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<article article-type="research-article" dtd-version="1.1" specific-use="sps-1.9" 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">iei</journal-id>
			<journal-title-group>
				<journal-title>Ingeniería e Investigación</journal-title>
				<abbrev-journal-title abbrev-type="publisher">Ing. Investig.</abbrev-journal-title>
			</journal-title-group>
			<issn pub-type="ppub">0120-5609</issn>
			<publisher>
				<publisher-name>Facultad de Ingeniería, Universidad Nacional de Colombia.</publisher-name>
			</publisher>
		</journal-meta>
		<article-meta>
			<article-id pub-id-type="doi">10.15446/ing.investig.103068</article-id>
					<article-id pub-id-type="other">5</article-id>


			<article-categories>
				<subj-group subj-group-type="heading">
					<subject>Original articles</subject>
				</subj-group>
			</article-categories>
			<title-group>
				<article-title>Thermal Degradation Analysis of Mamoncillo <italic>(Melicoccus bijugatus)</italic> Waste: Thermal Behaviors, Kinetics, and Thermodynamics</article-title>
				<trans-title-group xml:lang="es">
					<trans-title>Análisis de degradación térmica de residuos de mamoncillo <italic>(Melicoccus bijugatus):</italic> comportamiento térmico, cinético y termodinámico</trans-title>
				</trans-title-group>
			</title-group>
			<contrib-group>
				<contrib contrib-type="author">
					<contrib-id contrib-id-type="orcid">0000-0002-6905-0802</contrib-id>
					<name>
						<surname>Rojas-González</surname>
						<given-names>Andrés Felipe</given-names>
					</name>
					<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
				</contrib>
				<contrib contrib-type="author">
					<contrib-id contrib-id-type="orcid">0000-0003-2190-8045</contrib-id>
					<name>
						<surname>Velasco-Sarria</surname>
						<given-names>Francisco Javier</given-names>
					</name>
					<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
				</contrib>
			</contrib-group>
			<aff id="aff1">
				<label>1</label>
				<institution content-type="original">PhD in Engineering - Chemical Engineering, Universidad del Valle, Colombia. Affiliation: Associate professor, Universidad Nacional de Colombia, Chemical Engineering Department, Colombia. E-mail: anfrojasgo@unal.edu.co</institution>
				<institution content-type="normalized">Universidad Nacional de Colombia</institution>
				<institution content-type="orgname">Universidad Nacional de Colombia</institution>
				<country country="CO">Colombia</country>
				<email>anfrojasgo@unal.edu.co</email>
			</aff>
			<aff id="aff2">
				<label>2</label>
				<institution content-type="original">PhD in Engineering, Universidad del Valle, Colombia. Affiliation: Technical director of the Fuels Combustion Laboratory, Universidad del Valle, Colombia. E-mail: francisco.velasco@correounivalle.edu.co</institution>
				<institution content-type="normalized">Universidad del Valle</institution>
				<institution content-type="orgname">Universidad del Valle</institution>
				<country country="CO">Colombia</country>
				<email>francisco.velasco@correounivalle.edu.co</email>
			</aff>
			<author-notes>
				<fn fn-type="conflict" id="fn2">
					<label>Conflicts of interest</label>
					<p> The authors declare that they have no conflict of interest that could influence the contents of this manuscript</p>
				</fn>
			</author-notes>
			<pub-date date-type="pub" publication-format="electronic">
				<day>15</day>
				<month>01</month>
				<year>2026</year>
			</pub-date>
			<pub-date date-type="collection" publication-format="electronic">
				<season>Jan-Apr</season>
				<year>2024</year>
			</pub-date>
			<volume>44</volume>
			<issue>1</issue>
			<elocation-id>e103068</elocation-id>
			<history>
				<date date-type="received">
					<day>01</day>
					<month>02</month>
					<year>2023</year>
				</date>
				<date date-type="accepted">
					<day>21</day>
					<month>07</month>
					<year>2023</year>
				</date>
			</history>
			<permissions>
				<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/" xml:lang="en">
					<license-p>This is an open-access article distributed under the terms of the Creative Commons Attribution License</license-p>
				</license>
			</permissions>
			<abstract>
				<title>ABSTRACT</title>
				<p>This research studied the thermal conversion characteristics, kinetics, and thermodynamics of <italic>mamoncillo</italic> peels and seeds using non-isothermal thermogravimetric analysis. Kinetic analysis was performed using the Kissinger-Akahira-Sunose, Flynn-Wall-Ozawa, Starink, and Friedman methods. The reaction kinetic models were obtained by means of the master-plots method for 18 different empirical reaction models, calculating the enthalpy, Gibbs free energy, and entropy as thermodynamics parameters. It was found that the average activation energy for <italic>mamoncillo</italic> peels and seeds was 238,71 and 197,60 kJ/mol, respectively. The frequency factor was found to be between 10<sup>9</sup> and 10<sup>31</sup> s<sup>-1</sup> for <italic>mamoncillo</italic> peels and between 10<sup>9</sup> and 10<sup>34</sup> s<sup>-1</sup> for <italic>mamoncillo</italic> seeds. The average values of ΔH and ΔG were also found to be 233,83 and 192,81 kJ/mol and 164,84 and 162,10 kJ/mol for <italic>mamoncillo</italic> peels and seeds, respectively. The reaction kinetic models regarding the thermal decomposition of <italic>mamoncillo</italic> peels were found to be described by the contracting cylinder (R2) and third-order (F3) models, while those for <italic>mamoncillo</italic> seeds can be described by the second-order (F2) and contracting sphere (R3) models. It was concluded that the pyrolysis process of <italic>mamoncillo</italic> waste can be described by a complex reaction mechanism, and that these wastes have thermal properties with the potential to produce bioenergy.</p>
			</abstract>
			<trans-abstract xml:lang="es">
				<title>RESUMEN</title>
				<p>En este estudio se investigaron las características de conversión térmica, cinéticas y termodinámicas de las semillas y cáscaras de mamoncillo utilizando análisis termogravimétrico no isotérmico. El análisis cinético se realizó empleando los métodos de Kissinger-Akahira-Sunose, Flynn-Wall-Ozawa, Starink y Friedman. Los modelos cinéticos de reacción se obtuvieron mediante el método de gráficas maestras para 18 modelos de reacción empíricos diferentes, y, como parámetros termodinâmicos, se calcularon la entalpia, la energía libre de Gibbs y la entropía. Se encontró que la energía de activación promedio para las cáscaras y las semillas de mamoncillo fue de 238,71 y 197,60 kJ/mol respectivamente. El factor de frecuencia estuvo entre 10<sup>9</sup> y 10<sup>31</sup> s<sup>-1</sup> para las cáscaras de mamoncillo y entre 10<sup>9</sup> y 10<sup>34</sup> s<sup>-1</sup> para las semillas de mamoncillo. También se encontró que el valor promedio de ΔH y ΔG estaba entre 233,83 y 192,81 kJ/ mol y 164,84 y 162,10 kJ/mol para las cáscaras y las semillas respectivamente. Se encontró que los modelos cinéticos de reacción para la descomposición térmica de cáscaras de mamoncillo se pueden describir mediante los modelos cilindro de contracción (R2) y de tercer orden (F3), mientras los de las semillas se pueden describir por medio de los modelos de segundo orden (F2) y esfera de contracción (R3). Se concluyó que el proceso de pirólisis de los residuos de mamoncillo se puede describir utilizando un mecanismo de reacción complejo, y que estos residuos presentan propiedades térmicas con potencial para producir bioenergía.</p>
			</trans-abstract>
			<kwd-group xml:lang="en">
				<title>Keywords:</title>
				<kwd>tkinetic models</kwd>
				<kwd>mamoncillo wastes</kwd>
				<kwd>pyrolysis</kwd>
				<kwd>thermodynamic analysis</kwd>
			</kwd-group>
			<kwd-group xml:lang="es">
				<title>Palabras clave:</title>
				<kwd>túneles</kwd>
				<kwd>método de elementos finitos</kwd>
				<kwd>Mohr-Coulomb</kwd>
				<kwd>elástico-elastoplástico</kwd>
			</kwd-group>
			<counts>
				<fig-count count="3"/>
				<table-count count="9"/>
				<equation-count count="7"/>
				<ref-count count="38"/>
				<page-count count="12"/>
			</counts>
		</article-meta>
	</front>
	<body>
		<sec sec-type="intro">
			<title>Introduction</title>
			<p>The growing global demand for electricity, thermal energy, and fuels, the deterioration of the environment, and the depletion of fossil fuel reserves have led to the search for alternative energy sources, mainly of lignocellulosic origin. One of these alternatives is lignocellulosic biomass waste (i.e., agro-industrial waste), which is characterized by being a low-cost, highly available, renewable, and sustainable material (<xref ref-type="bibr" rid="B25">Pacheco et al., 2022</xref>). Agro-industrial waste includes fruit byproducts, which mainly consist of peels and seeds. Fruit byproducts are obtained from direct consumption and/ or processing to obtain juices, jellies, wines, pulps, <italic>etc.</italic> (<xref ref-type="bibr" rid="B16">Lam et al., 2016</xref>). This biomass is composed of cellulose (3245%), hemicellulose (19-25%), lignin (14-26%), extractives, and ash (<xref ref-type="bibr" rid="B29">Rony et al., 2019</xref>).</p>
			<p>One of the fruits produced and directly consumed in the intertropical zone of America is <italic>mamoncillo,</italic> also known as <italic>mamón</italic> or <italic>quenepa</italic> (<xref ref-type="bibr" rid="B4">Calderón et al., 2021</xref>). This fruit generates peels and seeds as waste, which represent 65% of the whole fruit. <italic>Mamoncillo</italic> seeds have been studied to determine their polyphenol content and antioxidant capacity and as a source of starch (<xref ref-type="bibr" rid="B23">Moo-Huchin et al., 2020</xref>). These seeds have been used for the extraction of dyes with applications in fabric dyeing (<xref ref-type="bibr" rid="B34">Vejar et al., 2016</xref>), and studies have been conducted on their total flavonoids content, total phenolic compounds and, antioxidant activity have been evaluated (<xref ref-type="bibr" rid="B6">Can-Cauich et al., 2017</xref>).</p>
			<p>Lignocellulosic biomass can be converted to solid, liquid, and gaseous products, which are employed to obtain fuels or value-added products (<xref ref-type="bibr" rid="B15">Kumar et al., 2020</xref>). These products can be obtained through several technological routes, which can be categorized as <italic>thermochemical</italic>, <italic>biochemical,</italic> and <italic>physicochemical</italic> (<xref ref-type="bibr" rid="B3">Bridgwater, 2012</xref>). Thermochemical conversion processes can be further subdivided into combustion, gasification, liquefaction, and pyrolysis. They are used to transform biomasses into bio-oil, gaseous fuel, and biochar (<xref ref-type="bibr" rid="B11">Emiola-Sadiq et al., 2021</xref>). Pyrolysis is the simplest thermochemical conversion process to produce biochar, bio-oils, and syngas, which has industrial and ecological importance and plays an important role in the development of bioenergy systems (<xref ref-type="bibr" rid="B2">Bensidhom et al., 2021</xref>). This conversion process is considered to be efficient and low-cost, and it is classified as slow, fast, and flash pyrolysis depending on the heating rate and residence time (<xref ref-type="bibr" rid="B13">Kan et al., 2012</xref>). Fast and flash pyrolysis are used to transform biomass into bio-oil, while slow pyrolysis transforms biomass into gaseous fuel and charcoal (<xref ref-type="bibr" rid="B12">Gogoi et al., 2018</xref>).</p>
			<p>To better understand pyrolysis and its operation, it is essential to know the kinetic and thermodynamic parameters involved, as well as the thermal characteristics of the biomass (<xref ref-type="bibr" rid="B37">Yang et al., 2019</xref>; <xref ref-type="bibr" rid="B26">Pawar et al., 2021</xref>). Thermogravimetric analysis (TGA) is a powerful technique to understand the biomass pyrolysis process. This technique gives detailed information about reaction mechanisms, stability, reactivity, thermodynamic parameters, and decomposition kinetics (<xref ref-type="bibr" rid="B11">Emiola-Sadiq et al., 2021</xref>). TGA can be categorized as isothermal or non-isothermal. Non-isothermal analysis is carried out for linear heating rates, which involves heating the biomass from room temperature to a desired temperature at a desired constant heating rate (<xref ref-type="bibr" rid="B22">Mishra and Bhaske, 2014</xref>). The data obtained from non-isothermal TGA can be handled using isoconversional (model-free methods) or model-fitting methods (<xref ref-type="bibr" rid="B12">Gogoi et al., 2018</xref>). The most commonly employed model-free techniques are the Kissinger-Akahira-Sunose (KAS), Flynn-Wall-Ozawa (FWO), Starink, and Friedman methods. These are used to calculate kinetic parameters as recommended by the Kinetics Committee of the International Confederation for Thermal Analysis and Calorimetry (ICTAC) (<xref ref-type="bibr" rid="B35">Vyazovkin et al., 2011</xref>). To predict mechanisms or kinetic models, the ICTAC recommends the Coats-Redfern integral method and master-plots associated with Criado method (<xref ref-type="bibr" rid="B30">Santos et al., 2020</xref>).</p>
			<p>This study presents the thermal, kinetic, and thermodynamic analysis of <italic>mamoncillo (Melicoccus bijugatus)</italic> waste (peels and seeds) by means of pyrolysis using non-isothermal thermogravimetry at three heating rates (10, 20, and 40 °C/min). The kinetic parameters (activation energy, <italic>Eα</italic> ; pre-exponential factor, <italic>A</italic>
 <sub>
 <italic>a</italic>
</sub> ) of <italic>mamoncillo</italic> waste were determined via three integral isoconversional methods (KAS, FWO, and Starink) and a differential isoconversional method (Friedman). The mechanism or kinetic model for the thermal degradation reaction of the <italic>mamoncillo</italic> waste was established using the master-plots method and 18 different reaction mechanisms. Other thermodynamic parameters were determined, such as enthalpy (ΔH), Gibbs free energy (ΔG), and entropy (ΔS).</p>
		</sec>
		<sec sec-type="methods">
			<title>Methods</title>
			<sec>
				<title><italic>Materials</italic></title>
				<p><italic>Mamoncillo</italic> peels and seeds were collected from fruits and vegetables stores in the city of Manizales, Colombia. These wastes were reduced in size to dimensions of less than 1 cm. Then, they were dried at 45 °C until they reached constant weight in order to avoid the loss of substances with low molecular weight. Afterwards, they were reduced in size using a disc mill to obtain a powder of less than 250 pm (-60 mesh). Finally, the powdered samples were stored in plastic bags and placed in a desiccator to prevent moisture absorption.</p>
				<sec>
					<title><italic>Feedstock characterization</italic></title>
					<p>The powdered <italic>mamoncillo</italic> wastes were characterized for proximate, ultimate, and higher heating value (HHV) analysis. These tests were carried out in triplicate, and the standard deviation of the data was determined. Proximate, moisture, ash, and volatile matter analyses were carried out according to the ASTM-E871-82 (2019), ASTM E872-82 (2019), and ASTM E1577-11 standards. The fixed carbon content was determined by difference. The elemental composition of carbon, hydrogen, and nitrogen was quantified using a LECO-CHN628 analyzer, while the amount of sulfur was obtained using a LECO-S632 analyzer. The oxygen content was determined by difference, and the HHV was obtained using an SDACM3100 bomb calorimeter.</p>
				</sec>
				<sec>
					<title><italic>Thermogravimetric analysis</italic></title>
					<p>Thermal analysis experiments were performed in a TA-Instrument-Q600 simultaneous TGA-DSC thermogravimetric analyzer. Pyrolysis was carried out at three heating rates (10, 20, and 40 °C/min), heating between room temperature and 900 °C in an inert atmosphere (nitrogen) and with a gas flow of 100 ml/min. The experiments were carried out at a high nitrogen flow rate to eliminate some secondary reactions (<xref ref-type="bibr" rid="B8">Chen et al., 2017</xref>). To reduce the limiting steps of the degradation reaction due to mass and heat transfer, a sample size of 15-16 mg was maintained. Meanwhile, to reduce diffusion limitations, the samples were maintained at a particle size of less than 250 μm. This analysis was carried out in duplicate. The TGA results were used to obtain kinetic and thermodynamic parameters.</p>
				</sec>
			</sec>
			<sec>
				<title><italic>Kinetic analysis</italic></title>
				<p>In this work, the kinetic parameters and the reaction mechanism for the thermal degradation of <italic>mamoncillo</italic> peels and seeds were determined. The thermal decomposition of lignocellulosic biomass is a heterogeneous process because the biomass components undergo thermochemical reactions in the solid state, with very complex reaction mechanisms (<xref ref-type="bibr" rid="B30">Santos et al., 2020</xref>). Therefore, determining the pyrolysis kinetics of biomass requires the use of different reaction kinetic models.</p>
				<p>The so-called <italic>model-free methods</italic> are based on determining <italic>Eα</italic> without knowing the reaction's kinetic model (<xref ref-type="bibr" rid="B8">Chen et al., 2017</xref>; <xref ref-type="bibr" rid="B18">Liu et al., 2020</xref>). They are also known as <italic>isoconversional methods</italic> because i) <italic>Eα</italic> is obtained as a function of conversion, and ii), as an isoconversional principle, at a particular conversion, the reaction rate for the thermal decomposition of biomass is function of temperature (non-isothermal analysis) (<xref ref-type="bibr" rid="B32">Singh et al., 2020</xref>a). Among the most used isoconversional methods to calculate kinetic parameters are the KAS, FWO, and Starink integral methods, in addition to the Friedman differential method (Singh <italic>et al.,</italic> 2020a). The Equations of these methods are presented below: </p>
				<p>
					<disp-formula id="e1">
						<graphic xlink:href="0120-5609-iei-44-01-e103068-e1.png"/>
					</disp-formula>
				</p>
				<p>FWO method (<xref ref-type="bibr" rid="B30">Santos <italic>et al</italic>., 2020</xref>):</p>
				<p>
					<disp-formula id="e2">
						<graphic xlink:href="0120-5609-iei-44-01-e103068-e2.png"/>
					</disp-formula>
				</p>
				<p>Starink method (<xref ref-type="bibr" rid="B32">Singh <italic>et al</italic>., 2020</xref>a):</p>
				<p>
					<disp-formula id="e3">
						<graphic xlink:href="0120-5609-iei-44-01-e103068-e3.png"/>
					</disp-formula>
				</p>
				<p>Friedman method (<xref ref-type="bibr" rid="B12">Gogoi <italic>et al</italic>., 2018</xref>):</p>
				<p>
					<disp-formula id="e4">
						<graphic xlink:href="0120-5609-iei-44-01-e103068-e4.png"/>
					</disp-formula>
				</p>
				<p>where α is the fractional conversion; <italic>Eα , A</italic>
 <sub>
 <italic>a</italic>
</sub> , and <italic>T</italic>
 <sub>
 <italic>a</italic>
</sub> are the activation energy, pre-exponential factor, and absolute temperature for a value a, respectively; <italic>β</italic> is the heating rate; <italic>R</italic> is the universal gas constant (8,314 J/kmol.K); g(α) is a function that describes a reaction model in its integral form; <italic>f(α)</italic> is a function that describes a reaction model in its differential form; and <italic>C</italic> is a constant. <xref ref-type="table" rid="t1">Table 1</xref> presents the algebraic expression of 18 different reaction models, which are a function of <sup>
 <italic>
 <italic>f</italic>(<italic>α</italic>)</italic>
</sup> and <sup>g(α)</sup>.</p>
				<p>
					<table-wrap id="t1">
						<label>Table 1</label>
						<caption>
							<title>Thermal degradation kinetic models in the solid state</title>
						</caption>
						<graphic xlink:href="0120-5609-iei-44-01-e103068-gt1.jpg"/>
					</table-wrap>
				</p>
				<p>Source: <xref ref-type="bibr" rid="B11">Emiola-Sadiq et al. (2021</xref>), <xref ref-type="bibr" rid="B22">Mishra and Bhaske (2014</xref>), <xref ref-type="bibr" rid="B35">Vyazovkin et al. (2011</xref>)</p>
				<p>Here, <italic>f</italic>(0,5) and <italic>g</italic>(0,5) are functions that describe various reaction models in differential and integral form, respectively. They are evaluated at a fractional conversion of 0,5. <italic>T</italic>
 <sub>
 <italic>05</italic>
</sub> is the absolute temperature at a conversion value of 0,5. The <italic>Z(α)</italic> master-plot consists of theoretical curves from different reaction kinetic models for solid-state degradation reactions, which are independent of the kinetic parameters (<xref ref-type="bibr" rid="B36">Wang et al., 2019</xref>; <xref ref-type="bibr" rid="B33">Singh et al., 2021</xref>). In these curves, the integral and differential forms of the reaction models are combined. These curves are used to identify the most appropriate theoretical kinetic model that describes an experimental reaction process.</p>
				<p>To predict the mechanisms or kinetic model of thermal degradation reactions, the recommendations given by the ICTAC (<xref ref-type="bibr" rid="B35">Vyazovkin et al., 2011</xref> ) were followed, which involve using the master-plots method in association with the Criado method (<xref ref-type="bibr" rid="B30">Santos et al., 2020</xref>). To this effect, the following Equation was used (<xref ref-type="bibr" rid="B12">Gogoi et al., 2018</xref>; Santos <italic>et al.,</italic> 2020; <xref ref-type="bibr" rid="B1">Aboulkas et al., 2010</xref>):</p>
				<p>
					<disp-formula id="e5">
						<graphic xlink:href="0120-5609-iei-44-01-e103068-e5.png"/>
					</disp-formula>
				</p>
				<p>The theoretical master-plots were constructed by plotting for each kinetic model, while the experimental master-plot was obtained by plotting with experimental data (<xref ref-type="bibr" rid="B30">Santos et al., 2020</xref>). Both terms of Equation (5) were plotted as a function of fractional conversion. The coincidence of a theoretical master-plot with the experimental one indicates that the thermal degradation of biomass is carried out by means of the reaction kinetic model given by the theoretical master curve (<xref ref-type="bibr" rid="B1">Aboulkas et al., 2010</xref>).</p>
				<p>
					<disp-formula id="e7">
						<graphic xlink:href="0120-5609-iei-44-01-e103068-e7.png"/>
					</disp-formula>
				</p>
				<p>In this research, the four isoconversional methods (KAS, FWO, Starink, and Friedman) were used to determine <italic>E</italic>
 <sub>
 <italic>α</italic> 
</sub> . <italic>A</italic>
 <sub>
 <italic>α</italic>
</sub> was calculated by means of Equation (6), while the reaction mechanism or kinetic model (f(α)) of the thermal decomposition for <italic>mamoncillo</italic> waste was obtained using master-plots.</p>
				<sec>
					<title><italic>Thermodynamic parameters</italic></title>
					<p>The thermodynamic analysis of the mamoncillo waste was carried out by calculating the enthalpy (ΔH), Gibbs free energy (ΔG), and entropy (ΔS) via the KAS, FWO, Starink, and Friedman methods. These parameters, together with <italic>E</italic>
 <sub>
 <italic>α</italic>
</sub> and <italic>A</italic>
 <sub>
 <italic>α</italic>
</sub> 
 <italic>,</italic> allow better understanding the pyrolysis process of biomass. This analysis is fundamental to establishing the feasibility and efficiency of pyrolysis, as well as for the calculation of energy consumption or requirements (<xref ref-type="bibr" rid="B32">Singh et al., 2020</xref>a). A, ΔH, ΔG, and ΔS, are given by the following Equations (Singh <italic>et al.,</italic> 2021 ; <xref ref-type="bibr" rid="B27">Raza et al., 2022</xref>):</p>
					<p>
						<disp-formula id="e6">
							<graphic xlink:href="0120-5609-iei-44-01-e103068-e6.jpg"/>
						</disp-formula>
					</p>
					<p>where <italic>E</italic>
 <sub>
 <italic>α</italic>
</sub> is the activation energy obtained via different isoconversional methods; <italic>β</italic> denotes the heating rates; <italic>R</italic> is the universal gas constant (8,314 J/kmol.K); <italic>T</italic>
 <sub>
 <italic>m</italic>
</sub> is the peak temperature in the DTG curve; <italic>k</italic>
 <sub>
 <italic>b</italic>
</sub> is the Boltzmann constant (1,3819 x 10<sup>-23</sup> J/K); and <italic>h</italic> is the Planck constant (6,6269 x 10<sup>-34</sup> J.s) (<xref ref-type="bibr" rid="B15">Kumar et al., 2020</xref>; <xref ref-type="bibr" rid="B30">Santos et al., 2020</xref>).</p>
				</sec>
			</sec>
		</sec>
		<sec sec-type="results|discussion">
			<title>Results and discussion</title>
			<sec>
				<title><italic>Waste characterization</italic></title>
				<p>The results obtained for the proximate analysis on a dry basis, the ultimate analysis on a dry ash free basis, the atomic ratios, and the HHV of <italic>mamoncillo</italic> wastes are shown in <xref ref-type="table" rid="t2">Table 2</xref>. Note that the total moisture, ash, and fixed carbon content are higher in the peels than in the seeds. <italic>Mamoncillo</italic> peels have four times more ash content than the seeds. The peels can cause issues related to slags, corrosion, or clogging in the equipment (<xref ref-type="bibr" rid="B7">Chen et al., 2018</xref>). Additionally, a high ash content can cause poor heat generation and reduced energy conversion (<xref ref-type="bibr" rid="B32">Singh et al., 2020</xref>a). The high volatile matter contents in the seeds should facilitate ignition at low temperatures and benefit the formation of gaseous and liquid products during the pyrolysis process (<xref ref-type="bibr" rid="B30">Santos et al., 2020</xref>). These wastes have the same fixed carbon content, and they are in the range required for efficient burning, which is between 15 and 25% (Santos <italic>et al.,</italic> 2020). The empirical formulas for the peels and seeds, as obtained from the ultimate analysis, are C<sub>20</sub>H<sub>29</sub>,<sub>5</sub>O<sub>13,7</sub>N<sub>020</sub>S<sub>0,04</sub> and C<sub>20</sub>H<sub>29 4</sub>O<sub>13,9</sub>N<sub>0,14</sub>S<sub>0</sub>,<sub>03</sub>, respectively. Both wastes have the same empirical formula. These similar results lead to similar values for the the atomic ratios H/C and O/C and the HHV. However, the little difference in HHV is due to the fact that the <italic>mamoncillo</italic> peels have a higher ash content (<xref ref-type="bibr" rid="B28">Rojas and Flórez, 2019</xref>).</p>
				<p>
					<table-wrap id="t2">
						<label>Table 2</label>
						<caption>
							<title>Proximate and ultimate analysis of <italic>mamoncillo</italic> waste</title>
						</caption>
						<graphic xlink:href="0120-5609-iei-44-01-e103068-gt2.jpg"/>
						<table-wrap-foot>
							<fn id="TFN1">
								<p>*Dry basis. **Dry ash free basis.</p>
							</fn>
							<fn id="TFN2">
								<p>Source: Authors</p>
							</fn>
						</table-wrap-foot>
					</table-wrap>
				</p>
			</sec>
			<sec>
				<title><italic>Thermogravimetric analysis</italic></title>
				<p>
					<xref ref-type="fig" rid="f1">Figure 1</xref> shows the TG/DTG curves for the peels (<xref ref-type="fig" rid="f1">Figure 1</xref>a) and the seeds (<xref ref-type="fig" rid="f1">Figure 1</xref>b) at three heating rates. Note that thermal decomposition of <italic>mamoncillo</italic> waste can be described using three main zones (<xref ref-type="bibr" rid="B30">Santos et al., 2020</xref>). The first zone indicates the drying of wastes, and it is called the <italic>passive zone,</italic> where the total moisture is removed (<xref ref-type="bibr" rid="B36">Wang et al., 2019</xref>; <xref ref-type="bibr" rid="B33">Singh et al., 2021</xref>). This zone is between 30 and 170 °C for peels and 30 and 190 °C for seeds. In the second zone, the <italic>main active pyrolysis zone</italic> (<xref ref-type="bibr" rid="B11">Emiola-Sadiq et al., 2021</xref>), the elimination of volatile matter takes place, which happens between 170 and 650 °C for peels and 190 and 590 °C for seeds. In the last zone, there is char formation, with temperatures of &gt;650 and &gt;590 °C for peels and seeds, respectively. The peak temperatures for the three different heating rates are 303,22, 314,50, and 326,20 °C for peels, and 291,49, 303,17, and 315,56 °C for seeds. These results indicate that <italic>mamoncillo</italic> seeds are pyrolytically more reactive than <italic>mamoncillo</italic> peels.</p>
				<p>
					<fig id="f1">
						<label>Figure 1</label>
						<caption>
							<title>TG/DTG curves at different heating rates for a) <italic>mamoncillo</italic> peels and b) <italic>mamoncillo</italic> seeds</title>
						</caption>
						<graphic xlink:href="0120-5609-iei-44-01-e103068-gf1.jpg"/>
						<attrib>Source: Authors</attrib>
					</fig>
				</p>
			</sec>
			<sec>
				<title><italic>Kinetic analysis</italic></title>
				<p>The kinetic parameters corresponding to the pyrolysis of <italic>mamoncillo</italic> waste were evaluated by calculating <italic>E</italic>
 <sub>
 <italic>α</italic>
</sub> and <italic>A</italic>
 <sub>
 <italic>α</italic> 
</sub> via the KAS, FWO, Starink, and Friedman isoconversional methods. To obtain the kinetic properties, only the second zone in the DTG curve was considered, as it is characterized by the highest mass loss has the fraction that is considered to be pyrolysable (<xref ref-type="bibr" rid="B21">Mehmood et al., 2017</xref>).</p>
				<p>
					<xref ref-type="fig" rid="f2">Figures 2a and 2b</xref> show the variations of <italic>E</italic>
 <sub>
 <italic>α</italic>
</sub> with conversion (a=0,05-0,80) as estimated via the isoconversional methods for <italic>mamoncillo</italic> peels and seeds. Regarding mamoncillo peels, it was found that <italic>E</italic>
 <sub>
 <italic>α</italic>
</sub> varies with conversion ranges of 132,94-365,40, 134,20-357,21, 132,21-362,92 and 152,24-578,27 kJ/mol for the KAS, FWO, Starink, and Friedman methods, respectively. As for the seeds, <italic>Eα</italic> varies with conversion ranges of 120,07-389,62, 122,03-380,32, 119,44-386,94, and 135,13-491,09 kJ/mol. The average <italic>Eα</italic> for the peels are 240,15, 237,36, 238,63, and 296,84 kJ/mol for these methods. For the <italic>mamoncillo</italic> seeds, the average <italic>E</italic>
 <sub>
 <italic>α</italic>
</sub> are 198,22, 197,49, 197,10, and 228,25 kJ/mol. It was also found that, for the KAS, FWO, and Starink methods, the activation energy deviation from the average <sup>
 <italic>
 <italic>Eα</italic> 
</italic> 
</sup> was between 29 and 31% for the peels and from 33 to 35% for the seeds. For the Friedman method, these deviations were 47 and 42% for peels and seeds, respectively. These results indicate that the integral methods were more accurate than the differential method (<xref ref-type="bibr" rid="B35">Vyazovkin et al., 2011</xref>).</p>
				<p>
					<fig id="f2">
						<label>Figure 2</label>
						<caption>
							<title>Activation energy at different conversions using the KAS, FWO, Starink and Friedman methods for. a) <italic>Mamoncillo</italic> peels, b) <italic>mamoncillo</italic> seeds.</title>
						</caption>
						<graphic xlink:href="0120-5609-iei-44-01-e103068-gf2.jpg"/>
						<attrib>Source: Authors</attrib>
					</fig>
				</p>
				<p>During the pyrolysis of <italic>mamoncillo</italic> waste, <italic>E</italic>
 <sub>
 <italic>α</italic>
</sub> showed little variations with regard to the KAS, FWO, and Starink methods. For the peels, the average values obtained were 240,15, 237,36, and 238,63 kJ/mol, respectively. For the seeds, these values were 198,22, 197,49, and 197,10 kJ/ mol. Meanwhile, the Friedman method reported significant variations, with values of 296,84 and 228,25 kJ/mol for the peels and seeds, respectively. These results indicate that <italic>mamoncillo</italic> seeds are more reactive than <italic>mamoncillo</italic> peels during the pyrolysis process (<xref ref-type="bibr" rid="B32">Singh et al., 2020</xref>a). Moreover, <xref ref-type="fig" rid="f2">Figure 2</xref> shows that conversions of up to 0,20 and low <italic>Eα</italic> values (184 kJ/mol for peels and 161 kJ/mol for seeds) are needed to break the weaker bonds between molecules and remove light components. This indicates the start of the pyrolysis reaction (<xref ref-type="bibr" rid="B26">Pawar et al., 2021</xref>). For conversions between 0,20 and 0,70, the value of <italic>Eα</italic> increases to 270 kJ/mol for peels and 201 kJ/mol for seeds. This may be mainly due to cellulose as well as hemicellulose pyrolysis (<xref ref-type="bibr" rid="B30">Santos et al., 2020</xref>). For conversions greater than 0,70, a higher <italic>Eα</italic> was found, which is due to lignin pyrolysis (Pawar <italic>et al.,</italic> 2021).</p>
				<p>As mentioned earlier, model-free methods can generally be split into two categories: differential and integral. These are used for estimating kinetic parameters (pre-exponential factor, activation energy, and reaction order) (<xref ref-type="bibr" rid="B35">Vyazovkin et al., 2011</xref>). The activation energy may show differences depending on the method used for calculation. These differences are due to the inherent and unavoidable inaccuracy and imprecision of differential methods. Therefore, they can sometimes exhibit numerical instability when compared to integral methods; when the reaction heat varies noticeably with the temperature program and when they are applied to differential data, their accuracy can be limited due to the difficulty in determining the baseline (Vyazovkin <italic>et al.,</italic> 2011; <xref ref-type="bibr" rid="B5">Cai et al., 2018</xref>). The Friedman method is the most general isoconversional differential technique, and it requires derivative conversion data, which leads it to be numerically unstable and sensitive to noise (Cai <italic>et al.,</italic> 2018). In fact, in this work, the Friedman method showed a higher average <italic>Eα</italic> than KAS, FWO, and Starink for both <italic>mamoncillo</italic> wastes. This behavior can also be explained by the fact that the Friedman method normally depends on the instantaneous rate of biomass conversion without any pre-assumptions, which it is not possible in integral methods (<xref ref-type="bibr" rid="B26">Pawar et al., 2021</xref>). The authors used this method for the sake of comparison, but they do not recommend using it.</p>
				<p>
					<xref ref-type="table" rid="t3">Table 3</xref> presents the variations in <italic>A</italic>
 <sub>
 <italic>a</italic>
</sub> with conversion (α=0,05-0,80) at 10 °C/min as estimated via isoconversional methods for <italic>mamoncillo</italic> waste. This factor, also called the <italic>frequency factor,</italic> measures the frequency of active collision that occurs between the reactant molecules. It is used to explain the chemistry of the pyrolysis reaction, and it serves to optimize the experimental conditions of pyrolytic processes (<xref ref-type="bibr" rid="B30">Santos et al., 2020</xref>). It is known that, for <italic>A</italic>
 <sub>
 <italic>α</italic>
</sub> &lt;10<sup>9</sup> s<sup>-1</sup>, only surface reactions are taking place, while <italic>A</italic>
 <sub>
 <italic>a</italic>
</sub> &gt;10<sup>9</sup> s<sup>-1</sup> indicates that i) there is a complex reaction, which does not depend on the contact surface area; ii) a high collision of molecules is required; and iii) a high <italic>Eα</italic> is needed for biomass pyrolysis (<xref ref-type="bibr" rid="B14">Kaur et al., 2017</xref>). In our study, the <italic>A</italic>
 <sub>
 <italic>a</italic>
</sub> values calculated via the KAS, FWO, and Starink methods were found to be between 10<sup>9</sup> and 10<sup>31</sup> s<sup>-1</sup> for peels and between 10<sup>9</sup> and 10<sup>34</sup> s<sup>-1</sup> for seeds. It was found that <italic>A</italic>
 <sub>
 <italic>α</italic>
</sub> varies with conversion as <sup>
 <italic>
 <italic>Eα</italic> 
</italic> 
</sup> changes, <italic>i.e., A</italic>
 <sub>
 <italic>a</italic>
</sub> increases when the conversion is higher.</p>
				<p>
					<table-wrap id="t3">
						<label>Table 3</label>
						<caption>
							<title>Pre-exponential factor ( <italic>A</italic>
 <sub>
 <italic>α</italic>
</sub> ) for <italic>mamoncillo</italic> wastes <italic>vs.</italic> the degree of conversion at 10 °C/min</title>
						</caption>
						<graphic xlink:href="0120-5609-iei-44-01-e103068-gt3.jpg"/>
						<table-wrap-foot>
							<fn id="TFN3">
								<p>Source: Authors</p>
							</fn>
						</table-wrap-foot>
					</table-wrap>
				</p>
				<p>It was also found that <italic>A</italic>
 <sub>
 <italic>α</italic>
</sub> decreases with the increase in heating rate. This indicates that, at low conversions (&lt;0,20), the reactivity of the thermal decomposition of <italic>mamoncillo</italic> wastes is low, with the highest values at high conversion (<xref ref-type="bibr" rid="B32">Singh et al., 2020</xref>a). </p>
			</sec>
			<sec>
				<title><italic>Reaction kinetic models</italic></title>
				<p>We predicted the reaction model during the pyrolysis of mamoncillo waste using 18 reaction kinetic models (solidstate mechanisms) with the corresponding experimental and theoretical master-plot curves. The experimental and theoretical curves at 10 °C/min are presented in <xref ref-type="fig" rid="f3">Figure 3</xref>.</p>
				<p>
					<fig id="f3">
						<label>Figure 3</label>
						<caption>
							<title>Master-plots for different kinetic models and experimental data at 10 °C/min for a) mamoncillo peels and b) <italic>mamoncillo</italic> seeds</title>
						</caption>
						<graphic xlink:href="0120-5609-iei-44-01-e103068-gf3.jpg"/>
						<attrib>Source: Authors</attrib>
					</fig>
				</p>
				<p>Regarding the <italic>mamoncillo</italic> peels, it can be seen (<xref ref-type="fig" rid="f3">Figure 3</xref>a) that, for conversions from 0,05 to 0,50, the experimental curve almost overlaps the R2 model or the contracting cylinder model, and, for conversion ranges between 0,50 and 0,80 the experimental curve is close to the F3 model or the third-order reaction model. It can be concluded that the decomposition of <italic>mamoncillo</italic> peels in each conversion range (0,05-0,50 and 0,50-0,80) can be described by a single reaction model. Meanwhile, regarding the <italic>mamoncillo</italic> seeds (<xref ref-type="fig" rid="f3">Figure 3</xref>b), note that, for conversions between 0,05 and 0,50, the experimental curve is close to the F2 model or the second-order reaction model, and, for conversion ranges of 0,50-0,80, the experimental curve almost overlaps the R3 model or the contracting sphere model. This indicates that the pyrolysis of <italic>mamoncillo</italic> seeds can be described by a complex reaction mechanism.</p>
			</sec>
			<sec>
				<title><italic>Thermodynamic parameters</italic></title>
				<p>The thermodynamic parameters ΔH, ΔG, and ΔS involved in the thermal decomposition of mamoncillo wastes were calculated using the activation energy obtained via the KAS, FWO, Starink, and Friedman methods. The values of ΔH, ΔG, and ΔS were calculated using Equations (7) to (9). The changes in ΔH, ΔG and ΔS with the conversion value at 10°C/min are reported in <xref ref-type="table" rid="t4">Tables 4</xref> - 9, respectively. ΔH is the minimum energy required by the biomass to form products during pyrolysis (<xref ref-type="bibr" rid="B33">Singh et al., 2021</xref>; <xref ref-type="bibr" rid="B14">Kaur et al., 2017</xref>). Thereupon, AH evaluates the total energy consumed in the conversion of <italic>mamoncillo</italic> waste into products (<xref ref-type="bibr" rid="B30">Santos et al., 2020</xref>). AG represents the increase in the system's total energy for the formation of activated complexes (<xref ref-type="bibr" rid="B19">Maia and Morais, 2016</xref>), and it can be used to determine whether the reactions are spontaneous. A negative AG value indicates the occurrence of spontaneous reactions, while a positive value denotes a nonspontaneous reaction (<xref ref-type="bibr" rid="B9">Chen et al., 2023</xref>). Meanwhile, ΔS is associated with the measure of randomness or disorder of energy and matter in a system, as well as to the formation of new chemical compounds (<xref ref-type="bibr" rid="B15">Kumar et al., 2020</xref>).</p>
				<p>
					<table-wrap id="t4">
						<label>Table 4</label>
						<caption>
							<title>ΔH variations with conversion at 10 °C/min for <italic>mamoncillo</italic> peels for the KAS, FWO, Starink, and Friedman methods</title>
						</caption>
						<graphic xlink:href="0120-5609-iei-44-01-e103068-gt4.jpg"/>
						<table-wrap-foot>
							<fn id="TFN4">
								<p>Source: Authors</p>
							</fn>
						</table-wrap-foot>
					</table-wrap>
				</p>
				<p>In <xref ref-type="table" rid="t4">Tables 4</xref> and <xref ref-type="table" rid="t5">5</xref>, it can be seen that, for both wastes, i) ΔH increases with conversion for all methods except for Friedman; ii) the average values are similar for the KAS, FWO, and Starink methods; iii) the H values for the Friedman method are higher than those of KAS, FWO, and Starink; iv) the AH values for <italic>mamoncillo</italic> seeds are lower than those reported for <italic>mamoncillo</italic> peels; and v) all ΔH values are positive.</p>
				<p>
					<table-wrap id="t5">
						<label>Table 5</label>
						<caption>
							<title>ΔH variations with conversion at 10 °C/min for <italic>mamoncillo</italic> peels for the KAS, FWO, Starink, and Friedman methods</title>
						</caption>
						<graphic xlink:href="0120-5609-iei-44-01-e103068-gt5.jpg"/>
						<table-wrap-foot>
							<fn id="TFN5">
								<p>Source: Authors</p>
							</fn>
						</table-wrap-foot>
					</table-wrap>
				</p>
				<p>Positive ΔH values indicate that the thermal degradation of <italic>mamoncillo</italic> wastes took place via endothermic reactions. This means that an external source of heat is required to transform biomass into gas, oil, and charcoal during the pyrolysis process (<xref ref-type="bibr" rid="B8">Chen et al., 2017</xref>; <xref ref-type="bibr" rid="B15">Kumar et al., 2020</xref>). It was found that the difference between the values of <italic>Eα</italic> and AH at each conversion level is less than 5 kJ/mol. This small difference indicates the formation of low-energy activated complexes in the product-forming potential barrier (<xref ref-type="bibr" rid="B30">Santos et al., 2020</xref>). Therefore, the pyrolysis of <italic>mamoncillo</italic> wastes for energy generation is viable (Kumar <italic>et al.,</italic> 2020; Santos <italic>et al.,</italic> 2020). Moreover, for the <italic>mamoncillo</italic> peels, the average ΔH values at three heating rates (10, 20, and 40°C/ min) for the KAS, FWO, Starink, and Friedman methods were 235,27 ± 0,10, 232,47 ± 0,10, 233,74 ± 0,10, and 291,95 ± 0,10 kJ/mol, respectively. For <italic>mamoncillo</italic> seeds, these values were 193,42 ± 0,10, 192,70 ± 0,10, 192,30 ± 0,10, and 223,46 ± 0,10 kJ/mol, respectively. These results show that the effect of the heating rate on AH is negligible. Similar results were reported for banana leaves (<xref ref-type="bibr" rid="B32">Singh et al., 2020</xref>a) and acai seeds (Santos <italic>et al.,</italic> 2020). It can be seen that <italic>mamoncillo</italic> seeds consume less total energy than <italic>mamoncillo</italic> peels during their conversion into products.</p>
				<p>The variations in ΔG with the conversion level for <italic>mamoncillo</italic> peels and seeds as obtained via the KAS, FWO, Starink, and Friedman methods are shown in <xref ref-type="table" rid="t6">Tables 6</xref> and <xref ref-type="table" rid="t7">7</xref>. The average AG values for <italic>mamoncillo</italic> waste are in the range between 162 and 164 kJ/mol. The ΔG values are similar for both wastes. However, the average ΔG values the peels were slightly higher than those obtained for the seeds, which means that, for thermal decomposition, peels require more heat. Similar results have been reported for the pyrolysis of agricultural residues (<xref ref-type="bibr" rid="B8">Chen et al., 2017</xref>). In addition, ΔG was found to decrease with conversions of 0,05-0,80, implying that the energy of the reaction system decreased when the pyrolysis started (<xref ref-type="bibr" rid="B38">Yuan et al., 2017</xref>). It was also found that, for both wastes, ΔG is positive, which indicates that the thermal decomposition reaction is nonspontaneous. Therefore, this reaction requires energy consumption for the chemical bonds to break. This result suggests that the reactivity of the thermal degradation was low and that the pyrolysis process requires an external energy source to obtain the activated complex (Chen <italic>et al.,</italic> 2017).</p>
				<p>
					<table-wrap id="t6">
						<label>Table 6</label>
						<caption>
							<title>ΔG variations with conversion at 10 °C/min for <italic>mamoncillo</italic> peels for the KAS, FWO, Starink, and Friedman methods</title>
						</caption>
						<graphic xlink:href="0120-5609-iei-44-01-e103068-gt6.jpg"/>
						<table-wrap-foot>
							<fn id="TFN6">
								<p>Source: Authors</p>
							</fn>
						</table-wrap-foot>
					</table-wrap>
				</p>
				<p>
					<table-wrap id="t7">
						<label>Table 7</label>
						<caption>
							<title>ΔG variations with conversion at 10 °C/min for <italic>mamoncillo</italic> peels for the KAS, FWO, Starink, and Friedman methods</title>
						</caption>
						<graphic xlink:href="0120-5609-iei-44-01-e103068-gt7.jpg"/>
						<table-wrap-foot>
							<fn id="TFN7">
								<p>Source: Authors</p>
							</fn>
						</table-wrap-foot>
					</table-wrap>
				</p>
				<p>
					<xref ref-type="table" rid="t8">Tables 8</xref> and <xref ref-type="table" rid="t9">9</xref> present the variations in AS with the conversion level for <italic>mamoncillo</italic> peels and seeds as obtained via the KAS, FWO, Starink, and Friedman methods. ΔS is negative at conversion of up to 0,10 for the peels, and the seeds exhibit negative values up to a fractional conversion of 0,30. Low ΔS values indicate that these wastes undergo small physical and chemical charges during thermal degradation, transitioning to a new condition close to thermodynamic equilibrium (<xref ref-type="bibr" rid="B10">Dhyani et al., 2017</xref>), increasing the pyrolysis reaction time (<xref ref-type="bibr" rid="B32">Singh et al., 2020</xref>b). For high ΔS values, the reactivity is high, the reaction time decreases, and the process is far from thermodynamic equilibrium (Singh <italic>et</italic> al., 2021; <xref ref-type="bibr" rid="B20">Mallick et al., 2018</xref>). Here, ΔS increased when the fractional conversion increased for the KAS, FWO, and Starink methods and both wastes, implying that the pyrolysis was far from reaching equilibrium. The ΔS values calculated via the Friedman method are all negative for <italic>mamoncillo</italic> waste. ΔS followed similar trend as ΔH and <italic>
 <italic>E</italic>
</italic> 
 <sub>
 <italic>α</italic>
</sub> 
 <italic>,</italic> which increased with the increasing fractional conversion. This can be attributed to the fact that the reaction rate increased for the 0,05-0,80 conversions (Singh <italic>et al.,</italic> 2021).</p>
				<p>
					<table-wrap id="t8">
						<label>Table 8</label>
						<caption>
							<title>ΔS variations with conversion at 10 °C/min for <italic>mamoncillo</italic> peels for the KAS, FWO, Starink, and Friedman methods</title>
						</caption>
						<graphic xlink:href="0120-5609-iei-44-01-e103068-gt8.jpg"/>
						<table-wrap-foot>
							<fn id="TFN8">
								<p>Source: Authors</p>
							</fn>
						</table-wrap-foot>
					</table-wrap>
				</p>
				<p>
					<table-wrap id="t9">
						<label>Table 9</label>
						<caption>
							<title>ΔS variations with conversion at 10 °C/min for <italic>mamoncillo</italic> peels for the KAS, FWO, Starink, and Friedman methods</title>
						</caption>
						<graphic xlink:href="0120-5609-iei-44-01-e103068-gt9.jpg"/>
						<table-wrap-foot>
							<fn id="TFN9">
								<p>Source: Authors</p>
							</fn>
						</table-wrap-foot>
					</table-wrap>
				</p>
				<p>The knowledge of thermogravimetric, kinetic, and thermodynamic parameters is fundamental in determining the feasibility and efficiency of the pyrolysis process, designing pyrolyzers, determining the energy balance, and calculating the energy consumption or requirements (<xref ref-type="bibr" rid="B15">Kumar et al., 2020</xref>, <xref ref-type="bibr" rid="B32">Singh et al., 2020</xref>a). These parameters can be used to determine the optimal operating conditions to obtain a specific pyrolysis product (bio-oil, biochar, and syngas) (<xref ref-type="bibr" rid="B17">Li et al., 2023</xref>) from <italic>mamoncillo</italic> wastes. Therefore, this study can contribute to understanding <italic>mamoncillo</italic> waste pyrolysis and its future applications. For example, it was found that these wastes have an ignition temperature (<xref ref-type="fig" rid="f1">Figure 1</xref>) between 210 °C (peels) and 250 °C (seeds), as well as high volatile matter contents (between 77 and 84% on a dry basis). This indicates that the pyrolysis of these wastes can produce more bio-oil than biochar and syngas (<xref ref-type="bibr" rid="B24">Nawaz et al., 2021</xref>). On the other hand, by controlling the operating conditions, it is possible to produce a higher proportion of biochar than bio-oil and syngas, or a higher proportion of syngas than bio-oil and biochar. These wastes have different applications. Bio-oil can be used as solid biofuel for cooking purposes and domestic heating, or as a solvent for extracting important chemical compounds. Biochar can be used as a soil and water conditioner (it is a good biosorbent), as a solid fuel for cooking purposes and domestic heating, or as a supercapacitor (Nawaz <italic>et al.,</italic> 2021; Li <italic>et al.,</italic> 2023). On the other hand, condensable gases or synthesis gas (syngas) can be used as a biofuel for combustion engines or boilers (Nawaz <italic>et al.,</italic> 2021).</p>
			</sec>
		</sec>
		<sec sec-type="conclusions">
			<title>Conclusions</title>
			<p>The kinetics involved in the thermal degradation of mamoncillo peels and seeds was determined by means of TGA experiments at three heating rates (10, 20, and 40 °C/ min). The <italic>
 <italic>E</italic>
</italic> 
 <sub>
 <italic>α</italic>
</sub> and the frequency factor were calculated using four isoconversional methods (KAS, FWO, Starink, and Friedman). The was found to be slightly constant in the 0,15-0,50 conversion range, but <italic>
 <italic>E</italic>
</italic> 
 <sub>
 <italic>α</italic>
</sub> increased with increases between 0,50 to 0,80, suggesting that the studied pyrolysis was a multistep process. The frequency factor values were found to be between 10<sup>9</sup> and 10<sup>34</sup> s<sup>-1</sup>, which indicates that thermal degradation occurred under complex reactions. The optimal kinetic models for the pyrolysis of <italic>mamoncillo</italic> peels were R2, or the contracting cylinder model, in the conversion range of 0,05-0,50 and the F3, or the third-order reaction model, in the conversion range of 0,50-0,80. Meanwhile, for <italic>mamoncillo</italic> seeds, the optimal kinetic models were F2, or the second-order reaction model, in the conversion range of 0,05-0,50 and R3, or the contracting sphere model, in the conversion range of 0,50-0,80. This indicates that the pyrolysis of <italic>mamoncillo</italic> wastes can be characterized by a complex reaction mechanism. The results obtained for the thermodynamic parameters (ΔH, ΔG, and ΔS) suggest that <italic>mamoncillo</italic> waste has properties associated with a potential use as a bioenergy source. The positive AH, positive AG, and negative ΔS values confirm that the studied pyrolysis process is endothermic and nonspontaneous.</p>
		</sec>
	</body>
	<back>
		<ack>
			<title>Acknowledgements</title>
			<p>The authors are grateful for the financial support provided by Universidad Nacional de Colombia, as well as for the technical support provided by Universidad del Valle during this study.</p>
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			<fn fn-type="other" id="fn1">
				<label>CRedit author statement</label>
				<p> Andrés Felipe Rojas-González conceived the id <italic>E</italic>
 <sub>
 <italic>α</italic>
</sub> and did the background research, collected the data, developed the workflow, performed the assessment, supervised the research, and provided critical feedback. Francisco Javier Velasco-Sarria helped to do the background research, collected literature data, conducted the formal analysis, collected experimental data, and provided critical feedback. All authors contributed to writing the manuscript and approved its definitive version for publication.</p>
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