<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="research-article" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<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">775037</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2021.775037</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>Evolved Gas Analysis and Kinetics of Catalytic and Non-Catalytic Pyrolysis of Microalgae <italic>Chlorella</italic> sp. Biomass With Ni/&#x3b8;-Al<sub>2</sub>O<sub>3</sub> Catalyst <italic>via</italic> Thermogravimetric Analysis</article-title>
<alt-title alt-title-type="left-running-head">Farooq et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Pyrolysis of Microalgae Biomass</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Farooq</surname>
<given-names>Wasif</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/1117369/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ali</surname>
<given-names>Imtiaz</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/630628/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Raza Naqvi</surname>
<given-names>Salman</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1117372/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sajid</surname>
<given-names>Mohd</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1533566/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Abbas Khan</surname>
<given-names>Hassnain</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1477077/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Adamu</surname>
<given-names>Sagir</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Department of Chemical Engineering, King Fahd University of Petroleum and Minerals (KFUPM), <addr-line>Dhahran</addr-line>, <country>Saudi Arabia</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>Department of Chemical and Materials Engineering, King Abdulaziz University, <addr-line>Rabigh</addr-line>, <country>Saudi Arabia</country>
</aff>
<aff id="aff3">
<label>
<sup>3</sup>
</label>School of Chemical and Material Engineering (SCME), National University of Science and Technology (NUST), H-12, <addr-line>Islamabad</addr-line>, <country>Pakistan</country>
</aff>
<aff id="aff4">
<label>
<sup>4</sup>
</label>King Abdullah University of Science and Technology (KAUST), Clean Combustion Research Center (CCRC), Physical Science and Engineering Division (PSE), <addr-line>Thuwal</addr-line>, <country>Saudi Arabia</country>
</aff>
<aff id="aff5">
<label>
<sup>5</sup>
</label>Interdisciplinary Research Center for refining and Advance Chemicals, <addr-line>Dhahran</addr-line>, <country>Saudi Arabia</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/437188/overview">Abdul-Sattar Nizami</ext-link>, Government College University, Pakistan</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/653480/overview">Ibukun Oluwoye</ext-link>, Murdoch University, Australia</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/447593/overview">Halil Durak</ext-link>, Y&#xfc;z&#xfc;nc&#xfc; Y&#x131;l University, Turkey</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Wasif Farooq, <email>wasif@kfupm.edu.sa</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Bioenergy and Biofuels, a section of the journal Frontiers in Energy Research</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>25</day>
<month>11</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>775037</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>11</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Farooq, Ali, Raza Naqvi, Sajid, Abbas Khan and Adamu.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Farooq, Ali, Raza Naqvi, Sajid, Abbas Khan and Adamu</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>This study investigates the efficacy of a prepared Ni/&#x3b8;-Al<sub>2</sub>O<sub>3</sub> catalyst during the pyrolytic conversion of <italic>Parachlorella kessleri</italic> HY-6 and compares the results with non-catalytic conversion. The catalyst was characterized by techniques such as Brunauer&#x2013;Emmett&#x2013;Teller (BET) for surface area, acidity, and X-ray powder diffraction (XRD). Isoconversional and combined kinetic methods were used to study the pyrolytic kinetics of the process. Ni/&#x3b8;-Al<sub>2</sub>O<sub>3</sub> was used at 10, 20, and 30% of the algal biomass. The addition of Ni/&#x3b8;-Al<sub>2</sub>O<sub>3</sub> facilitated the conversion by lowering the mean activation energy during pyrolysis. The catalytic effect was more pronounced at lower and higher conversions. The presence of the catalyst facilitated the pyrolysis as indicated by the lower value of activation energy and &#x2206;H, and &#x2206;G. Gases evolved during pyrolysis were qualitatively analyzed by FTIR to see the effect of catalyst on evolved gas composition during the pyrolysis process.</p>
</abstract>
<kwd-group>
<kwd>catalytic pyrolysis</kwd>
<kwd>pyrolysis kinetics</kwd>
<kwd>thermogravimetric analysis (TGA)</kwd>
<kwd>microalgae</kwd>
<kwd>evolved gases analysis</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The search for an appropriate alternative energy solution to fossil fuel is still in the research and development stage (<xref ref-type="bibr" rid="B40">Xu et&#x20;al., 2020</xref>). Biomass, being a sustainable energy resource, has been under consideration for the past few decades. To date, the use of 1<sup>st</sup> and 2<sup>nd</sup> generation biomass (lignocellulosic and edible materials) is limited due to more land requirements, food vs. fuel concerns, and seasonal variations (<xref ref-type="bibr" rid="B35">Sekar et&#x20;al., 2021</xref>). Microalgae is a potential third-generation biofuel as it can proliferate on unarable land using wastewater. The growth of microalgae offers the advantage of wastewater treatment and CO<sub>2</sub> fixation. It has a higher per unit area yield of lipids for biodiesel than terrestrial plants (<xref ref-type="bibr" rid="B26">Lee et&#x20;al., 2020</xref>). Microalgae is a unicellular microorganism composed of lipids, proteins, and carbohydrates found in the aquatic environment and proliferate (<xref ref-type="bibr" rid="B19">Gong et&#x20;al., 2020</xref>).</p>
<p>Microalgae can be converted into multiple biofuels such as biodiesel and jet oil through three main thermochemical conversion routes such as gasification, pyrolysis, and hydrothermal liquefaction (<xref ref-type="bibr" rid="B16">Fan et&#x20;al., 2020</xref>). Pyrolysis converts biomass to an intermediate liquid product which is later refined for drop-in hydrocarbon biofuels, oxygenated fuel additives, and petrochemical alternatives (<xref ref-type="bibr" rid="B43">Zhao et&#x20;al., 2013</xref>). Pyrolysis is a widely used thermochemical conversion process where organic material is chemically dissociated by heating in the lack of oxygen (<xref ref-type="bibr" rid="B32">Naqvi et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B12">Chen et&#x20;al., 2021</xref>). Pyrolysis occurs in the absence of oxygen at a particular temperature (300&#x2013;700&#xb0;C). The final product is obtained mainly as bio-oil and biochar, along with some non-condensable gaseous components. Pyrolysis is generally classified as slow, fast, and flash pyrolysis based on heating rates. The prediction of product type and its properties depends on the kind of microalgae, operating conditions, reactor types, and conversion mechanism (<xref ref-type="bibr" rid="B12">Chen et&#x20;al., 2021</xref>). Usually, the bio-oil obtained from slow and fast pyrolysis has a noticeable amount of oxygen which can adversely affect the stability and quantity of the product (<xref ref-type="bibr" rid="B9">Azizi et&#x20;al., 2018</xref>). The solution to this problem is the use of catalysts. The use of catalysts also helps to modify the reaction process for the production of upgraded fuels. The catalysts can be used along with biomass feed as well as in catalytic bed form. The utilization of catalysts in the pyrolysis process improves the quality of biofuels by reducing their acidity and viscosity (<xref ref-type="bibr" rid="B10">Babich et&#x20;al., 2011</xref>). Catalysts influence the yield and composition of pyrolysis products, i.e. bio-oil, gas, and char. Various materials have been used as effective catalysts, such as zeolite, nickel, platinum, magnesium, and cobalt (<xref ref-type="bibr" rid="B10">Babich et&#x20;al., 2011</xref>).</p>
<p>HZSM-5 is widely investigated because of its ability to improve bio-oil quality through deoxygenation. However, HZSM-5 has little effect on the nitrogen content of bio-oil (<xref ref-type="bibr" rid="B31">Mustapha et&#x20;al., 2021</xref>). Bio-oil yield and its quality depend on the type of catalyst and temperature used during catalytic pyrolysis (<xref ref-type="bibr" rid="B21">Guo et&#x20;al., 2012</xref>). Among these catalysts, Ni-based catalysts perform better during the pyrolysis due to their activity for decarboxylation or decarbonylation reactions during the hydride oxygenation process (<xref ref-type="bibr" rid="B35">Sekar et&#x20;al., 2021</xref>). Alumina-supported Ni catalyst enhanced the cracking and reforming of volatile and tars during the gasification of biomass (<xref ref-type="bibr" rid="B13">D&#xed;az-Rey et&#x20;al., 2015</xref>). Silica-supported nickel phosphide catalyst improved the boil-oil yielded with low content of oxygen content (<xref ref-type="bibr" rid="B42">Zeng et&#x20;al., 2013</xref>). Like many non-noble metals, Ni-based catalysts are ideal for pyrolysis catalysts because of their low cost and availability instead of noble metals (<xref ref-type="bibr" rid="B33">Rahemi et&#x20;al., 2013</xref>). Nickle base catalysts were investigated for the deoxygenation process of triglycerides (<xref ref-type="bibr" rid="B43">Zhao et&#x20;al., 2013</xref>).</p>
<p>However, many studies are available on the catalytic degradation of microalgae via pyrolysis processes to optimize biofuel production (<xref ref-type="bibr" rid="B44">Zhao et&#x20;al., 2021</xref>). But still, it is difficult to establish its industrial-scale employment due to the lack of deep understanding of pyrolysis mechanism, conversion rate, the extent of conversion, and kinetic behavior (<xref ref-type="bibr" rid="B6">Ali et&#x20;al., 2021</xref>). Kinetic modeling is a mathematical interpretation of how the reaction mechanism proceeds and determines the kinetic parameters. Typically, two types of kinetic approaches are available to measure the kinetic and thermodynamic parameters to evaluate the reaction path and behavior. One is a model-fitting approach that is based on the reaction mechanism. While the model-free approach is based on different heating rates, it is also called the isoconversional method (<xref ref-type="bibr" rid="B32">Naqvi et&#x20;al., 2018</xref>). Knowing the kinetic and thermodynamic parameters of these reactions during thermal degradation will help design, optimize, and establish process conditions at the commercial level as kinetics help understand the reaction rate. At the same time, thermodynamics gives information about the equilibrium state of the reaction.</p>
<p>Thus, this work investigated the impact of Ni/&#x3b8;-Al<sub>2</sub>O<sub>3</sub> catalyst on the pyrolysis of <italic>Parachlorella kessleri</italic> HY-6 algae and focused on evolved gas analysis during pyrolysis. Results of catalytic conversion were compared with non-catalytic conversion. Isoconversional and combined kinetic methods are used to study the pyrolytic kinetics of the process. Ni/&#x3b8;-Al<sub>2</sub>O<sub>3</sub> is used at 10, 20, and 30% of the algal biomass. Knowing kinetic and thermodynamic parameters from these reaction models during thermal degradation will help design, optimize, and establish process conditions at the commercial level. The gases that evolved during the process were analyzed to assess the impact of the catalyst on the pyrolysis process.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and Methods</title>
<sec id="s2-1">
<title>Microalgae Biomass</title>
<p>Microalgae <italic>Parachlorella kessleri</italic> HY-6 was used in this research. Microalgae biomass was produced using modified Bold&#x2019;s Basal Medium (BBM) as reported (<xref ref-type="bibr" rid="B37">Wadood et&#x20;al., 2020</xref>)and briefly described here. Composition of BBM follows; 3.386 NaNO<sub>3</sub>, 0.170 CaCl<sub>2</sub>&#xb7;2H<sub>2</sub>O, 0.304 MgSO<sub>4</sub>&#xb7;7H<sub>2</sub>O, 0.054 KH<sub>2</sub>PO<sub>4</sub>, 0.049&#x20;K<sub>2</sub>HPO<sub>4</sub>, 0.428 NaCl, 0.185&#x20;H<sub>3</sub>BO<sub>3</sub>, EDTA solution (in mM) which contained 0.171 Na<sub>2</sub>EDTA&#xb7;2H<sub>2</sub>O, 0.554 potassium hydroxide, ferric solution (in&#x20;&#x3bc;M) having 17.9 FeSO<sub>4</sub>&#xb7;7H<sub>2</sub>O. Trace metals solution (in&#x20;&#x3bc;M) was composed of 7.28 MnCl<sub>2</sub>&#xb7;4H<sub>2</sub>O, 30.7 ZnSO<sub>4</sub>&#xb7;7H<sub>2</sub>O, 1.680 Co(NO<sub>3</sub>)<sub>2</sub>&#xb7;6H<sub>2</sub>O, and 6.290 CuSO<sub>4</sub>&#xb7;5H<sub>2</sub>O. The photobioreactor having a capacity of 4.0&#xa0;L was used to conduct the growth at 25&#x20;&#xb1; 1&#xb0;C under the continuous illumination of 60&#xa0;&#x3bc;mol&#xa0;m<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup>. The aeration flow rate was 2.0&#xa0;vvm with 3.5% CO<sub>2</sub> in a batch series. The harvest period for microalgal cells was 16&#x20;days per batch via centrifugation process under the condition of 7,000&#xa0;rpm for 4&#xa0;min. After centrifugation, the sample was rinsed using distilled water and vacuum dried at 105&#xb0;C. Biomass was ground in a kitchen grinder before its thermogravimetric analysis. Ultimate analysis of biomass was done using the elemental analyzer model Euro Vector EA 3000. Proximate and ultimate analysis of biomass is given in <xref ref-type="table" rid="T1">Table&#x20;1</xref>. ASTM standard methods E1756-08, E1755-01, and D3174-12 were used to obtain moisture, volatile matter, and ash contents, respectively.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Ultimate and proximate analyses of Parachlorella kessleri HY-6.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="2" align="left">Proximate analysis</th>
<th colspan="2" align="center">Ultimate analysis</th>
</tr>
<tr>
<th align="left">Composition</th>
<th align="center">% of weight</th>
<th align="center">Element</th>
<th align="center">% of weight</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Moisture contents</td>
<td align="char" char=".">3.8</td>
<td align="left">
<bold>C</bold>
</td>
<td align="char" char=".">50.2</td>
</tr>
<tr>
<td align="left">Volatile matter</td>
<td align="char" char=".">74.2</td>
<td align="left">
<bold>H</bold>
</td>
<td align="char" char=".">5.1</td>
</tr>
<tr>
<td align="left">Fixed Carbon</td>
<td align="char" char=".">12.9</td>
<td align="left">
<bold>O&#x2a;</bold>
</td>
<td align="char" char=".">37.4</td>
</tr>
<tr>
<td align="left">Ash contents</td>
<td align="char" char=".">9.10</td>
<td align="left">
<bold>N</bold>
</td>
<td align="char" char=".">6.50</td>
</tr>
<tr>
<td align="left">
<bold>&#x2014;</bold>
</td>
<td align="center">-</td>
<td align="left">
<bold>S</bold>
</td>
<td align="char" char=".">0.50</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-2">
<title>Synthesis of Catalyst</title>
<p>The catalyst (Ni/&#x3b8;-Al<sub>2</sub>O<sub>3</sub>) was synthesized using a certain amount of metal precursors (nickel nitrate hexahydrate Ni(NO<sub>3</sub>)<sub>2</sub>&#xb7;6H<sub>2</sub>O) onto commercial &#x3b8;-alumina support through the incipient wetness impregnation method. Synthesis was done by adding 5&#xa0;wt% of nickel precursor at each run to attain the anticipated 20&#xa0;wt% Ni loading using syringe under vacuum and at room temperature. The paste was dried for 25&#xa0;h, at laboratory conditions. The catalyst paste was reduced in a gaseous stream of 10% hydrogen in helium at 750&#xb0;C in a vertical quartz glass tube, placed in a Thermcraft furnace. The detailed preparation is described in our preceding study (<xref ref-type="bibr" rid="B4">Adamu et&#x20;al., 2018</xref>).</p>
</sec>
<sec id="s2-3">
<title>Thermogravimetric Analysis and Evolved Gas Analysis of Biomass Under Catalytic and Non-catalytic Conditions</title>
<p>The TGA of microalgae biomass with and without catalyst was carried out under 100&#xa0;ml/min of nitrogen flow rate and at the temperature range of 50&#x2013;700&#xb0;C. Thermogravimetric experiments for kinetics analysis were conducted under three different heating rates, i.e.,&#x20;5, 10, and 20&#xb0;C/min using SDT Q600 equipment. During the non-catalytic process, about 7.0&#xa0;mg of microalgae biomass was positioned in an alumina crucible and heated to 700&#xb0;C at each heating rate. Under the catalytic process, biomass and catalyst samples were tested at 10% catalyst loadings using the same experimental conditions as non-catalytic processes. The percentage of weight loss and the differential weight loss with respect to temperature data were verified and evaluated in the results and discussion segment. Evolved gases were analyzed by TGA-FTIR as described (<xref ref-type="bibr" rid="B1">Abdul Jameel et&#x20;al., 2017</xref>). Briefly, the evolved gases from TGA passed to IR cell (maintained at 200&#xb0;C) via a heated line kept at 190&#xb0;C with a built-in Swagelock 15&#xa0;&#x3bc;m filter. The evolved gases spectra were recorded by FTIR equipment (Thermo Scientific Nicolet iS10) connected to the iZ10 interface. Pyrolysis reaction for evolved gas analysis was conducted from 25 to 950&#xb0;C.</p>
</sec>
<sec id="s2-4">
<title>Catalyst Characterizations</title>
<sec id="s2-4-1">
<title>Surface Properties of the Nickel Catalyst on an Alumina Support</title>
<p>The Micromeritics ASAP 2020 instrument measured surface properties via N<sub>2</sub> as the probe molecule at 77&#xa0;K. The catalyst sample was vented for 2.5&#xa0;h at 300&#xb0;C to eradicate contamination or bound moisture. The N<sub>2</sub> adsorption/desorption experiments were performed to obtain the relevant data to compute the BET pore volume and surface&#x20;area.</p>
</sec>
<sec id="s2-4-2">
<title>X-Ray Diffraction and SEM Analysis</title>
<p>A Rigaku Miniflex diffractometer functioning at 40&#xa0;kV and 15&#xa0;mA was used to inspect the crystalline properties of the Nickel/alumina catalyst. The scanned rate was 5&#xb0;/min every 0.08&#xb0; for a 2&#x3b8; angle of 10&#xb0;&#x2013;90&#xb0; for each run. The Joint Committee on Powder Diffraction Standards (JCPDS) data was applied in identifying the peaks at which the elements and stages exist. SEM image for the catalyst prepared was obtained using MIRA3 TESCAN high-resolution scanning electron microscope. The sample was coated with gold to 5&#xa0;nm thickness using Ion Sputter Q 150&#xa0;R&#xa0;S, from Quorum Technologies.</p>
</sec>
<sec id="s2-4-3">
<title>Temperature Program Desorption</title>
<p>NH<sub>3</sub>-TPD was done in a Micromeritics&#x2019; Autochem II 2920 analyzer to estimate the catalyst&#x2019;s acidic value and examine the NH<sub>3</sub> desorption kinetics of the catalyst as reported previously (<xref ref-type="bibr" rid="B4">Adamu et&#x20;al., 2018</xref>). Briefly, about 0.10&#xa0;g of sample was sited in a U-shaped quartz tube reactor. The catalyst was heated to 500&#xb0;C in steps under reducing conditions (i.e.,&#x20;a gaseous mixture of H<sub>2</sub> and helium in the ratio of 1:9) tracked by a 2&#xa0;h isothermal degassing under the argon atmosphere. Catalyst samples were then flooded for 1&#xa0;h with a gaseous mixture of 94.48% helium and 5.52% NH<sub>3</sub> at 50&#xa0;ml/min to soak the catalyst at 120&#xb0;C. The reactor was heated to 750&#xb0;C at the rate of 10&#xa0;C/min. Ammonium desorption from the surface of the catalyst was watched by a thermal conductivity detector (TCD).</p>
</sec>
</sec>
<sec id="s2-5">
<title>Kinetic Analysis</title>
<p>Under pyrolytic conditions, algal biomass is converted to volatiles and biochar. The following differential rate equation can describe this conversion.<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mtext>d&#x3b1;</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>dt</mml:mtext>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mtext>k</mml:mtext>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mtext>T</mml:mtext>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mtext>&#xa0;f</mml:mtext>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mtext>&#x3b1;</mml:mtext>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>where <inline-formula id="inf1">
<mml:math id="m2">
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>T</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf2">
<mml:math id="m3">
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> are the rate constant and reaction mechanism, respectively. <inline-formula id="inf3">
<mml:math id="m4">
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>T</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> can be expanded to show its dependency on absolute temperature <inline-formula id="inf4">
<mml:math id="m5">
<mml:mtext>T</mml:mtext>
</mml:math>
</inline-formula>, frequency factor <inline-formula id="inf5">
<mml:math id="m6">
<mml:mi>A</mml:mi>
</mml:math>
</inline-formula> and activation energy <inline-formula id="inf6">
<mml:math id="m7">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> and the universal gas constant <inline-formula id="inf7">
<mml:math id="m8">
<mml:mi mathvariant="normal">R</mml:mi>
</mml:math>
</inline-formula> as<disp-formula id="e2">
<mml:math id="m9">
<mml:mrow>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mfrac>
<mml:mrow>
<mml:mtext>d&#x3b1;</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>dt</mml:mtext>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mtext>A</mml:mtext>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mtext>E</mml:mtext>
<mml:mtext>a</mml:mtext>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mtext>RT</mml:mtext>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mtext>f</mml:mtext>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mtext>&#x3b1;</mml:mtext>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>where <inline-formula id="inf8">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the minimum energy to form an activated complex, whereas the frequency factor <inline-formula id="inf9">
<mml:math id="m11">
<mml:mi>A</mml:mi>
</mml:math>
</inline-formula> accounts for a minimum number of collisions in a specific direction to cause a reaction.</p>
<sec id="s2-5-1">
<title>Isoconversional Methods</title>
<p>Various analytical solutions of <xref ref-type="disp-formula" rid="e2">Eq. 2</xref> in differential and integral forms are used to describe the kinetics of the conversion. Friedman and Kissinger-Akahira-Sunose (KAS) are commonly used differential and integral isoconversional solutions of the rate equation.<disp-formula id="e3">
<mml:math id="m12">
<mml:mrow>
<mml:mtext>Friedman:</mml:mtext>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>ln</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mtext>d&#x3b1;</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>dt</mml:mtext>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mtext>const</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mtext>E</mml:mtext>
<mml:mtext>a</mml:mtext>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mtext>RT</mml:mtext>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>
<disp-formula id="e4">
<mml:math id="m13">
<mml:mrow>
<mml:mtext>KAS:</mml:mtext>
<mml:mi>ln</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mtext>&#x3b2;</mml:mtext>
<mml:mrow>
<mml:msup>
<mml:mtext>T</mml:mtext>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mtext>const</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mtext>E</mml:mtext>
<mml:mtext>a</mml:mtext>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mtext>RT</mml:mtext>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>
</p>
<p>Estimation of the minimum energy for a conversion <inline-formula id="inf10">
<mml:math id="m14">
<mml:mrow>
<mml:msub>
<mml:mtext>E</mml:mtext>
<mml:mtext>a</mml:mtext>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is obtained from the linear regression.</p>
</sec>
<sec id="s2-5-2">
<title>Combined Kinetics</title>
<p>Combined kinetics offers a linearized rate equation for a single-step reaction. The reaction mechanism is described by a generalized form <inline-formula id="inf11">
<mml:math id="m15">
<mml:mrow>
<mml:mtext>f</mml:mtext>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mtext>&#x3b1;</mml:mtext>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>c</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>&#x3b1;</mml:mtext>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mtext>n</mml:mtext>
</mml:msup>
<mml:msup>
<mml:mtext>&#x3b1;</mml:mtext>
<mml:mtext>m</mml:mtext>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> where c, n, and m are parameters obtained by maximizing <italic>R</italic>
<sup>2</sup> for the linear equation.<disp-formula id="e5">
<mml:math id="m16">
<mml:mrow>
<mml:mi>ln</mml:mi>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mtext>d&#x3b1;</mml:mtext>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:mtext>dt</mml:mtext>
</mml:mrow>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>&#x3b1;</mml:mtext>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mtext>n</mml:mtext>
</mml:msup>
<mml:msup>
<mml:mtext>&#x3b1;</mml:mtext>
<mml:mtext>m</mml:mtext>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>ln</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mtext>cA</mml:mtext>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mtext>E</mml:mtext>
<mml:mtext>a</mml:mtext>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mtext>RT</mml:mtext>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
</p>
</sec>
</sec>
<sec id="s2-6">
<title>Thermodynamic of Activation</title>
<p>The following correlations can describe thermodynamic parameters, such as changes in enthalpy, Gibbs free energy, and entropy.<disp-formula id="e6">
<mml:math id="m17">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mi>H</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>R</mml:mi>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>P</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>
<disp-formula id="e7">
<mml:math id="m18">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mi>G</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>R</mml:mi>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>P</mml:mi>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>ln</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>B</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>P</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>h</mml:mi>
<mml:mi>A</mml:mi>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>
<disp-formula id="e8">
<mml:math id="m19">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mi>S</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mi>H</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x394;</mml:mi>
<mml:mi>G</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>P</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>where <inline-formula id="inf12">
<mml:math id="m20">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>P</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the temperature corresponding to maximum conversion rate whereas <inline-formula id="inf13">
<mml:math id="m21">
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>B</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf14">
<mml:math id="m22">
<mml:mi>h</mml:mi>
</mml:math>
</inline-formula> are the Boltzmann and Planck constants, respectively. Activation energy in <xref ref-type="disp-formula" rid="e6">Eqs 6</xref>, <xref ref-type="disp-formula" rid="e7">7</xref> are estimated from the combined (net) reaction kinetics.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>Results and Discussion</title>
<sec id="s3-1">
<title>Biomass Characterization</title>
<p>Results on ultimate and proximate analysis of biomass are summarized in <xref ref-type="table" rid="T1">Table&#x20;1</xref>.</p>
<p>Sufficient hydrocarbons and volatile matters coupled with lower moisture content indicate better quality and high yield of biofuels. Similarly, lower sulfur content is desirable from the environmental point of view. Nitrogen is an element of protein that is a major component of microalgal biomass. Besides these major components of microalgae biomass, a sufficiently higher amount of metals (K, Na, Mg, Ca) is also present due to growth media. The presence of high metal contents makes the microalgae biomass unique from lignocellulosic biomass. These metals can act as a catalyst as well during the pyrolysis process (<xref ref-type="bibr" rid="B28">L&#xf3;pez-Gonz&#xe1;lez et&#x20;al., 2014</xref>). Pyrolysis of microalgae is a complex process than lignocellulosic biomass because of the presence of various proteins, carbohydrates, lipids, and pigments along with metals.</p>
<sec id="s3-1-1">
<title>Catalyst Characterization</title>
<p>
<xref ref-type="fig" rid="F1">Figures 1A,B</xref> shows the N<sub>2</sub>&#x2013;adsorption desperation isotherms and the corresponding pore size distribution of the catalysts. The BET surface area, total pore volume, and average pore diameter are given in <xref ref-type="table" rid="T2">Table&#x20;2</xref>. The BET surface area is 65.63&#xa0;m<sup>2</sup>/g. According to the IUPAC classification, the nitrogen adsorption-desorption isotherms for the catalyst show a typical type IV isotherm with H<sub>3</sub> hysteresis loop (observed in <italic>P/Po</italic> 0.83&#x2013;0.95), which indicated that the sample has a mesoporous texture with slit-like spores. The pore volume of the prepared catalyst is 0.52&#xa0;cm<sup>3</sup>/g. It is believed that larger pore volumes tend to help store more reactants, and interconnected porous networks facilitate the transportation of reactant molecules and products, resulting in higher reaction rates (<xref ref-type="bibr" rid="B25">Khan et&#x20;al., 2020</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>N<sub>2</sub> adsorption-desorption <bold>(A)</bold> BJH desorption branch pore size distribution <bold>(B)</bold>.</p>
</caption>
<graphic xlink:href="fenrg-09-775037-g001.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Physical properties and surface chemical composition of Ni/&#x3b8; -Al<sub>2</sub>O<sub>3</sub> pristine catalyst.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Catalyst</th>
<th align="center">BET Surface area (m<sup>2</sup>/g)</th>
<th align="center">Pore volume BJH (ml/g)</th>
<th align="center">Pore diameter BJH(&#xc5;)</th>
<th align="center">Average particle size (nm)</th>
<th align="center">Acidity (mmol NH<sub>3</sub>/g)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Ni/&#x3b8; -Al<sub>2</sub>O<sub>3</sub>
</td>
<td align="char" char=".">65.63</td>
<td align="char" char=".">0.52</td>
<td align="char" char=".">297.5</td>
<td align="char" char=".">21.08</td>
<td align="char" char=".">0.284</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>
<xref ref-type="fig" rid="F2">Figure&#x20;2</xref> shows the XRD patterns of &#x3b8;-Al<sub>2</sub>O<sub>3</sub> support and Ni/&#x3b8;-Al<sub>2</sub>O<sub>3</sub> supported catalysts. The peaks at theta values of 20.2, 32.8, 36.7 38.9, 46.2, 66.9 correspond to (201), (400), (202), (111), (311), (512) planes of pure &#x3b8;-Al<sub>2</sub>O<sub>3</sub> depending on the intensities of planes to corresponding 2&#x3b8; values (JCPDS Card No. 35&#x2013;0121). The peaks at 24.2, 33.8 37.7 45.0, and 59.6 assigned to the (005), (101), (015), (018), and (110) planes are in good agreement with the planes of &#x3b1;-nickel hydroxide (JCPDS 380715) (<xref ref-type="bibr" rid="B34">S&#xe1;nchez-De la Torre et&#x20;al., 2013</xref>). The 2&#x3b8; values of 44.09&#xb0;, 51.70&#xb0;, and 76.09&#xb0; are associated with the (111), (200), and (220) lattice planes of nickel (PCPDF-04&#x2013;0850). Unidentified peaks could be due to the presence of nickel-aluminate (<xref ref-type="bibr" rid="B23">Jim&#xe9;nez-Gonz&#xe1;lez et&#x20;al., 2013</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>XRD of &#x3b8;-Al<sub>2</sub>O<sub>3</sub> and Ni/&#x3b8;-Al<sub>2</sub>O<sub>3</sub>.</p>
</caption>
<graphic xlink:href="fenrg-09-775037-g002.tif"/>
</fig>
<p>One the main challenges with the application of nickel-based catalyst in thermo-catalytic conversions of biomass is their fast deactivation due to sintering, coking and morphological changes especially during catalyst preparation or during reaction above 600&#xb0;C (<xref ref-type="bibr" rid="B4">Adamu et&#x20;al., 2018</xref>). Therefore we conducted SEM to ascertain the morphology of the of the nickel particles on the alumina support after preparation. <xref ref-type="sec" rid="s9">Supplementary Figure S1</xref> shows the SEM image of the catalysts, with highly dispersed nickel species on the surface of the catalyst. Since the catalyst was calcined at 750&#xb0;C, it will be very stable against sintering during the biomass pyrolysis at the present reaction conditions. In particular, two types of nickel particles were observed on the theta-alumina surface. One type consist of approximately spherical particles with slight deformation and relaxed contours, connected by successive metal impregnation and annealing protocol (<xref ref-type="bibr" rid="B5">Adamu et&#x20;al., 2019</xref>). These grains belong to NiO particles, while the much smaller sized particles represent the Ni nanoparticles (<xref ref-type="bibr" rid="B34">S&#xe1;nchez-De la Torre et&#x20;al., 2013</xref>). The observed stable (post-calcination) morphology suggest that sufficiently strong metal-support interaction was achieved due to the synthesis protocol adopted for the Ni/Al<sub>2</sub>O<sub>3</sub> catalysts which was aimed to tackle sintering, as well as carbon deposition (<xref ref-type="bibr" rid="B20">Goula et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B3">Adamu et&#x20;al., 2017</xref>).</p>
</sec>
</sec>
<sec id="s3-2">
<title>Thermogravimetric Analysis</title>
<p>The pyrolytic conversion of <italic>Parachlorella kessleri</italic> HY-6 is described by three stages in <xref ref-type="fig" rid="F3">Figure&#x20;3</xref>. Differential thermogravimetric (DTG) and conversion rate at three different heating rates (5,10,20&#xa0;C/min) and three different catalyst loadings (10, 20, 30&#xa0;wt%) are tested. The higher heating rate increased the conversion rate. However, due to heat and mass transfer hindrance, the peaks shifted to higher temperatures with increasing heating rates without affecting the shape or reaction mechanism.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>
<bold>(D)</bold> TG curves of <italic>Parachlorella kessleri HY-6</italic>, <bold>(A)</bold> without catalyst, <bold>(B)</bold> with 10% catalyst, <bold>(C)</bold> with 20% catalyst, and <bold>(D)</bold> with 30% catalyst.</p>
</caption>
<graphic xlink:href="fenrg-09-775037-g003.tif"/>
</fig>
<p>Most of the moisture was removed below 150&#xb0;C during non-catalytic and catalytic pyrolysis. The primary degradation occurred in the temperature range of 150&#x2013;500&#xb0;C, resulting in a significant mass loss which is also shown by the high content of volatile matters. In this temperature range, at least three peaks are convoluted in the form of overlapping conversions, indicating complex interactions and degradations. Weight loss due to the decomposition of these structural microalgae components occurs between 200&#x2013;500&#xb0;C (<xref ref-type="bibr" rid="B36">Vuppaladadiyam et&#x20;al., 2019</xref>). Carbohydrates and part of proteins, and lipids decomposed through devolatilization during the main pyrolysis step (<xref ref-type="bibr" rid="B40">Xu et&#x20;al., 2020</xref>). Carbohydrates, proteins, lipids, and pigments undergo severe cracking in the active pyrolysis zone. As a result, various hydrocarbons, oxygen-rich, and nitrogen-containing organic compounds are formed alongside simpler non-condensable gases such as CH<sub>4</sub>, CO, CO<sub>2</sub>, H<sub>2,</sub>&#x20;etc.</p>
<p>The last stage is at &#x3e; 500&#xb0;C where mineral matter and carbon material are decomposed further. The effect of catalytic activity is evident from an additional peak between 200&#x2013;300&#xb0;C. Weight loss was almost stable after 600&#xb0;C during non-catalytic pyrolysis of biomass. However, weight loss around 800&#xb0;C was observed during catalytic pyrolysis. The residual solid mass remained at 15.9 and 19.24% at the end of non-catalytic and catalytic pyrolysis, respectively. Different decomposition patterns during catalytic pyrolysis might be due to heat and mass transfer limitations in the presence of the catalyst and its catalytic activity. At a higher catalyst dose, the left and right shoulders around the main peak almost disappeared. The corresponding increased conversion rate can be seen at a catalyst dose of 30%, reaching a peak maximum conversion rate of 0.00369&#xa0;s<sup>&#x2212;1</sup>&#xa0;at 20&#xb0;C/min.</p>
<p>Pyrolysis of microalgae is a complex process due to various types of constituent lipids, proteins, and carbohydrates. Each constituent of microalgae has a different pyrolysis mechanism. The presence of all three in one system makes the process very complicated. Lipids are made of triglycerides (TAG), phosphor- and glycolipids (<xref ref-type="bibr" rid="B17">Farooq et&#x20;al., 2013</xref>), and their relative amount depends on the growth conditions (<xref ref-type="bibr" rid="B18">Farooq, 2021</xref>). They decomposed through decarboxylation, decarbonylation, and fragmentation process. Lipids decomposed at 200&#x2013;450&#xb0;C. Proteins are made of amino acids and decomposed via dehydration, deamination, and decarboxylation reaction. Carbohydrates are decomposed by dehydration, glycosidic bond cleavage, and rearrangement (<xref ref-type="bibr" rid="B39">Wang et&#x20;al., 2017</xref>). Generally, microalgae decomposed between the temperature range of 200&#x2013;450&#xb0;C. The temperature of the maximum mass loss peaks followed the order: lipid &#x3e; protein &#x3e; carbohydrate (<xref ref-type="bibr" rid="B39">Wang et&#x20;al., 2017</xref>).</p>
<sec id="s3-2-1">
<title>Isoconversional Kinetics for Activation Energy Measurement</title>
<p>Friedman and KAS methods were used to estimate the activation energy profiles of <italic>Parachlorella kessleri</italic> HY-6 during pyrolytic conversion. Average activation energy without catalyst was recorded at 253.54 (&#xb1;58.81)kJ/mol from the Friedman method and 241.91 (&#xb1;53.05) kJ/mol from the KAS method. Below 0.2 and above 0.8 are considered uncertain conversion ranges because of heterogeneity and therefore excluded from the kinetic analysis. <xref ref-type="table" rid="T3">Table&#x20;3</xref> summarizes the activation energies of various microalgae during pyrolysis estimated from different isoconversional methods without any catalyst.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Isoconversional activation energies of different microalgal species during pyrolysis without catalyst published during 2018&#x2013;2020.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Microalgae</th>
<th align="center">Heating rate (&#xb0;C/min)</th>
<th align="center">Isoconversional method</th>
<th align="center">Apparent activation Energy (kJ/mol)</th>
<th align="center">Ref</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">
<italic>Chlorella pyrenoidosa</italic>
</td>
<td align="center">10&#x2013;40</td>
<td align="left">DAEM</td>
<td align="center">150&#x2013;275</td>
<td align="left">
<xref ref-type="bibr" rid="B20">Goula et&#x20;al. (2015)</xref>
</td>
</tr>
<tr>
<td rowspan="4" align="left">
<italic>Chlorella vulgaris</italic>
</td>
<td align="center">20&#x2013;40</td>
<td align="left">FWO, KAS</td>
<td align="center">172&#x2013;330, 172&#x2013;335</td>
<td align="left">
<xref ref-type="bibr" rid="B3">Adamu et&#x20;al. (2017)</xref>
</td>
</tr>
<tr>
<td align="center">5&#x2013;50</td>
<td align="left">Friedman</td>
<td align="center">134&#x2013;276</td>
<td align="left">
<xref ref-type="bibr" rid="B36">Vuppaladadiyam et&#x20;al. (2019)</xref>
</td>
</tr>
<tr>
<td align="center">10&#x2013;40</td>
<td align="left">Various</td>
<td align="center">136&#x2013;337</td>
<td align="left">
<xref ref-type="bibr" rid="B17">Farooq et&#x20;al. (2013)</xref>
</td>
</tr>
<tr>
<td align="center">10&#x2013;40</td>
<td align="left">Friedman, KAS</td>
<td align="center">188&#x2013;394, 182&#x2013;383</td>
<td align="left">
<xref ref-type="bibr" rid="B18">Farooq, (2021)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Dunaliella salina</italic>
</td>
<td align="center">5&#x2013;50</td>
<td align="left">Friedman</td>
<td align="center">125&#x2013;312</td>
<td align="left">
<xref ref-type="bibr" rid="B39">Wang et&#x20;al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Haematococcus pluvialis</italic>
</td>
<td align="center">5&#x2013;50</td>
<td align="left">Friedman</td>
<td align="center">99&#x2013;145</td>
<td align="left">
<xref ref-type="bibr" rid="B39">Wang et&#x20;al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Isochrysis galbana</italic>
</td>
<td align="center">10&#x2013;40</td>
<td align="left">Various</td>
<td align="center">148&#x2013;309</td>
<td rowspan="4" align="left">
<xref ref-type="bibr" rid="B17">Farooq et&#x20;al. (2013)</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Nannochloropsis gaditana</italic>
</td>
<td align="center">10&#x2013;40</td>
<td align="left">Various</td>
<td align="center">137&#x2013;373</td>
</tr>
<tr>
<td align="left">
<italic>Nannochloropsis limnetica</italic>
</td>
<td align="center">10&#x2013;40</td>
<td align="left">Various</td>
<td align="center">123&#x2013;296</td>
</tr>
<tr>
<td align="left">
<italic>Phaeodactylum tricornutum</italic>
</td>
<td align="center">10&#x2013;40</td>
<td align="left">Various</td>
<td align="center">145&#x2013;452</td>
</tr>
<tr>
<td rowspan="3" align="left">
<italic>Spirulina</italic> sp.</td>
<td align="center">5&#x2013;50</td>
<td align="left">Friedman, Starink</td>
<td align="center">106&#x2013;340, 98&#x2013;272</td>
<td align="left">
<xref ref-type="bibr" rid="B30">Marcilla et&#x20;al. (2009)</xref>
</td>
</tr>
<tr>
<td align="center">5&#x2013;50</td>
<td align="left">KAS</td>
<td align="center">163&#x2013;336</td>
<td align="left">
<xref ref-type="bibr" rid="B39">Wang et&#x20;al. (2017)</xref>
</td>
</tr>
<tr>
<td align="center">20&#x2013;50</td>
<td align="left">Friedman, FWO</td>
<td align="center">185&#x2013;356, 174&#x2013;325</td>
<td align="left">
<xref ref-type="bibr" rid="B38">Wang et&#x20;al. (2013)</xref>
</td>
</tr>
<tr>
<td rowspan="2" align="left">
<italic>Spirulina platensis</italic>
</td>
<td align="center">10&#x2013;40</td>
<td align="left">DAEM</td>
<td align="center">175&#x2013;300</td>
<td align="left">
<xref ref-type="bibr" rid="B20">Goula et&#x20;al. (2015)</xref>
</td>
</tr>
<tr>
<td align="center">10&#x2013;40</td>
<td align="left">Various</td>
<td align="center">99&#x2013;227</td>
<td align="left">
<xref ref-type="bibr" rid="B17">Farooq et&#x20;al. (2013)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>With the addition of 10% catalyst, the mean activation energy dropped to 202.88 (&#xb1;30.95) kJ/mol as estimated from the Friedman method and 186.40 (&#xb1;43.46)&#xa0;kJ/mol from the KAS method. At 20% of the catalyst dosage, the average activation energy remained at 214.75 (&#xb1;30.95)&#xa0;kJ/mol as determined by the Friedman method and 190.81 (&#xb1;49.75)&#xa0;kJ/mol from the KAS method. With 30% of catalyst dose, the activation energy decreased further to 186.29 (&#xb1;16.42) kJ/mol for the Friedman method and 166.81 (&#xb1;30.54)&#xa0;kJ/mol for the KAS method. The recorded average activation energy was least at 30% less with catalyst dosage.</p>
<p>
<xref ref-type="fig" rid="F4">Figure&#x20;4</xref> indicates the evolution of activation energy along the conversion path of <italic>Parachlorella kessleri</italic> HY-6 pyrolysis. Significant changes can be observed at lower and higher conversions. They were showing that the catalyst is effective at the lower as well as at the elevated temperature. The middle section seemed barely affected by the catalyst.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>
<bold>(A)</bold> Friedman, and <bold>(B)</bold> KAS activation energy profiles of <italic>Parachlorella kessleri</italic> HY-6 pyrolytic conversion with and without catalyst.</p>
</caption>
<graphic xlink:href="fenrg-09-775037-g004.tif"/>
</fig>
</sec>
<sec id="s3-2-2">
<title>Combined Kinetics</title>
<p>Linearized rate law uses a generalized model function to retrieve the kinetic parameters through the maximization of <italic>R</italic>
<sup>2</sup> under the assumption of a single reaction. <xref ref-type="fig" rid="F5">Figure&#x20;5</xref> compares the kinetic parameters of the pyrolytic conversion of <italic>Parachlorella kessleri</italic> HY-6 with and without catalyst determined <italic>via</italic> combined kinetics. Kinetic parameters obtained from the combined kinetic analysis elaborated the thermodynamic characteristics of the conversion as given in <xref ref-type="table" rid="T4">Table&#x20;4</xref>.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Combined kinetics of <italic>Parachlorella kessleri HY-6</italic>, <bold>(A)</bold> without catalyst, <bold>(B)</bold> with 10% catalyst, <bold>(C)</bold> with 20% catalyst, and <bold>(D)</bold> with 30% catalyst.</p>
</caption>
<graphic xlink:href="fenrg-09-775037-g005.tif"/>
</fig>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Kinetic and thermodynamic parameters of pyrolytic conversion of <italic>Parachlorella kessleri</italic> HY-6.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Heating rate (&#xba;C/min)</th>
<th align="center">d&#x3b1;/dt (s<sup>&#x2212;1</sup>)</th>
<th align="center">T<sub>p</sub>, K</th>
<th align="center">Ea (kJ/mol)</th>
<th align="center">A (s<sup>&#x2212;1</sup>)</th>
<th align="center">&#x2206;H (kJ/mol)</th>
<th align="center">&#x2206;G (kJ/mol)</th>
<th align="center">&#x2206;S (kJ/mol.K)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="8" align="center">0% Catalyst</td>
</tr>
<tr>
<td align="left">&#x2003;5</td>
<td align="center">8.04E-04</td>
<td align="char" char=".">562.36</td>
<td rowspan="2" align="char" char=".">186.50</td>
<td rowspan="2" align="center">8.68E&#x2b;15</td>
<td align="char" char=".">181.83</td>
<td align="char" char=".">155.61</td>
<td align="char" char=".">0.047</td>
</tr>
<tr>
<td align="left">&#x2003;10</td>
<td align="center">0.001608</td>
<td align="char" char=".">571.56</td>
<td align="char" char=".">181.75</td>
<td align="char" char=".">155.18</td>
<td align="char" char=".">0.046</td>
</tr>
<tr>
<td align="left">&#x2003;20</td>
<td align="center">0.00321</td>
<td align="char" char=".">582.78</td>
<td/>
<td/>
<td align="char" char=".">181.66</td>
<td align="char" char=".">154.66</td>
<td align="char" char=".">0.046</td>
</tr>
<tr>
<td colspan="8" align="center">10% Catalyst</td>
</tr>
<tr>
<td align="left">&#x2003;5</td>
<td align="center">7.96E-04</td>
<td align="char" char=".">565.55</td>
<td rowspan="2" align="char" char=".">141.90</td>
<td rowspan="2" align="center">4.36E&#x2b;11</td>
<td align="char" char=".">137.20</td>
<td align="char" char=".">157.41</td>
<td align="char" char=".">-0.036</td>
</tr>
<tr>
<td align="left">&#x2003;10</td>
<td align="center">0.001599</td>
<td align="char" char=".">573.59</td>
<td align="char" char=".">137.13</td>
<td align="char" char=".">157.70</td>
<td align="char" char=".">-0.036</td>
</tr>
<tr>
<td align="left">&#x2003;20</td>
<td align="center">0.003234</td>
<td align="char" char=".">585.47</td>
<td/>
<td/>
<td align="char" char=".">137.03</td>
<td align="char" char=".">158.12</td>
<td align="char" char=".">-0.036</td>
</tr>
<tr>
<td colspan="8" align="center">20% Catalyst</td>
</tr>
<tr>
<td align="left">&#x2003;5</td>
<td align="center">7.37E-04</td>
<td align="char" char=".">549.15</td>
<td rowspan="2" align="char" char=".">178.10</td>
<td rowspan="2" align="center">9.59E&#x2b;15</td>
<td align="char" char=".">173.53</td>
<td align="char" char=".">147.37</td>
<td align="char" char=".">0.048</td>
</tr>
<tr>
<td align="left">&#x2003;10</td>
<td align="center">0.001535</td>
<td align="char" char=".">556.30</td>
<td align="char" char=".">173.48</td>
<td align="char" char=".">147.03</td>
<td align="char" char=".">0.048</td>
</tr>
<tr>
<td align="left">&#x2003;20</td>
<td align="center">0.003282</td>
<td align="char" char=".">567.95</td>
<td/>
<td/>
<td align="char" char=".">173.38</td>
<td align="char" char=".">146.47</td>
<td align="char" char=".">0.047</td>
</tr>
<tr>
<td colspan="8" align="center">30% Catalyst</td>
</tr>
<tr>
<td align="left">&#x2003;5</td>
<td align="center">8.40E-04</td>
<td align="char" char=".">545.66</td>
<td rowspan="3" align="char" char=".">149.40</td>
<td rowspan="3" align="center">3.92E&#x2b;13</td>
<td align="char" char=".">144.86</td>
<td align="char" char=".">143.79</td>
<td align="char" char=".">0.002</td>
</tr>
<tr>
<td align="left">&#x2003;10</td>
<td align="center">0.00171</td>
<td align="char" char=".">556.61</td>
<td align="char" char=".">144.77</td>
<td align="char" char=".">143.76</td>
<td align="char" char=".">0.002</td>
</tr>
<tr>
<td align="left">&#x2003;20</td>
<td align="center">0.00369</td>
<td align="char" char=".">563.100</td>
<td align="char" char=".">144.72</td>
<td align="char" char=".">143.75</td>
<td align="char" char=".">0.002</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Positive &#x2206;H and &#x2206;G values indicate that the conversion of <italic>Parachlorella kessleri</italic> HY-6 under pyrolytic conditions with or without a catalyst is endothermic and non-spontaneous. However, the difference in E<sub>a</sub> and &#x2206;H is below 5&#xa0;kJ/mol, which shows that a small amount of energy in excess is needed to form an activated complex. Hence, the conversion can be considered favorable.</p>
</sec>
</sec>
<sec id="s3-3">
<title>Evolved Gas Analysis by TGA-FTIR</title>
<p>The relative amount of pyrolysis products (solid, liquid and gas) is affected by the composition of raw material, pyrolysis process and its experimental conditions such as temperature, heating rate, catalyst, type of catalyst, and gas flow rate. TGA coupled with FTIR is a helpful technique for analyzing the composition of evolved gases. Microalgae biomass decomposed via dehydration and depolymerization of carbohydrate fraction and produced various low molecular weight products such as CO, CO<sub>2</sub>, aldehyde, ketones, and alcohols at the temperature range of 150&#x2013;300&#xb0;C (<xref ref-type="bibr" rid="B28">L&#xf3;pez-Gonz&#xe1;lez et&#x20;al., 2014</xref>). Their characteristic bands from FTIR help to identify the primary compounds. The maximum concentration of evolved gases given by the normalized Gram-Schmidt (GS) curve coincides with the DTG curve. Normalization was carried out by dividing the Gram-Schmidt intensity with the mass of the sample without catalyst. The delay in the peak of the GS curve compared to the DTG is due to the travel time of gases from the pyrolysis reactor to the analyzer (<xref ref-type="bibr" rid="B1">Abdul Jameel et&#x20;al., 2017</xref>). The GS shows the different decomposition mechanisms during catalytic pyrolysis compared to non-catalytic. However, a detailed investigation of liquid and solid fractions is required to elucidate the pyrolysis mechanism, especially for catalytic pyrolysis.</p>
<p>The decomposition of microalgae biomass (MB) without a catalyst is shown in <xref ref-type="fig" rid="F7">Figure&#x20;7</xref> for three different decomposition steps during pyrolysis.</p>
<p>
<xref ref-type="fig" rid="F7">Figure&#x20;7A</xref> shows the IR spectra for the dehydration step, which is dominant at a temperature &#x3c;200&#xb0;C. The bands around 1,500&#xa0;cm<sup>&#x2212;1</sup> and 3,500&#x2013;4,000&#xa0;cm<sup>&#x2212;1</sup> showed bending and plane stretching of -OH groups. The results are consistent with reported results for non-catalytic pyrolysis of microalgae (<xref ref-type="bibr" rid="B30">Marcilla et&#x20;al., 2009</xref>). The IR spectra of the evolved gases during the second and most important decomposition step are given as three overlapping peaks at 291, 326, and 461&#xb0;C in <xref ref-type="fig" rid="F6">Figure&#x20;6B</xref>. It showed a complex degradation process. This figure showed different chemical bonds or functional groups via absorbance of vibrational modes of each functional group at the corresponding temperature vs wavelength (<xref ref-type="bibr" rid="B30">Marcilla et&#x20;al., 2009</xref>). The majority of vibrational modes contributed to the bands at 1800&#x2013;1,200&#xa0;cm<sup>&#x2212;1</sup>. Water is still being produced at 3,500&#x2013;4,000&#xa0;cm<sup>&#x2212;1</sup>. Strong stretching on the C&#x3d;O band appeared at 1870&#x2013;1,540&#xa0;cm<sup>&#x2212;1</sup> could be the carbonylic compounds like aldehyde etc. The band at 1,700&#x2013;1,800&#xa0;cm<sup>&#x2212;1</sup> represents the esters. Bands at 2,900&#x2013;2,800&#xa0;cm<sup>&#x2212;1</sup> described vibration of C-H bands as methyl group and methylene groups.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Thermogravimetric curves for decomposition of microalgae during non-catalytic <bold>(A)</bold> and catalytic <bold>(B)</bold> pyrolysis.</p>
</caption>
<graphic xlink:href="fenrg-09-775037-g006.tif"/>
</fig>
<p>Higher CO<sub>2</sub> and water formed during the last stage of pyrolysis of microalgae. Microalgae decomposition in the presence of Ni/&#x3b8;-Al<sub>2</sub>O<sub>3</sub> catalyst is given in <xref ref-type="fig" rid="F7">Figure&#x20;7</xref> (a&#x27;,b&#x27; and c&#x27;). The IR scan of evolved gases during catalytic pyrolysis significantly changed during the second and main decomposition stage. The evolution of water is minor during the first and second stages compared to the non-catalytic process. The intensity of all gases during the last and second stages is also reduced during the catalytic process. These patterns showed a different reaction mechanism than non-catalytic pyrolysis. It can be seen from the spectra that the release of the gases takes place at all temperatures. Release rate of CO<sub>2</sub> was intermittently in the temperature ranges of 300&#x2013;450&#xb0;C and 650&#x2013;950&#xb0;C. Absorption peaks in the range of 4,000&#x2013;3,500&#xa0;cm<sup>&#x2212;1</sup> and 1,600&#x2013;1,300&#xa0;cm<sup>&#x2212;1</sup> were due to the release of H<sub>2</sub>O from the decomposition of oxygen-containing compounds (<xref ref-type="bibr" rid="B27">Liu et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B38">Wang et&#x20;al., 2013</xref>). The absorption peak between 3,100 and 2,675&#xa0;cm<sup>&#x2212;1</sup> indicated the emission of&#x20;CH<sub>4</sub>.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>IR spectra of evolved gases from catalytic and non-catalytic pyrolysis of microalgae. Dehydration step <bold>(A)</bold> (a and a&#x2019;), main decomposition <bold>(B)</bold> (b and b&#x2019;), solid residue decomposition <bold>(C)</bold> (c and c&#x2019;).</p>
</caption>
<graphic xlink:href="fenrg-09-775037-g007.tif"/>
</fig>
<p>The release of methane was mainly from the cracking of the methoxy (&#x2013;O&#x2013;CH<sub>3</sub>) group-containing compounds (<xref ref-type="bibr" rid="B41">Yang et&#x20;al., 2007</xref>). The peaks around 2,400&#x2013;2,240&#xa0;cm<sup>&#x2212;1</sup> and 680&#x2013;660&#xa0;cm<sup>&#x2212;1</sup> are the characteristic peaks of CO<sub>2</sub>, which are mainly produced from the degradation of carbonyl (C&#x3d;O) and carboxyl (COOH) containing compounds. The peaks between 2,240 and 2060&#xa0;cm<sup>&#x2212;1</sup> were because of the CO emission, resulting from the cracking of organic compounds containing ether (C&#x2013;O&#x2013;C) and carbonyl (C&#x3d;O) functional groups (<xref ref-type="bibr" rid="B41">Yang et&#x20;al., 2007</xref>). The absorption band in the wavenumber range of 1,900&#x2013;1,600&#xa0;cm<sup>&#x2212;1</sup> can be associated with the release of aldehydes (<xref ref-type="bibr" rid="B19">Gong et&#x20;al., 2020</xref>). The evolved gases from the pyrolysis of MB were water, CH<sub>4</sub>, CO<sub>2</sub>, CO, and -HCO. According to the peak intensity, since the intensity of the peaks corresponds to the concentration of the gases (<xref ref-type="bibr" rid="B16">Fan et&#x20;al., 2020</xref>), the concentration of evolved gases is in the descending order as H<sub>2</sub>O &#x3e; CH<sub>4</sub> &#x3e; CO<sub>2</sub>&#x3e;-CHO &#x3e; CO. Gas yield increased with temperature due to secondary cracking of char and pyrolysis vapors (<xref ref-type="bibr" rid="B22">Hu et&#x20;al., 2013</xref>). The presence of Ni in the catalyst was reported to decrease the yield of water and tar (<xref ref-type="bibr" rid="B29">Lu et&#x20;al., 2020</xref>). Gas yield during the pyrolysis of biomass depends on temperature and nature of catalyst as well (<xref ref-type="bibr" rid="B15">Durak, 2016</xref>).</p>
<p>
<xref ref-type="fig" rid="F8">Figure&#x20;8</xref> shows the intensity of evolved gases during the pyrolysis of microalgae biomass at 10&#xa0;wt% Ni/&#x3b8;-Al<sub>2</sub>O<sub>3</sub> catalyst. The intensity of peaks in <xref ref-type="fig" rid="F8">Figure&#x20;8B</xref> at wave no. 1,000&#x2013;1,500 and 3,000&#x2013;3,600&#xa0;cm<sup>&#x2212;1</sup> are reduced compared to non-catalytic pyrolysis, as shown in <xref ref-type="fig" rid="F8">Figure&#x20;8A</xref>. Relative contents of evolved gases are different for both non-catalytic and catalytic pyrolysis, as shown in <xref ref-type="fig" rid="F8">Figures 8C,D</xref>, and the significant portion of evolved gas composed of CO<sub>2</sub>. The increase in CO<sub>2</sub> content could be primarily from the cracking of oxygenated organic compounds at higher temperatures (<xref ref-type="bibr" rid="B2">Abhijeet et&#x20;al., 2020</xref>). The comparison of <xref ref-type="fig" rid="F8">Figure&#x20;8D</xref> with <xref ref-type="fig" rid="F8">Figure&#x20;8C</xref> clearly showed the variation in the composition of evolved gases as evidence of the catalytic activity of the catalyst. The intensity of all gases was lower during catalytic pyrolysis at all temperatures. CO<sub>2</sub> yield decreased during catalytic pyrolysis along with the composition of all the other gases. The increase in CO<sub>2</sub> content at higher temperatures could be primarily from the cracking of oxygenated organic compounds. Gas formation increased in the presence of a catalyst at a higher temperature, as reported earlier (<xref ref-type="bibr" rid="B7">Aysu et&#x20;al., 2016</xref>). The likely reason for increase in CO<sub>2</sub> and CH<sub>4</sub> might be char gasification and reforming reactions (<xref ref-type="bibr" rid="B36">Vuppaladadiyam et&#x20;al., 2019</xref>).</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Evolved gases intensity during pyrolysis of microalgae biomass (MB) during non-catalytic <bold>(A&#x2013;C)</bold> and catalytic pyrolysis <bold>(B, D)</bold> using TGA-FTIR <bold>(A, B)</bold> 3D FTIR spectra, <bold>(C, D)</bold> Gases evolved at different temperatures.</p>
</caption>
<graphic xlink:href="fenrg-09-775037-g008.tif"/>
</fig>
<p>CO<sub>2</sub> decreased first and then increased at a temperature higher than 750&#xb0;C compared to the non-catalytic process (<xref ref-type="bibr" rid="B11">Chattopadhyay et&#x20;al., 2011</xref>). Secondary decomposition reactions become dominant at temperature &#x3e;600&#xb0;C leading to higher gas yield. Moreover, the presence of inorganic (K, Na, Mg and Ca, etc.) facilitated the carboxylation reaction and enhanced the CO<sub>2</sub> production during the decomposition of carbohydrate (<xref ref-type="bibr" rid="B8">Aysu and Sanna, 2015</xref>). <xref ref-type="fig" rid="F8">Figure&#x20;8</xref> shows a clear difference between catalytic and non-catalytic pyrolysis. However, the mechanism of pyrolysis cannot be described by variation in evolved gas analysis. Variation in solid residue and the liquid fraction must also be monitored along with gases. During pyrolysis, solid, liquid, and gas yield depends on temperature, heating rate, active metal, and nature of catalytic support (<xref ref-type="bibr" rid="B24">Kar et&#x20;al., 2019</xref>). Alumina tends to form more char due to its acidity. At higher temperature, the bio-oil and char products are converted to gas product because of secondary cracking reactions (<xref ref-type="bibr" rid="B14">Durak et&#x20;al., 2019</xref>). However, at this point, the unavailability of data on solid and, mainly, liquid fraction is the limitation of this work that will be addressed in future studies.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>This study reports the application of Ni/&#x3b8;-Al<sub>2</sub>O<sub>3</sub> catalyst during the pyrolysis of <italic>Parachlorella kessleri</italic> HY-6. Kinetic analysis shows the efficacy of Ni/&#x3b8;-Al<sub>2</sub>O<sub>3</sub> in lowering the mean activation energy of <italic>Parachlorella kessleri</italic> HY-6 during pyrolysis. The influence of the catalyst at lower and higher conversion was significant. Thermodynamic analysis indicates the process&#x2019;s non-spontaneity and endothermicity; the conversion was still favorable with less than 5&#xa0;kJ/mol of energy required to form activated complexes. FTIR analysis of evolved gases along with TGA profile showed that microalgae degrade in three important steps. The catalyst was active in accelerating the decomposition process by lowering the activation energy. The composition of the evolved gases differed with temperature and the presence of a catalyst during the pyrolysis process.</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>WF and SR write and conceptualize the work. IA obtained the funding and did kinetics analysis. MS and HA did TGA and gas analysis. SA synthesizes the catalyst. All authors reviewed the manuscript.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>The authors extend their appreciation to the Deputyship for Research and Innovation, Ministry of Education, Saudi Arabia for funding this research work through the project number (IFPIP:778-829-1442) and King Abdul Aziz University, DSR, Jeddah, Saudi Arabia.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<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="s9">
<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="s10">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fenrg.2021.775037/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fenrg.2021.775037/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Image1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Abdul Jameel</surname>
<given-names>A. G.</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Brignoli</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Telalovi&#x107;</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Elbaz</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Im</surname>
<given-names>H. G.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Heavy Fuel Oil Pyrolysis and Combustion: Kinetics and Evolved Gases Investigated by TGA-FTIR</article-title>. <source>J.&#x20;Anal. Appl. Pyrolysis</source> <volume>127</volume>, <fpage>183</fpage>&#x2013;<lpage>195</lpage>. <pub-id pub-id-type="doi">10.1016/j.jaap.2017.08.008</pub-id> </citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Abhijeet</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Swagathnath</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Rangabhashiyam</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Asok Rajkumar</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Balasubramanian</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Prediction of Pyrolytic Product Composition and Yield for Various Grass Biomass Feedstocks</article-title>. <source>Biomass Conv. Bioref.</source> <volume>10</volume>, <fpage>663</fpage>&#x2013;<lpage>674</lpage>. <pub-id pub-id-type="doi">10.1007/s13399-019-00475-5</pub-id> </citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Adamu</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Binous</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Razzak</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Hossain</surname>
<given-names>M. M.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Enhancement of Glucose Gasification by Ni/La 2 O 3&#x20;-Al 2 O 3 Towards the Thermodynamic Extremum at Supercritical Water Conditions</article-title>. <source>Renew. Energ.</source> <volume>111</volume>, <fpage>399</fpage>&#x2013;<lpage>409</lpage>. <pub-id pub-id-type="doi">10.1016/j.renene.2017.04.020</pub-id> </citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Adamu</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Razzak</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Hossain</surname>
<given-names>M. M.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Fluidizable Ni/Ce-Meso-Al2O3 for Gasification of Glucose: Effect of Catalyst Reduction on Hydrogen Selectivity</article-title>. <source>J.&#x20;Ind. Eng. Chem.</source> <volume>64</volume>, <fpage>467</fpage>&#x2013;<lpage>477</lpage>. <pub-id pub-id-type="doi">10.1016/j.jiec.2018.04.008</pub-id> </citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Adamu</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Xiong</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Bakare</surname>
<given-names>I. A.</given-names>
</name>
<name>
<surname>Hossain</surname>
<given-names>M. M.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Ni/Ce Al2O3 for Optimum Hydrogen Production from Biomass/tar Model Compounds: Role of Support Type and Ceria Modification on Desorption Kinetics</article-title>. <source>Int. J.&#x20;Hydrogen Energ.</source> <volume>44</volume>, <fpage>15811</fpage>&#x2013;<lpage>15822</lpage>. <pub-id pub-id-type="doi">10.1016/j.ijhydene.2018.12.136</pub-id> </citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ali</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Tariq</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Naqvi</surname>
<given-names>S. R.</given-names>
</name>
<name>
<surname>Khoja</surname>
<given-names>A. H.</given-names>
</name>
<name>
<surname>Mehran</surname>
<given-names>M. T.</given-names>
</name>
<name>
<surname>Naqvi</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Kinetic and Thermodynamic Analyses of Dried Oily Sludge Pyrolysis</article-title>. <source>J.&#x20;Energ. Inst.</source> <volume>95</volume>, <fpage>30</fpage>&#x2013;<lpage>40</lpage>. <pub-id pub-id-type="doi">10.1016/j.joei.2020.12.002</pub-id> </citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Aysu</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Abd Rahman</surname>
<given-names>N. A.</given-names>
</name>
<name>
<surname>Sanna</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Catalytic Pyrolysis of Tetraselmis and Isochrysis Microalgae by Nickel Ceria Based Catalysts for Hydrocarbon Production</article-title>. <source>Energy</source> <volume>103</volume>, <fpage>205</fpage>&#x2013;<lpage>214</lpage>. <pub-id pub-id-type="doi">10.1016/j.energy.2016.02.055</pub-id> </citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Aysu</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Sanna</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Nannochloropsis Algae Pyrolysis with Ceria-Based Catalysts for Production of High-Quality Bio-Oils</article-title>. <source>Bioresour. Technol.</source> <volume>194</volume>, <fpage>108</fpage>&#x2013;<lpage>116</lpage>. <pub-id pub-id-type="doi">10.1016/j.biortech.2015.07.027</pub-id> </citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Azizi</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Keshavarz Moraveji</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Abedini Najafabadi</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>A Review on Bio-Fuel Production from Microalgal Biomass by Using Pyrolysis Method</article-title>. <source>Renew. Sustain. Energ. Rev.</source> <volume>82</volume>, <fpage>3046</fpage>&#x2013;<lpage>3059</lpage>. <pub-id pub-id-type="doi">10.1016/j.rser.2017.10.033</pub-id> </citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Babich</surname>
<given-names>I. V.</given-names>
</name>
<name>
<surname>van der Hulst</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Lefferts</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Moulijn</surname>
<given-names>J.&#x20;A.</given-names>
</name>
<name>
<surname>O&#x2019;Connor</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Seshan</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Catalytic Pyrolysis of Microalgae to High-Quality Liquid Bio-Fuels</article-title>. <source>Biomass and Bioenergy</source> <volume>35</volume>, <fpage>3199</fpage>&#x2013;<lpage>3207</lpage>. <pub-id pub-id-type="doi">10.1016/j.biombioe.2011.04.043</pub-id> </citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chattopadhyay</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Son</surname>
<given-names>J.&#x20;E.</given-names>
</name>
<name>
<surname>Pak</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Preparation and Characterizations of Ni-Alumina, Ni-Ceria and Ni-Alumina/Ceria Catalysts and Their Performance in Biomass Pyrolysis</article-title>. <source>Korean J.&#x20;Chem. Eng.</source> <volume>28</volume>, <fpage>1677</fpage>&#x2013;<lpage>1683</lpage>. <pub-id pub-id-type="doi">10.1007/s11814-011-0027-3</pub-id> </citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>W.-H.</given-names>
</name>
<name>
<surname>Farooq</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Shahbaz</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Naqvi</surname>
<given-names>S. R.</given-names>
</name>
<name>
<surname>Ali</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Al-Ansari</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Current Status of Biohydrogen Production from Lignocellulosic Biomass, Technical Challenges and Commercial Potential through Pyrolysis Process</article-title>. <source>Energy</source> <volume>226</volume>, <fpage>120433</fpage>. <pub-id pub-id-type="doi">10.1016/j.energy.2021.120433</pub-id> </citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>D&#xed;az-Rey</surname>
<given-names>M. R.</given-names>
</name>
<name>
<surname>Cort&#xe9;s-Reyes</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Herrera</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Larrubia</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Amadeo</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Laborde</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Hydrogen-Rich Gas Production from Algae-Biomass by Low Temperature Catalytic Gasification</article-title>. <source>Catal. Today</source> <volume>257</volume>, <fpage>177</fpage>&#x2013;<lpage>184</lpage>. <pub-id pub-id-type="doi">10.1016/j.cattod.2014.04.035</pub-id> </citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Durak</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Genel</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Tun&#xe7;</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Pyrolysis of Black Cumin Seed: Significance of Catalyst and Temperature Product Yields and Chromatographic Characterization</article-title>. <source>J.&#x20;Liquid Chromatogr. Relat. Tech.</source> <volume>42</volume>, <fpage>331</fpage>&#x2013;<lpage>350</lpage>. <pub-id pub-id-type="doi">10.1080/10826076.2019.1593194</pub-id> </citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Durak</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Pyrolysis ofXanthium Strumariumin a Fixed Bed Reactor: Effects of boron Catalysts and Pyrolysis Parameters on Product Yields and Character</article-title>. <source>Energy Sourc. A: Recovery, Utilization, Environ. Effects</source> <volume>38</volume>, <fpage>1400</fpage>&#x2013;<lpage>1409</lpage>. <pub-id pub-id-type="doi">10.1080/15567036.2014.947446</pub-id> </citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fan</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Leng</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Algal Biorefinery to Value-Added Products by Using Combined Processes Based on Thermochemical Conversion: A Review</article-title>. <source>Algal Res.</source> <volume>47</volume>, <fpage>101819</fpage>. <pub-id pub-id-type="doi">10.1016/j.algal.2020.101819</pub-id> </citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Farooq</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>Y.-C.</given-names>
</name>
<name>
<surname>Ryu</surname>
<given-names>B.-G.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>B.-H.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>H.-S.</given-names>
</name>
<name>
<surname>Choi</surname>
<given-names>Y.-E.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Two-Stage Cultivation of Two Chlorella Sp. Strains by Simultaneous Treatment of Brewery Wastewater and Maximizing Lipid Productivity</article-title>. <source>Bioresour. Technol.</source> <volume>132</volume>, <fpage>230</fpage>&#x2013;<lpage>238</lpage>. <pub-id pub-id-type="doi">10.1016/j.biortech.2013.01.034</pub-id> </citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Farooq</surname>
<given-names>W.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Sustainable Production of Microalgae Biomass for Biofuel and Chemicals through Recycling of Water and Nutrient within the Biorefinery Context: A Review</article-title>. <source>GCB Bioenergy</source> <volume>13</volume>, <fpage>914</fpage>&#x2013;<lpage>940</lpage>. <pub-id pub-id-type="doi">10.1111/gcbb.12822</pub-id> </citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gong</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Fang</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Meng</surname>
<given-names>F.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Catalytic Pyrolysis of Chemical Extraction Residue from Microalgae Biomass</article-title>. <source>Renew. Energ.</source> <volume>148</volume>, <fpage>712</fpage>&#x2013;<lpage>719</lpage>. <pub-id pub-id-type="doi">10.1016/j.renene.2019.10.158</pub-id> </citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Goula</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Charisiou</surname>
<given-names>N. D.</given-names>
</name>
<name>
<surname>Papageridis</surname>
<given-names>K. N.</given-names>
</name>
<name>
<surname>Delimitis</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Pachatouridou</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Iliopoulou</surname>
<given-names>E. F.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Nickel on Alumina Catalysts for the Production of Hydrogen Rich Mixtures via the Biogas Dry Reforming Reaction: Influence of the Synthesis Method</article-title>. <source>Int. J.&#x20;Hydrogen Energ.</source> <volume>40</volume>, <fpage>9183</fpage>&#x2013;<lpage>9200</lpage>. <pub-id pub-id-type="doi">10.1016/j.ijhydene.2015.05.129</pub-id> </citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guo</surname>
<given-names>D.-L.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>S.-B.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Yin</surname>
<given-names>X.-L.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Q.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Catalytic Effects of NaOH and Na2CO3 Additives on Alkali Lignin Pyrolysis and Gasification</article-title>. <source>Appl. Energ.</source> <volume>95</volume>, <fpage>22</fpage>&#x2013;<lpage>30</lpage>. <pub-id pub-id-type="doi">10.1016/j.apenergy.2012.01.042</pub-id> </citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yan</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Xiao</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Bio-Oil Production through Pyrolysis of Blue-green Algae Blooms (BGAB): Product Distribution and Bio-Oil Characterization</article-title>. <source>Energy</source> <volume>52</volume>, <fpage>119</fpage>&#x2013;<lpage>125</lpage>. <pub-id pub-id-type="doi">10.1016/j.energy.2013.01.059</pub-id> </citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jim&#xe9;nez-Gonz&#xe1;lez</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Boukha</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>de Rivas</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Delgado</surname>
<given-names>J.&#x20;J.</given-names>
</name>
<name>
<surname>Cauqui</surname>
<given-names>M. &#xc1;.</given-names>
</name>
<name>
<surname>Gonz&#xe1;lez-Velasco</surname>
<given-names>J.&#x20;R.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Structural Characterisation of Ni/alumina Reforming Catalysts Activated at High Temperatures</article-title>. <source>Appl. Catal. A: Gen.</source> <volume>466</volume>, <fpage>9</fpage>&#x2013;<lpage>20</lpage>. <pub-id pub-id-type="doi">10.1016/j.apcata.2013.06.017</pub-id> </citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kar</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Kele&#x15f;</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Kaygusuz</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Comparison of Catalytic and Noncatalytic Pyrolysis and Product Yields of Some Waste Biomass Species</article-title>. <source>Int. J.&#x20;Energ. Res.</source> <volume>43</volume>, <fpage>2032</fpage>&#x2013;<lpage>2043</lpage>. <pub-id pub-id-type="doi">10.1002/er.4383</pub-id> </citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Khan</surname>
<given-names>H. A.</given-names>
</name>
<name>
<surname>Hao</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Farooq</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Catalytic Performance of Pd Catalyst Supported on Zr:Ce Modified Mesoporous Silica for Methane Oxidation</article-title>. <source>Chem. Eng. J.</source> <volume>397</volume>, <fpage>125489</fpage>. <pub-id pub-id-type="doi">10.1016/j.cej.2020.125489</pub-id> </citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname>
<given-names>X. J.</given-names>
</name>
<name>
<surname>Ong</surname>
<given-names>H. C.</given-names>
</name>
<name>
<surname>Gan</surname>
<given-names>Y. Y.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>W.-H.</given-names>
</name>
<name>
<surname>Mahlia</surname>
<given-names>T. M. I.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>State of Art Review on Conventional and Advanced Pyrolysis of Macroalgae and Microalgae for Biochar, Bio-Oil and Bio-Syngas Production</article-title>. <source>Energ. Convers. Manage.</source> <volume>210</volume>, <fpage>112707</fpage>. <pub-id pub-id-type="doi">10.1016/j.enconman.2020.112707</pub-id> </citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Luo</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Cen</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Mechanism Study of wood Lignin Pyrolysis by Using TG-FTIR Analysis</article-title>. <source>J.&#x20;Anal. Appl. Pyrolysis</source> <volume>82</volume>, <fpage>170</fpage>&#x2013;<lpage>177</lpage>. <pub-id pub-id-type="doi">10.1016/j.jaap.2008.03.007</pub-id> </citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>L&#xf3;pez-Gonz&#xe1;lez</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Fernandez-Lopez</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Valverde</surname>
<given-names>J.&#x20;L.</given-names>
</name>
<name>
<surname>Sanchez-Silva</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Pyrolysis of Three Different Types of Microalgae: Kinetic and Evolved Gas Analysis</article-title>. <source>Energy</source> <volume>73</volume>, <fpage>33</fpage>&#x2013;<lpage>43</lpage>. <pub-id pub-id-type="doi">10.1016/j.energy.2014.05.008</pub-id> </citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lu</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Cao</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Experimental Study on Catalytic Pyrolysis of Biomass over a Ni/Ca-Promoted Fe Catalyst</article-title>. <source>Fuel</source> <volume>263</volume>, <fpage>116690</fpage>. <pub-id pub-id-type="doi">10.1016/j.fuel.2019.116690</pub-id> </citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Marcilla</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>G&#xf3;mez-Siurana</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Gomis</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Ch&#xe1;puli</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Catal&#xe1;</surname>
<given-names>M. C.</given-names>
</name>
<name>
<surname>Vald&#xe9;s</surname>
<given-names>F. J.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Characterization of Microalgal Species through TGA/FTIR Analysis: Application to Nannochloropsis Sp</article-title>. <source>Thermochim. Acta</source> <volume>484</volume>, <fpage>41</fpage>&#x2013;<lpage>47</lpage>. <pub-id pub-id-type="doi">10.1016/j.tca.2008.12.005</pub-id> </citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mustapha</surname>
<given-names>S. I.</given-names>
</name>
<name>
<surname>Rawat</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Bux</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Isa</surname>
<given-names>Y. M.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Catalytic Pyrolysis of Nutrient-Stressed Scenedesmus Obliquus Microalgae for High-Quality Bio-Oil Production</article-title>. <source>Renew. Energ.</source> <volume>179</volume>, <fpage>2036</fpage>&#x2013;<lpage>2047</lpage>. <pub-id pub-id-type="doi">10.1016/j.renene.2021.08.043</pub-id> </citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Naqvi</surname>
<given-names>S. R.</given-names>
</name>
<name>
<surname>Tariq</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Hameed</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Ali</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Taqvi</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Naqvi</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Pyrolysis of High-Ash Sewage Sludge: Thermo-Kinetic Study Using TGA and Artificial Neural Networks</article-title>. <source>Fuel</source> <volume>233</volume>, <fpage>529</fpage>&#x2013;<lpage>538</lpage>. <pub-id pub-id-type="doi">10.1016/j.fuel.2018.06.089</pub-id> </citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rahemi</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Haghighi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Babaluo</surname>
<given-names>A. A.</given-names>
</name>
<name>
<surname>Jafari</surname>
<given-names>M. F.</given-names>
</name>
<name>
<surname>Estifaee</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Synthesis and Physicochemical Characterizations of Ni/Al2O3-ZrO2 Nanocatalyst Prepared via Impregnation Method and Treated with Non-thermal Plasma for CO2 Reforming of CH4</article-title>. <source>J.&#x20;Ind. Eng. Chem.</source> <volume>19</volume>, <fpage>1566</fpage>&#x2013;<lpage>1576</lpage>. <pub-id pub-id-type="doi">10.1016/j.jiec.2013.01.024</pub-id> </citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>S&#xe1;nchez-De la Torre</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>De la Rosa</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Kharisov</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Lucio-Ortiz</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Preparation and Characterization of Cu and Ni on Alumina Supports and Their Use in the Synthesis of Low-Temperature Metal-Phthalocyanine Using a Parallel-Plate Reactor</article-title>. <source>Materials</source> <volume>6</volume>, <fpage>4324</fpage>&#x2013;<lpage>4344</lpage>. <pub-id pub-id-type="doi">10.3390/ma6104324</pub-id> </citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sekar</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Mathimani</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Alagumalai</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Chi</surname>
<given-names>N. T. L.</given-names>
</name>
<name>
<surname>Duc</surname>
<given-names>P. A.</given-names>
</name>
<name>
<surname>Bhatia</surname>
<given-names>S. K.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>A Review on the Pyrolysis of Algal Biomass for Biochar and Bio-Oil - Bottlenecks and Scope</article-title>. <source>Fuel</source> <volume>283</volume>, <fpage>119190</fpage>. <pub-id pub-id-type="doi">10.1016/j.fuel.2020.119190</pub-id> </citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vuppaladadiyam</surname>
<given-names>A. K.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Soomro</surname>
<given-names>A. F.</given-names>
</name>
<name>
<surname>Memon</surname>
<given-names>M. Z.</given-names>
</name>
<name>
<surname>Dupont</surname>
<given-names>V.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Thermogravimetric and Kinetic Analysis to Discern Synergy during the Co-Pyrolysis of Microalgae and Swine Manure Digestate</article-title>. <source>Biotechnol. Biofuels.</source> <volume>12</volume>, <fpage>170</fpage>. <pub-id pub-id-type="doi">10.1186/s13068-019-1488-6</pub-id> </citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wadood</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Rana</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Basheer</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Razzaq</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Farooq</surname>
<given-names>W.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>
<italic>In Situ</italic> Transesterification of Microalgae Parachlorella Kessleri Biomass Using Sulfonated Rice Husk Solid Catalyst at Room Temperature</article-title>. <source>Bioenerg. Res.</source> <volume>13</volume>, <fpage>530</fpage>&#x2013;<lpage>541</lpage>. <pub-id pub-id-type="doi">10.1007/s12155-019-10060-3</pub-id> </citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Schobert</surname>
<given-names>H. H.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>Y. n.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>FTIR and Simultaneous TG/MS/FTIR Study of Late Permian Coals from Southern China</article-title>. <source>J.&#x20;Anal. Appl. Pyrolysis</source> <volume>100</volume>, <fpage>75</fpage>&#x2013;<lpage>80</lpage>. <pub-id pub-id-type="doi">10.1016/j.jaap.2012.11.021</pub-id> </citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Sheng</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Pyrolysis Characteristics and Pathways of Protein, Lipid and Carbohydrate Isolated from Microalgae Nannochloropsis Sp</article-title>. <source>Bioresour. Technol.</source> <volume>229</volume>, <fpage>119</fpage>&#x2013;<lpage>125</lpage>. <pub-id pub-id-type="doi">10.1016/j.biortech.2017.01.018</pub-id> </citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Peng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Dong</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Catalytic Pyrolysis and Liquefaction Behavior of Microalgae for Bio-Oil Production</article-title>. <source>Bioresour. Technol.</source> <volume>300</volume>, <fpage>122665</fpage>. <pub-id pub-id-type="doi">10.1016/j.biortech.2019.122665</pub-id> </citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Yan</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>D. H.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Characteristics of Hemicellulose, Cellulose and Lignin Pyrolysis</article-title>. <source>Fuel</source> <volume>86</volume>, <fpage>1781</fpage>&#x2013;<lpage>1788</lpage>. <pub-id pub-id-type="doi">10.1016/j.fuel.2006.12.013</pub-id> </citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zeng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Tong</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Catalytic Pyrolysis of Natural Algae from Water Blooms Over Nickel Phosphide for High Quality Bio-Oil Production</article-title>. <source>RSC Adv.</source> <volume>3</volume>, <fpage>10806</fpage>&#x2013;<lpage>10816</lpage>. <pub-id pub-id-type="doi">10.1039/C3RA23453C</pub-id> </citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhao</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Br&#xfc;ck</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Lercher</surname>
<given-names>J.&#x20;A.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Catalytic Deoxygenation of Microalgae Oil to Green Hydrocarbons</article-title>. <source>Green. Chem.</source> <volume>15</volume>, <fpage>1720</fpage>&#x2013;<lpage>1739</lpage>. <pub-id pub-id-type="doi">10.1039/C3GC40558C</pub-id> </citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhao</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zhong</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>W.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Research on Catalytic Pyrolysis of Algae Based on Py-GC/MS</article-title>. <source>R. Soc. Open Sci.</source> <volume>6</volume>, <fpage>191307</fpage>. <pub-id pub-id-type="doi">10.1098/rsos.191307</pub-id> </citation>
</ref>
</ref-list>
</back>
</article>