<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>0124-8170</journal-id>
<journal-title><![CDATA[Ciencia e Ingeniería Neogranadina]]></journal-title>
<abbrev-journal-title><![CDATA[Cienc. Ing. Neogranad.]]></abbrev-journal-title>
<issn>0124-8170</issn>
<publisher>
<publisher-name><![CDATA[Universidad Militar Nueva Granada]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0124-81702022000100115</article-id>
<article-id pub-id-type="doi">10.18359/rcin.5811</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[A Multiobjective Stochastic Optimization Scheme for the Problem of Chemical Production for Sugarcane Companies]]></article-title>
<article-title xml:lang="es"><![CDATA[Un esquema de optimización estocástica multiobjetivo para el problema de la producción química para empresas de caña de azúcar]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Perea Valencia]]></surname>
<given-names><![CDATA[Heiver]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Escobar]]></surname>
<given-names><![CDATA[John Willmer]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Ocampo Duque]]></surname>
<given-names><![CDATA[William]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Pontificia Universidad Javeriana Department of Civil and Industrial Engineering ]]></institution>
<addr-line><![CDATA[Cali ]]></addr-line>
<country>Colombia</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Faculty of Business Management  Department of Accounting and Finance]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
</aff>
<aff id="Af3">
<institution><![CDATA[,Pontificia Universidad Javeriana  ]]></institution>
<addr-line><![CDATA[Cali ]]></addr-line>
<country>Colombia</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>06</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>06</month>
<year>2022</year>
</pub-date>
<volume>32</volume>
<numero>1</numero>
<fpage>115</fpage>
<lpage>136</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_arttext&amp;pid=S0124-81702022000100115&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_abstract&amp;pid=S0124-81702022000100115&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_pdf&amp;pid=S0124-81702022000100115&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract: This paper presents a multiobjective optimization stochastic scheme for production planning for sugarcane companies under uncertainty. The proposed approach considers three stages. The first stage comprises the mass and energy balances for determining process flows. The second stage considers the formulation of a Multiobjective Deterministic Model (MODM) by considering two objective functions: maximizing the gross margin and minimizing the environmental impact. The MODM is given by different production plans that respond differently to the parameters' variability under uncertainty. Finally, the last stage considers stochastic elements (i.e., product prices, demands, and costs) within the deterministic scheme to obtain a Multiobjective Stochastic Model (MOSM). A case study's computational results based on the Colombian sugarcane industry show the proposed scheme's effectiveness. Results include the investment strategy for optimal production planning with an analysis of the parameters' uncertainty on the economic performance of the planning production configurations.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen: Este artículo presenta un esquema de optimización estocástica multiobjetivo para la planificación de la producción de empresas cañeras bajo incertidumbre. El enfoque propuesto considera tres etapas. La primera etapa comprende los balances de masa y energía para determinar los flujos del proceso. La segunda etapa considera la formulación de un Modelo Determinístico Multiobjetivo (MÜDM, por sus siglas en inglés) considerando dos funciones objetivo: maximizar el margen bruto y minimizar el impacto ambiental. El MÜDM está dado por diferentes planes de producción que responden de manera diferente a la variabilidad de los parámetros bajo incertidumbre. Finalmente, la última etapa considera elementos estocásticos (es decir, precios de productos, demandas y costos) dentro del esquema determinista para obtener un Modelo Estocástico Multiobjetivo (MÜSM, por sus siglas en inglés). Los resultados computacionales de un estudio de caso con base en la industria de la caña de azúcar colombiana muestran la efectividad del esquema propuesto. Los resultados incluyen la estrategia de inversión para la planificación óptima de la producción con un análisis de la incertidumbre de los parámetros en el rendimiento económico de las configuraciones de producción planificadas.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Multiobjective optimization]]></kwd>
<kwd lng="en"><![CDATA[stochastic modeling]]></kwd>
<kwd lng="en"><![CDATA[bioethanol]]></kwd>
<kwd lng="en"><![CDATA[bioplastic]]></kwd>
<kwd lng="en"><![CDATA[bioenergy]]></kwd>
<kwd lng="en"><![CDATA[biomass]]></kwd>
<kwd lng="en"><![CDATA[environmental impacts]]></kwd>
<kwd lng="es"><![CDATA[optimización multiobjetivo]]></kwd>
<kwd lng="es"><![CDATA[modelado estocástico]]></kwd>
<kwd lng="es"><![CDATA[bioetanol]]></kwd>
<kwd lng="es"><![CDATA[bioplástico]]></kwd>
<kwd lng="es"><![CDATA[bioenergía]]></kwd>
<kwd lng="es"><![CDATA[biomasa]]></kwd>
<kwd lng="es"><![CDATA[impactos ambientales]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<label>[1]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Filho]]></surname>
<given-names><![CDATA[M. Villela]]></given-names>
</name>
<name>
<surname><![CDATA[C]]></surname>
<given-names><![CDATA[Araujo]]></given-names>
</name>
<name>
<surname><![CDATA[Bonfá]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Porto]]></surname>
<given-names><![CDATA[W]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Chemistry based on renewable raw materials: perspectives for a sugar cane-based biorefinery]]></article-title>
<source><![CDATA[Enzyme Res]]></source>
<year>2011</year>
<volume>2011</volume>
<page-range>1-8</page-range></nlm-citation>
</ref>
<ref id="B2">
<label>[2]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sammons Jr]]></surname>
<given-names><![CDATA[N. E.]]></given-names>
</name>
<name>
<surname><![CDATA[Yuan]]></surname>
<given-names><![CDATA[W]]></given-names>
</name>
<name>
<surname><![CDATA[Eden]]></surname>
<given-names><![CDATA[M. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Aksoy]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
<name>
<surname><![CDATA[Cullinan]]></surname>
<given-names><![CDATA[H. T.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Optimal biorefinery product allocation by combining process and economic modeling]]></article-title>
<source><![CDATA[Chem. Eng. Res. Des]]></source>
<year>2008</year>
<volume>86</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>800-8</page-range></nlm-citation>
</ref>
<ref id="B3">
<label>[3]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zondervan]]></surname>
<given-names><![CDATA[E]]></given-names>
</name>
<name>
<surname><![CDATA[Nawaz]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Haan]]></surname>
<given-names><![CDATA[A. B. de]]></given-names>
</name>
<name>
<surname><![CDATA[Woodley]]></surname>
<given-names><![CDATA[J. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Gani]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Optimal design of a multi-product biorefinery system]]></article-title>
<source><![CDATA[Comput. Chem. Eng]]></source>
<year>2011</year>
<volume>35</volume>
<numero>9</numero>
<issue>9</issue>
<page-range>1752-66</page-range></nlm-citation>
</ref>
<ref id="B4">
<label>[4]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Illukpitiya]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
<name>
<surname><![CDATA[Yanagida]]></surname>
<given-names><![CDATA[J. F.]]></given-names>
</name>
<name>
<surname><![CDATA[Ogoshi]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Uehara]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Sugar-ethanol-electricity co-generation in Hawai'i: An application of linear programming (LP) for optimizing strategies]]></article-title>
<source><![CDATA[Biomass Bioenergy]]></source>
<year>2013</year>
<volume>48</volume>
<page-range>203-12</page-range></nlm-citation>
</ref>
<ref id="B5">
<label>[5]</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sharma]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Romagnoli]]></surname>
<given-names><![CDATA[J. A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Strategic decision analysis of multi-product biorefineries]]></article-title>
<source><![CDATA[]]></source>
<year>2021</year>
</nlm-citation>
</ref>
<ref id="B6">
<label>[6]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gebreslassie]]></surname>
<given-names><![CDATA[B. H.]]></given-names>
</name>
<name>
<surname><![CDATA[Slivinsky]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
<name>
<surname><![CDATA[You]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Life cycle optimization for sustainable design and operations of hydrocarbon biorefinery via fast pyrolysis, hydrotreating and hydrocracking]]></article-title>
<source><![CDATA[Comput. Chem. Eng]]></source>
<year>2013</year>
<volume>50</volume>
<page-range>71-91</page-range></nlm-citation>
</ref>
<ref id="B7">
<label>[7]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Corrêa do Lago]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Bonomi]]></surname>
<given-names><![CDATA[O]]></given-names>
</name>
<name>
<surname><![CDATA[Cavalett]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Cunha]]></surname>
<given-names><![CDATA[Pereira da]]></given-names>
</name>
<name>
<surname><![CDATA[Lima]]></surname>
<given-names><![CDATA[M. A. Pinheiro]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Sugarcane as a carbon source: The Brazilian case]]></article-title>
<source><![CDATA[Biomass Bioenergy]]></source>
<year>2012</year>
<volume>46</volume>
<page-range>5-12</page-range></nlm-citation>
</ref>
<ref id="B8">
<label>[8]</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[A. Bonomi]]></surname>
<given-names><![CDATA[O]]></given-names>
</name>
<name>
<surname><![CDATA[Cavalett]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Cunha]]></surname>
<given-names><![CDATA[P. da]]></given-names>
</name>
<name>
<surname><![CDATA[Lima]]></surname>
<given-names><![CDATA[M. A. P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The virtual sugarcane biorefinery concept]]></article-title>
<source><![CDATA[Virtual Biorefinery]]></source>
<year>2016</year>
<page-range>5-11</page-range><publisher-loc><![CDATA[Cham ]]></publisher-loc>
<publisher-name><![CDATA[Springer International Publishing]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B9">
<label>[9]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Moncada]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[El-Halwagi]]></surname>
<given-names><![CDATA[M. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Cardona]]></surname>
<given-names><![CDATA[C. A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Techno-economic analysis for a sugarcane biorefi-nery: Colombian case]]></article-title>
<source><![CDATA[Bioresour. Technol]]></source>
<year>2013</year>
<volume>135</volume>
<page-range>533-43</page-range></nlm-citation>
</ref>
<ref id="B10">
<label>[10]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Iles]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Martin]]></surname>
<given-names><![CDATA[A. N.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Expanding bioplastics production: sustainable business innovation in the chemical industry]]></article-title>
<source><![CDATA[J. Clean. Prod.,]]></source>
<year>2013</year>
<volume>45</volume>
<page-range>38-49</page-range></nlm-citation>
</ref>
<ref id="B11">
<label>[11]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Harding]]></surname>
<given-names><![CDATA[K. G.]]></given-names>
</name>
<name>
<surname><![CDATA[Dennis]]></surname>
<given-names><![CDATA[J. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Blottnitz]]></surname>
<given-names><![CDATA[H. von]]></given-names>
</name>
<name>
<surname><![CDATA[Harrison]]></surname>
<given-names><![CDATA[S. T. L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Environmental analysis of plastic production processes: comparing petroleum-based polypropylene and polyethylene with biologically-based poly-beta-hydroxybutyric acid using life cycle analysis]]></article-title>
<source><![CDATA[J. Biotechnol]]></source>
<year>2007</year>
<volume>130</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>57-66</page-range></nlm-citation>
</ref>
<ref id="B12">
<label>[12]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Saharan]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
<name>
<surname><![CDATA[Sharma]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Bioplastics for Sustainable Development: A Review]]></article-title>
<source><![CDATA[International Journal of Microbial Resource Technology]]></source>
<year>2012</year>
<volume>1</volume>
<page-range>11-23</page-range></nlm-citation>
</ref>
<ref id="B13">
<label>[13]</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Patnaik]]></surname>
<given-names><![CDATA[P. R.]]></given-names>
</name>
</person-group>
<source><![CDATA[Genetic algorithmic optimization of PHB production by a mixed culture in an optimally dispersed fed-batch bioreactor]]></source>
<year>2009</year>
</nlm-citation>
</ref>
<ref id="B14">
<label>[14]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Telles]]></surname>
<given-names><![CDATA[M. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Saran]]></surname>
<given-names><![CDATA[L. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Unêda-Trevisolli]]></surname>
<given-names><![CDATA[S. H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Produção, propriedades e aplicações de bioplàstico Revista Ciencia e Ingenieria Neogranadina m Vol. 32(1) obtido a partir da cana-de-açùcar]]></article-title>
<source><![CDATA[CITEC]]></source>
<year>2011</year>
<volume>2</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B15">
<label>[15]</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Koller]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Sustainable embedding of the bioplastic poly-(3-hydroxybutyrate) into the sugarcane industry: Principles of a future-oriented technology in Brazil]]></article-title>
<source><![CDATA[The Handbook of Environmental Chemistry]]></source>
<year>2009</year>
<page-range>81-96</page-range><publisher-loc><![CDATA[Berlin, Heidelberg ]]></publisher-loc>
<publisher-name><![CDATA[Springer Berlin Heidelberg]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B16">
<label>[16]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Brethauer]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Wyman]]></surname>
<given-names><![CDATA[C. E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Review: Continuous hydrolysis and fermentation for cellulosic ethanol production]]></article-title>
<source><![CDATA[Bioresour. Technol.]]></source>
<year>2010</year>
<volume>101</volume>
<numero>13</numero>
<issue>13</issue>
<page-range>4862-74</page-range></nlm-citation>
</ref>
<ref id="B17">
<label>[17]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cardona]]></surname>
<given-names><![CDATA[C. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Sánchez]]></surname>
<given-names><![CDATA[O. J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Fuel ethanol production: process design trends and integration opportunities]]></article-title>
<source><![CDATA[Bioresour. Technol]]></source>
<year>2007</year>
<volume>98</volume>
<numero>12</numero>
<issue>12</issue>
<page-range>2415-57</page-range></nlm-citation>
</ref>
<ref id="B18">
<label>[18]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cardona]]></surname>
<given-names><![CDATA[C. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Quintero]]></surname>
<given-names><![CDATA[J. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Paz]]></surname>
<given-names><![CDATA[I. C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Production of bioethanol from sugarcane bagasse: Status and perspectives]]></article-title>
<source><![CDATA[Bioresour. Technol.]]></source>
<year>2010</year>
<volume>101</volume>
<numero>13</numero>
<issue>13</issue>
<page-range>4754-66</page-range></nlm-citation>
</ref>
<ref id="B19">
<label>[19]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Naik]]></surname>
<given-names><![CDATA[S. N.]]></given-names>
</name>
<name>
<surname><![CDATA[Goud]]></surname>
<given-names><![CDATA[V. V.]]></given-names>
</name>
<name>
<surname><![CDATA[Rout]]></surname>
<given-names><![CDATA[P. K.]]></given-names>
</name>
<name>
<surname><![CDATA[Dalai]]></surname>
<given-names><![CDATA[A. K.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Production of first and second generation biofuels: A comprehensive review]]></article-title>
<source><![CDATA[Renew. Sustain. Energy Rev]]></source>
<year>2010</year>
<volume>14</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>578-97</page-range></nlm-citation>
</ref>
<ref id="B20">
<label>[20]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhu]]></surname>
<given-names><![CDATA[J. Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhuang]]></surname>
<given-names><![CDATA[X. S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Conceptual net energy output for biofuel production from lignocellulosic biomass through biorefining]]></article-title>
<source><![CDATA[Prog. Energy Combust. Sci]]></source>
<year>2012</year>
<volume>38</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>583-98</page-range></nlm-citation>
</ref>
<ref id="B21">
<label>[21]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Agostinho]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
<name>
<surname><![CDATA[Ortega]]></surname>
<given-names><![CDATA[E]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Energetic-environmental assessment of a scenario for Brazilian cellulosic ethanol]]></article-title>
<source><![CDATA[J. Clean. Prod]]></source>
<year>2013</year>
<volume>47</volume>
<page-range>474-89</page-range></nlm-citation>
</ref>
<ref id="B22">
<label>[22]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gnansounou]]></surname>
<given-names><![CDATA[E]]></given-names>
</name>
<name>
<surname><![CDATA[Dauriat]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Techno-economic analysis of lignocellulosic ethanol: A review]]></article-title>
<source><![CDATA[Bioresour. Technol]]></source>
<year>2010</year>
<volume>101</volume>
<numero>13</numero>
<issue>13</issue>
<page-range>4980-91</page-range></nlm-citation>
</ref>
<ref id="B23">
<label>[23]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Dantas]]></surname>
<given-names><![CDATA[G. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Legey]]></surname>
<given-names><![CDATA[L. F. L.]]></given-names>
</name>
<name>
<surname><![CDATA[Mazzone]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Energy from sugarcane bagasse in Brazil: An assessment of the productivity and cost of different technological routes"]]></article-title>
<source><![CDATA[Renew. Sustain. Energy Rev]]></source>
<year>2013</year>
<volume>21</volume>
<page-range>356-64</page-range></nlm-citation>
</ref>
<ref id="B24">
<label>[24]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kostin]]></surname>
<given-names><![CDATA[A. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Guillén-Gosálbez]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Mele]]></surname>
<given-names><![CDATA[F. D.]]></given-names>
</name>
<name>
<surname><![CDATA[Bagajewicz]]></surname>
<given-names><![CDATA[M. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Jiménez]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Design and planning of infrastructures for bioethanol and sugar production under demand uncertainty]]></article-title>
<source><![CDATA[Chem. Eng. Res. Des]]></source>
<year>2012</year>
<volume>90</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>359-76</page-range></nlm-citation>
</ref>
<ref id="B25">
<label>[25]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pieragostini]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[Mussati]]></surname>
<given-names><![CDATA[M. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Aguirre]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[On process optimization considering LCA methodology]]></article-title>
<source><![CDATA[J. Environ. Manage]]></source>
<year>2012</year>
<volume>96</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>43-54</page-range></nlm-citation>
</ref>
<ref id="B26">
<label>[26]</label><nlm-citation citation-type="">
<collab>IChemE</collab>
<source><![CDATA[The Sustainability Metrics]]></source>
<year>2013</year>
</nlm-citation>
</ref>
<ref id="B27">
<label>[27]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Shabbir]]></surname>
<given-names><![CDATA[Z]]></given-names>
</name>
<name>
<surname><![CDATA[Tay]]></surname>
<given-names><![CDATA[D. H. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Ng]]></surname>
<given-names><![CDATA[D. K. S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A hybrid optimisation model for the synthesis of sustainable gasification-based integrated biorefinery]]></article-title>
<source><![CDATA[Chem. Eng. Res. Des]]></source>
<year>2012</year>
<volume>90</volume>
<numero>10</numero>
<issue>10</issue>
<page-range>1568-81</page-range></nlm-citation>
</ref>
<ref id="B28">
<label>[28]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mavrotas]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Effective implementation of the £-constraint method in Multi-Objective Mathematical Programming problems]]></article-title>
<source><![CDATA[Appl. Math. Comput]]></source>
<year>2009</year>
<volume>213</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>455-65</page-range></nlm-citation>
</ref>
<ref id="B29">
<label>[29]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Laumanns]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Thiele]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
<name>
<surname><![CDATA[Zitzler]]></surname>
<given-names><![CDATA[E]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[An efficient, adaptive parameter variation scheme for metaheuris-tics based on the epsilon-constraint method]]></article-title>
<source><![CDATA[Eur. J. Oper. Res]]></source>
<year>2006</year>
<volume>169</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>932-42</page-range></nlm-citation>
</ref>
<ref id="B30">
<label>[30]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chinchuluun]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Pardalos]]></surname>
<given-names><![CDATA[P. M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A survey of recent developments in multiobjective optimization]]></article-title>
<source><![CDATA[Ann. Oper. Res]]></source>
<year>2007</year>
<volume>154</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>29-50</page-range></nlm-citation>
</ref>
<ref id="B31">
<label>[31]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Tsiakis]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
<name>
<surname><![CDATA[Shah]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
<name>
<surname><![CDATA[Pantelides]]></surname>
<given-names><![CDATA[C. C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Design of multi-echelon supply chain networks under demand uncertainty]]></article-title>
<source><![CDATA[Ind. Eng. Chem. Res]]></source>
<year>2001</year>
<volume>40</volume>
<numero>16</numero>
<issue>16</issue>
<page-range>3585-604</page-range></nlm-citation>
</ref>
<ref id="B32">
<label>[32]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhao]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
<name>
<surname><![CDATA[Wu]]></surname>
<given-names><![CDATA[Y]]></given-names>
</name>
<name>
<surname><![CDATA[Shen]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Beta-distribution-based knock probability estimation, control scheme, and experimental validation for SI engines]]></article-title>
<source><![CDATA[IEEE Transactions on Control Systems Technology]]></source>
<year>2020</year>
</nlm-citation>
</ref>
<ref id="B33">
<label>[33]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yuan]]></surname>
<given-names><![CDATA[X]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Prediction interval of wind power using parameter optimized Beta distribution based LSTM model"]]></article-title>
<source><![CDATA[Applied Soft Computing]]></source>
<year>2019</year>
<volume>82</volume>
<page-range>105550</page-range></nlm-citation>
</ref>
<ref id="B34">
<label>[34]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Escobar]]></surname>
<given-names><![CDATA[J. W.]]></given-names>
</name>
<name>
<surname><![CDATA[Bravo]]></surname>
<given-names><![CDATA[J. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Vidal]]></surname>
<given-names><![CDATA[C. J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Supply chain optimization with stochastic parameters by using the sample average approximation method]]></article-title>
<source><![CDATA[Ingeniería y Desarrollo]]></source>
<year>2013</year>
<volume>31</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>135-60</page-range></nlm-citation>
</ref>
<ref id="B35">
<label>[35]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vélez]]></surname>
<given-names><![CDATA[Y. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Varela]]></surname>
<given-names><![CDATA[H. P.]]></given-names>
</name>
<name>
<surname><![CDATA[Londoño]]></surname>
<given-names><![CDATA[J. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Escobar]]></surname>
<given-names><![CDATA[J. W.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Redesign of supply chains for agricultural companies considering multiple scenarios by the methodology of sample average approximation]]></article-title>
<source><![CDATA[International Journal of Business Performance and Supply Chain Modelling]]></source>
<year>2021</year>
<volume>12</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>44-68</page-range></nlm-citation>
</ref>
<ref id="B36">
<label>[36]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mafla]]></surname>
<given-names><![CDATA[I]]></given-names>
</name>
<name>
<surname><![CDATA[Escobar]]></surname>
<given-names><![CDATA[J. W.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Rediseño de una red de distribución para un grupo de empresas que pertenecen a un holding multinacional considerando variabilidad en la demanda]]></article-title>
<source><![CDATA[Revista de la Facultad de Ingeniería Universidad Central de Venezuela]]></source>
<year>2015</year>
<volume>30</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>37-48</page-range></nlm-citation>
</ref>
<ref id="B37">
<label>[37]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vélez]]></surname>
<given-names><![CDATA[Y.S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Redesign of supply chains for agricultural companies considering multiple scenarios by the methodology of sample average approximation]]></article-title>
<source><![CDATA[International Journal of Business Performance and Supply Chain Modelling]]></source>
<year>2021</year>
<volume>12</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>44-68</page-range></nlm-citation>
</ref>
<ref id="B38">
<label>[38]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cooper]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
<name>
<surname><![CDATA[Hunter]]></surname>
<given-names><![CDATA[S. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Nagaraj]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Biobjective Simulation Optimization on Integer Lattices Using the Epsilon-Constraint Method in a Retrospective Approximation Framework]]></article-title>
<source><![CDATA[INFORMS Journal on Computing]]></source>
<year>2020</year>
<volume>32</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>1080-100</page-range></nlm-citation>
</ref>
<ref id="B39">
<label>[39]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Escobar]]></surname>
<given-names><![CDATA[J. W]]></given-names>
</name>
<name>
<surname><![CDATA[Marin]]></surname>
<given-names><![CDATA[A.A]]></given-names>
</name>
<name>
<surname><![CDATA[Lince]]></surname>
<given-names><![CDATA[J.D]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Multi-objective mathematical model for the redesign of supply chains considering financial criteria optimisation and scenarios]]></article-title>
<source><![CDATA[International Journal of Mathematics in Operational Research]]></source>
<year>2020</year>
<volume>16</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>238-56</page-range></nlm-citation>
</ref>
<ref id="B40">
<label>[40]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Polo]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Robust design of a closed-loop supply chain under uncertainty conditions integrating financial criteria]]></article-title>
<source><![CDATA[Omega]]></source>
<year>2019</year>
<volume>88</volume>
<page-range>110-32</page-range></nlm-citation>
</ref>
<ref id="B41">
<label>[41]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ghafoori]]></surname>
<given-names><![CDATA[S.M.M]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Identification of Optimization-Based Probabilistic Scenarios for Seismic Loss Analysis of Qom Lifelines]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Zafarani]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
<name>
<surname><![CDATA[Adlparvar]]></surname>
<given-names><![CDATA[M.R]]></given-names>
</name>
</person-group>
<source><![CDATA[Bulletin of Earthquake Science and Engineering]]></source>
<year>2020</year>
<volume>7</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>1-14</page-range></nlm-citation>
</ref>
<ref id="B42">
<label>[42]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ponn]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
<name>
<surname><![CDATA[Gnandt]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[Diermeyer]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
</person-group>
<source><![CDATA[An optimization-based method to identify relevant scenarios for type approval of automated vehicles]]></source>
<year>2019</year>
<conf-name><![CDATA[ Proceedings of the ESV-International Technical Conference on the Enhanced Safety of Vehicles]]></conf-name>
<conf-loc>Eindhoven, The Netherlands </conf-loc>
<page-range>10-3</page-range></nlm-citation>
</ref>
<ref id="B43">
<label>[43]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[EkawatI]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Analysis and Design of Distribution Systems Information Flow in the Sugar Supply Chain in Indonesia]]></article-title>
<source><![CDATA[International Journal of Mechanical Engineering Technologies and Applications]]></source>
<year>2021</year>
<volume>2</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>47-52</page-range></nlm-citation>
</ref>
<ref id="B44">
<label>[44]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chen]]></surname>
<given-names><![CDATA[X]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Convergence analysis of sample average approximation of two-stage stochastic generalized equations]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Shapiro]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Sun]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
</person-group>
<source><![CDATA[SIAM Journal on Optimization]]></source>
<year>2019</year>
<volume>29</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>135-61</page-range></nlm-citation>
</ref>
<ref id="B45">
<label>[45]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ryu]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
<name>
<surname><![CDATA[Min]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Multiobjective optimization with an adaptive weight determination scheme using the concept of hyperplane]]></article-title>
<source><![CDATA[International Journal for Numerical Methods in Engineering]]></source>
<year>2019</year>
<volume>118</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>303-19</page-range></nlm-citation>
</ref>
<ref id="B46">
<label>[46]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Liang]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Multimodal multiobjective optimization with differential evolution]]></article-title>
<source><![CDATA[Swarm and evolutionary computation]]></source>
<year>2019</year>
<volume>44</volume>
<page-range>1028-59</page-range></nlm-citation>
</ref>
<ref id="B47">
<label>[47]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lai]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Multi-objective optimization of the closure law of guide vanes for pumped storage units]]></article-title>
<source><![CDATA[Renewable Energy]]></source>
<year>2019</year>
<volume>139</volume>
<page-range>302-12</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
