaction sequence can still lead to chain branching through the alternative isomerization channel (<xref ref-type="bibr" rid="B6">Bugler et al., 2015</xref>) which was considered in the mechanism (<xref ref-type="bibr" rid="B9">Cai et al., 2019</xref>). This higher importance of the chain branching pathway relative to the concerted HO<sub>2</sub> elimination pathway of the peroxy radicals derived from the tertiary carbon site in the mechanism of <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref> explains the moderately negative sensitivities of the H-atom abstraction reaction by OH on the tertiary carbon site, in contrast to the strongly positive corresponding sensitivity predicted by the mechanism of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref>. The importance of the chain branching also explains the strongly negative sensitivity of the corresponding second O<sub>2</sub> addition reaction CC<sub>8</sub>H<sub>16</sub>OOHXA &#x2b; O<sub>2</sub> &#x3d; CC<sub>8</sub>H<sub>16</sub>OOHXAO<sub>2</sub> (where the hydroperoxide radical originates from the tertiary carbon site channel) in the mechanism of <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref>, which competes here with the less reactive formation of cyclic ethers. In contrast, the negligible reaction fluxes through the isomerization channels of the peroxy radical of the tertiary carbon site in the mechanism of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref> enforce that only the second addition of hydroperoxide radicals to O<sub>2</sub> originating from the a-, b-, and d-channels, as well as their competing cyclic ether formation reactions, show significant negative and positive sensitivities, respectively, in the model of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref>.</p>
<p>Besides, high sensitivities in the model of <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref> are also observed for the concerted HO<sub>2</sub> elimination reactions of b- and c-peroxy radicals. These peroxy radicals are predicted to be the two most abundant isomers by this mechanism. As mentioned earlier, the peroxide formation serves as main competing pathway to the isomerization reactions. Other reactions involving HO<sub>2</sub> radicals are observed to be sensitive in the mechanism of <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref> as well, due to the relative importance of these HO<sub>2</sub>-producing reactions. In contrast, the concerted elimination reactions are not particularly sensitive in the mechanism of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref>, where their competition with the O<sub>2</sub> addition reactions is significantly less pronounced.</p>
<p>These results demonstrate that the results from the two mechanisms assessed here can lead to partly different conclusions regarding the underlying kinetics. In particular, the varying importance of the different fuel radicals due to different branching ratios in the two mechanisms deserves further investigations for a more consistent treatment. While the high rate coefficient for H-atom abstraction from the fuel a-site in the mechanism of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref> is partly supported by the fact that nine H-atoms are available on this site compared to fewer H-atoms on other sites (despite the fact that primary radicals exhibit the highest C-H bond dissociation energies), the large rate coefficient for H-abstraction from the c-site in the mechanism of <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref> is partly supported by the significantly lower C-H bond dissociation energy at tertiary carbon sites (despite the fact that only one H-atom is available here for abstraction).</p>
<p>Finally, it can be noted that the main effect of pressure on the low-temperature reactivity results largely from the competition between the second O<sub>2</sub> addition reactions of hydroperoxide radicals and their less reactive reactions into cyclic ethers and OH. While the forward rates of the unimolecular reactions into cyclic ethers and OH scale linearly with pressure, the forward rates of the bimolecular O<sub>2</sub> addition reactions scale quadratically. Consequently, the relative importance of the latter increases with pressure, as seen in the reaction flux analysis in <xref ref-type="fig" rid="F11">Figure 11</xref>, and so does thus the fuel consumption at low temperatures, as seen in <xref ref-type="fig" rid="F1">Figure 1</xref>. The model of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref> tends to overpredict fuel mole fractions at low temperatures regardless of pressure, while the model of <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref> rather tends to predict lower fuel mole fractions than experimentally observed (see <xref ref-type="fig" rid="F1">Figure 1</xref>). More refined rate coefficients for these reactions as well as for those discussed earlier may further improve the model predictions for the present experimental data.</p>
<sec id="s4-4-1">
<title>4.4.1 TMTHF</title>
<p>2,2,4,4-tetramethyl-tetrahydrofuran (TMTHF, C<sub>8</sub>H<sub>16</sub>O) is the most abundant species among the cyclic ethers and could be unambiguously identified in this work. It can be formed as a cyclic ether from either a- or c-iso-octyl radicals. <xref ref-type="fig" rid="F12">Figure 12</xref> compares the temperature dependence of the TMTHF mole fractions at different pressures to the mole fractions from the simulations.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Mole fractions of 2,2,4,4-tetramethyl-tetrahydrofuran vs. reactor-temperature at 1, 10, and 20&#xa0;bar. Dashed lines with symbols and solid lines illustrates the experimental and modeled results, respectively.</p>
</caption>
<graphic xlink:href="fenrg-10-859112-g012.tif"/>
</fig>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Reaction pathway of b-iso-octyl-radical to iso-butene derived by the mechanism of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref> at 623&#xa0;K and 20&#xa0;bar.</p>
</caption>
<graphic xlink:href="fenrg-10-859112-g013.tif"/>
</fig>
<p>TMTHF was not detected at 1&#xa0;bar because here the iso-octane consumption only starts at temperatures above 898&#xa0;K and low-temperature reactions leading to C<sub>8</sub>H<sub>16</sub>O are not expected to contribute significantly to the fuel consumption. In agreement with the low signal intensities in the experiment, the absolute mole fraction of TMTHF in the simulation was very small. At 20&#xa0;bar, 3&#xa0;times more TMTHF was detected experimentally compared to the measurement at 10&#xa0;bar. The model of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref> predicts mole fractions of TMTHF of &#xd7;(C<sub>8</sub>H<sub>16</sub>O) &#x3d; 1.36&#x2027;10<sup>&#x2212;4</sup> and &#xd7;(C<sub>8</sub>H<sub>16</sub>O) &#x3d; 2.29&#x2027;10<sup>&#x2212;4</sup> at 10 and 20&#xa0;bar, respectively, and does not capture the experimentally observed mole fraction ratio of 3.5 (xEXP,max (C<sub>8</sub>H<sub>16</sub>O) &#x3d; 2.19&#x2027;10<sup>&#x2212;4</sup> at 10&#xa0;bar and xEXP,max (C<sub>8</sub>H<sub>16</sub>O) &#x3d; 7.58&#x2027;10<sup>&#x2212;4</sup> at 20&#xa0;bar).</p>
<p>Differences can also be observed in the simulated and measured profile shapes of the curves at 10 and 20&#xa0;bar. The experimental curve at 20&#xa0;bar displays two peaks at 598 and 748&#xa0;K, respectively. The temperature of the larger peak at 598&#xa0;K matches the temperature of maximum mole fraction predicted by all models, but the second peak is not predicted well by any model, beside the model of <xref ref-type="bibr" rid="B4">Bagheri et al. (2020)</xref>. Instead, formation of TMTHF over a temperature range of 523&#x2013;773&#xa0;K is predicted by all models except by the model of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref>, which predicts two pronounced peaks. At 10&#xa0;bar the C<sub>8</sub>H<sub>16</sub>O curve reaches a peak at 623 and 823&#xa0;K in the experiment, while the model of Atef et al. predicts only one peak at 798&#xa0;K. The model of <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref> predicts a small peak at 773&#xa0;K and the mole fraction maximum at 623&#xa0;K, which both match the prediction of <xref ref-type="bibr" rid="B23">Fang et al. (2020)</xref>. The model of <xref ref-type="bibr" rid="B4">Bagheri et al. (2020)</xref> predicts formation of C<sub>8</sub>H<sub>16</sub>O over a temperature range of 523&#x2013;798&#xa0;K.</p>
<p>Rate-of-production analyses performed with the model of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref> at 623, 673, and 773&#xa0;K for pressures of 10 and 20&#xa0;bar at a position in the reactor where 25% of the maximum conversion of the fuel for the specific condition is reached show that for all these conditions, TMTHF is produced via the a-iso-octyl radical, which is formed in almost constant fraction from the fuel. Two of the main decomposition reactions of TMTHF are:<disp-formula id="equ1">
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<p>In the mechanism, the rate constants of these reactions are barrierless and only depend on the A-factor. An explicit pressure dependence of the rate constants is not included in the reaction mechanism. Potentially, the missing pressure dependence of the decomposition/formation reactions leads to the deviations between simulation and experiment, especially since bimolecular reactions are favored with increasing pressure, which would lead to more a-iso-octyl radicals. Another reason for this discrepancy could be a poor description of the production of TMTHF <italic>via</italic> the decomposition of iso-octylhydroperoxy radicals. Unfortunately, radicals cannot be detected in our experiment. Nevertheless, the uncertainty in rate constants for the formation of cyclic ethers and their consumption chemistry need to be considered as well to further optimize reaction models of iso-octane combustion.</p>
</sec>
<sec id="s4-4-2">
<title>4.4.2 Formation of iso-C<sub>4</sub>H<sub>8</sub> and C<sub>3</sub>H<sub>6</sub>O</title>
<p>The branched structure of iso-octane easily enables the formation pathway to iso-butene. Iso-octane decomposes to iso-butyl radicals and other branched alkyl radicals, whose decomposition reactions to iso-butene and iso-butyl radicals lead to high formation of iso-butene. <xref ref-type="fig" rid="F14">Figure 14</xref> displays the measured and simulated mole fraction profiles of iso-C<sub>4</sub>H<sub>8</sub> for 1, 10, and 20&#xa0;bar and compares the measured and simulated profiles of acetone. The simulations underpredict the absolute mole fractions of iso-butene for all conditions. Rate-of-production analyses have been performed at specific temperatures to identify important reaction pathways which lead to the formation of iso-butene and acetone. At 1&#xa0;bar, almost quantitative agreement is observed. With increasing pressure, the deviations between experimental values and simulations increase. Higher pressure favors the formation of acetone, which can be seen in the decreasing and increasing mole fractions of iso-butene and acetone, respectively. At 1&#xa0;bar, iso-butene is only formed at high temperatures. According to a reaction path analysis performed with the model of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref>, &#xdf;-scission reactions of the a- and c-iso-octyl radicals as well as C<sub>7</sub>H<sub>15</sub> are responsible for the iso-butene formation.</p>
<fig id="F14" position="float">
<label>FIGURE 14</label>
<caption>
<p>Mole fractions of iso-butene and acetone vs. reactor-temperature at 1, 10, and 20&#xa0;bar. Dashed lines with symbols and solid lines illustrates the experimental and modeled results, respectively.</p>
</caption>
<graphic xlink:href="fenrg-10-859112-g014.tif"/>
</fig>
<p>At 10&#xa0;bar, the iso-butene formation has two maxima. One occurs in the LTC region and the other at 798&#xa0;K for the measurements. At 20&#xa0;bar the highest concentration is reached at 748&#xa0;K. In the LTC region at 10&#xa0;bar the iso-butene is formed by &#xdf;-scission reactions of the c-iso-octyl radical, which is predominately formed at these low temperatures. At 20&#xa0;bar, iso-butene formation is dominated by decomposition of the dihydroperoxide formed from the b-iso-octyl radical.</p>
<p>At 798&#xa0;K at 10&#xa0;bar and 748&#xa0;K at 20&#xa0;bar, the same reaction pathways are active as at 1&#xa0;bar at high temperatures. Consequently, the higher pressure leads to a shift of the high-temperature chemistry to lower temperatures.</p>
<p>Acetone was detected in the experiments with a maximum mole fraction of &#xd7;(C<sub>3</sub>H<sub>6</sub>O) &#x3d; 8&#x2027;10<sup>&#x2212;4</sup>&#xa0;at both 10 and 20&#xa0;bar. At 1&#xa0;bar, it was below the detection limit in agreement with very small mole fractions predicted in the simulations. Acetone is mainly formed from iso-butene according to the Waddington mechanism shown in <xref ref-type="fig" rid="F15">Figure 15</xref> reaction that is implemented in all mechanisms used for the simulations shown here, beside the mechanism of <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref>. Regarding the models of <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref>, <xref ref-type="bibr" rid="B4">Bagheri et al. (2020)</xref>, and <xref ref-type="bibr" rid="B23">Fang et al. (2020)</xref> a comparison of the experimental and simulated mole fraction profiles of acetone at 10 and 20&#xa0;bar shown in <xref ref-type="fig" rid="F14">Figure 14</xref> reveals high deviations at all temperatures. Better agreement can be achieved with the models of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref> and <xref ref-type="bibr" rid="B23">Fang et al. (2020)</xref>. In the experiments acetone is formed in detectable quantities only at high temperatures at 10&#xa0;bar. At 20&#xa0;bar it is formed in the LTC region and at high temperatures. The appearance in the LTC region at 598 and 748&#xa0;K at 20&#xa0;bar and at 823&#xa0;K at 10&#xa0;bar is qualitatively captured by the model of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref> with quantitative deviations. The formation can be traced in a reaction path analysis to the same route that leads to the formation of iso-butene from the b-iso-octyl radical.</p>
<fig id="F15" position="float">
<label>FIGURE 15</label>
<caption>
<p>Formation of acetone <italic>via</italic> the Waddington mechanism (<xref ref-type="bibr" rid="B11">Chen et al., 2000</xref>).</p>
</caption>
<graphic xlink:href="fenrg-10-859112-g015.tif"/>
</fig>
<p>At these temperatures acetone is not formed from iso-butene according to the Waddington mechanism but from oxidation of tert-butyl radicals that are produced in the oxidation of the b-iso-octyl radical. The same pathway is active at 10&#xa0;bar in the simulation with the model of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref>. The fact that no acetone was found in the experiment at 10&#xa0;bar at low temperature indicates that the reaction rates within this pathway are overestimated at lower pressure. At higher temperatures (&#x3e;700&#xa0;K) the Waddington mechanism contributes to the acetone formation and converts iso-butene to acetone. As a result, the acetone mole fractions peak at 25&#xa0;K larger temperatures than the iso-butene mole fractions at 10 and 20&#xa0;bar. This observation corroborates the conclusion that higher pressures shift the occurrence of high-temperature reaction pathways to lower temperature. Also, addition of OH to a double bond could become less important. Thus, reactions with HO<sub>2</sub> become more important with increasing temperature.</p>
</sec>
</sec>
</sec>
<sec id="s5">
<title>5 Conclusion</title>
<p>The oxidation of iso-octane is investigated in a flow reactor at 1, 10, and 20&#xa0;bar, 473 &#x2264; T &#x2264; 973&#xa0;K, and &#x278; &#x3d; 1. These conditions include the region of low- and intermediate-temperatures including the NTC region in a wide pressure range. Previous studies mostly focused either on the low- or high-temperature oxidation at atmospheric pressure. The mole fraction profiles of reactants, products, and several intermediates as function of temperature have been determined with GC analysis and the data sets are provided for reaction mechanism development. The concentration profiles at each pressure have been compared to simulation results obtained with the recent mechanisms of <xref ref-type="bibr" rid="B1">Atef et al. (2017)</xref>, <xref ref-type="bibr" rid="B9">Cai et al. (2019)</xref>, <xref ref-type="bibr" rid="B4">Bagheri et al. (2020)</xref>, and <xref ref-type="bibr" rid="B23">Fang et al. (2020)</xref>. In general, a shift of the NTC region to higher temperatures is seen with increasing pressure. While appreciable reactivity is only observed at higher temperature at atmospheric pressure, low-temperature reactivity starts being observed with higher pressures. The pressure-dependent mole fraction changes of important experimentally detected intermediates, e.g., 2,2,4,4-tetramethyl-tetrahydrofuran, iso-butene, and acetone, are discussed in detail with respect to the formation pathways implemented in the reaction mechanisms.</p>
<p>The new data set complements existing validation data for reaction mechanism development in a pressure and temperature range that is of particular interest to control strategies of low-temperature combustion in engines.</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Data Availability Statement</title>
<p>The original contribution presented in the study are included in the article/<xref ref-type="sec" rid="s11">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>SS: investigation, methodology, formal analysis, visualization, writing&#x2014;original draft. FvL: formal analysis, writing&#x2014;review and editing. JB: supervision, formal analysis&#x2014;review and editing. HP: supervision&#x2014;review and editing. TK: supervision, funding acquisition, project administration, writing&#x2014;review and editing.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>Financial support by the Deutsche Forschungsgemeinschaft within the framework of the DFG research unit FOR2401 &#x201c;Optimierungsbasierte Multiskalenregelung motorischer Niedertemperatur-Brennverfahren&#x201d; under projects 277012063 is gratefully acknowledged.</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.2022.859112/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fenrg.2022.859112/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.XLSX" id="SM1" mimetype="application/XLSX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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