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Designing a Food Supply Chain Network under Uncertainty and Solving by Multi-objective Metaheuristics
<!DOCTYPE html> <!--[if IE 8]> <html class="ie ie8"> <![endif]--> <!--[if IE 9]> <html class="ie ie9"> <![endif]--> <!--[if gt IE 9]><!--> <html> <!--<![endif]--> <head> <meta charset="utf-8" /> <title>Designing a Food Supply Chain Network under Uncertainty and Solving by Multi-objective Metaheuristics</title> <!-- favicon --> <link rel="shortcut icon" type="image/ico" href="./data/ijsom/coversheet/favicon.ico" /> <!-- mobile settings --> <meta name="viewport" content="width=device-width, maximum-scale=1, initial-scale=1, user-scalable=0" /> <!--[if IE]><meta http-equiv='X-UA-Compatible' content='IE=edge,chrome=1'><![endif]--> <!-- user defined metatags --> <meta name="keywords" content="Foodstuffs,Perishable Goods,Supply chain,metaheuristic,Augmented epsilon-constraint" /> <meta name="description" content="Short life cycle products, especially food products, require a certain type of supply chain management due to their particular specifications such as perishability. On the other hand, the food distribution also requires special considerations and imparts more complexity compared with the distribution of other goods because in food distribution the quality of the food delivered to the customer should be considered as well as transportation costs. Therefore, in this paper, a new mathematical model is developed for integrating decisions regarding food supply and distribution under conditions of uncertainty (vehicles’ travel time) with aims to minimize purchase and transportation costs and maximize customer satisfaction. Customer satisfaction relies upon the quality of the food delivered to the customers. The multi-objective model proposed in this paper is NP-hard. Hence, a developed version of NSGA-II called Multi-Objective Time Travel to History (MOTTH) algorithm, inspired from the idea of traveling through history, is proposed to solve the problem. In order to validate the performance of the proposed algorithm, the results of MOTTH algorithm are compared with the results obtained from an exact augmented epsilon-constraint method. Furthermore, a comparison is provided between the NSGA-II and MOTTH algorithms, the results of which indicate the superiority of the MOTTH metaheuristic algorithm." /> <meta name="title" content="Designing a Food Supply Chain Network under Uncertainty and Solving by Multi-objective Metaheuristics" /> <meta name="googlebot" content="NOODP" /> <meta name="citation_title" content="Designing a Food Supply Chain Network under Uncertainty and Solving by Multi-objective Metaheuristics" /> <meta name="citation_author" content="Hassanpour, Hossein Ali" /> <meta name="citation_author_institution" content="Industrial Engineering Department, Faculty of Engineering,Imam Hossein Comprehensive University, Tehran, Iran" /> <meta name="citation_author" content="Taheri, Mohammad Reza" /> <meta name="citation_author_institution" content="Department of Industrial Engineering, Imam Hossein Comprehensive University, Tehran, Iran" /> <meta name="citation_author" content="Rezanezhad, Reza" /> <meta name="citation_author_institution" content="Department of Industrial Engineering, Imam Hossein Comprehensive University, Tehran, Iran" /> <meta name="citation_abstract" content="Short life cycle products, especially food products, require a certain type of supply chain management due to their particular specifications such as perishability. On the other hand, the food distribution also requires special considerations and imparts more complexity compared with the distribution of other goods because in food distribution the quality of the food delivered to the customer should be considered as well as transportation costs. Therefore, in this paper, a new mathematical model is developed for integrating decisions regarding food supply and distribution under conditions of uncertainty (vehicles’ travel time) with aims to minimize purchase and transportation costs and maximize customer satisfaction. Customer satisfaction relies upon the quality of the food delivered to the customers. The multi-objective model proposed in this paper is NP-hard. Hence, a developed version of NSGA-II called Multi-Objective Time Travel to History (MOTTH) algorithm, inspired from the idea of traveling through history, is proposed to solve the problem. In order to validate the performance of the proposed algorithm, the results of MOTTH algorithm are compared with the results obtained from an exact augmented epsilon-constraint method. Furthermore, a comparison is provided between the NSGA-II and MOTTH algorithms, the results of which indicate the superiority of the MOTTH metaheuristic algorithm." /> <meta name="citation_id" content="2827" /> <meta name="citation_publication_date" content="2020/11/01" /> <meta name="citation_date" content="2020-11-01" /> <meta name="citation_journal_title" content="International Journal of Supply and Operations Management" /> <meta name="citation_issn" content="23831359" /> <meta name="citation_volume" content="7" /> <meta name="citation_issue" content="4" /> <meta name="citation_firstpage" content="350" /> <meta name="citation_lastpage" content="372" /> <meta name="citation_publisher" content="Kharazmi University" /> <meta name="citation_doi" content="10.22034/IJSOM.2020.4.5" /> <meta name="DC.Identifier" content="10.22034/IJSOM.2020.4.5" /> <meta name="citation_abstract_html_url" content="http://www.ijsom.com/article_2827.html" /> <meta name="citation_pdf_url" content="http://www.ijsom.com/article_2827_55f5d3a11ab3ea61620fdfa083031a59.pdf" /> <meta name="DC.Title" content="Designing a Food Supply Chain Network under Uncertainty and Solving by Multi-objective Metaheuristics" /> <meta name="DC.Source" content="International Journal of Supply and Operations Management" /> <meta name="DC.Date" content="01/11/2020" /> <meta name="DC.Date.issued" content="2020-11-01" /> <meta name="DC.Format" content="application/pdf" /> <meta name="DC.Contributor" content="Hassanpour, Hossein Ali" /> <meta name="DC.Contributor" content="Taheri, Mohammad Reza" /> <meta name="DC.Contributor" content="Rezanezhad, Reza" /> <meta name="og:title" content="Designing a Food Supply Chain Network under Uncertainty and Solving by Multi-objective Metaheuristics" /> <meta name="og:description" content="Short life cycle products, especially food products, require a certain type of supply chain management due to their particular specifications such as perishability. On the other hand, the food distribution also requires special considerations and imparts more complexity compared with the distribution of other goods because in food distribution the quality of the food delivered to the customer should be considered as well as transportation costs. Therefore, in this paper, a new mathematical model is developed for integrating decisions regarding food supply and distribution under conditions of uncertainty (vehicles’ travel time) with aims to minimize purchase and transportation costs and maximize customer satisfaction. Customer satisfaction relies upon the quality of the food delivered to the customers. The multi-objective model proposed in this paper is NP-hard. Hence, a developed version of NSGA-II called Multi-Objective Time Travel to History (MOTTH) algorithm, inspired from the idea of traveling through history, is proposed to solve the problem. In order to validate the performance of the proposed algorithm, the results of MOTTH algorithm are compared with the results obtained from an exact augmented epsilon-constraint method. Furthermore, a comparison is provided between the NSGA-II and MOTTH algorithms, the results of which indicate the superiority of the MOTTH metaheuristic algorithm." /> <meta name="og:url" content="http://www.ijsom.com/article_2827.html" /> <!-- WEB FONTS : use %7C instead of | (pipe) --> <link href="./themes/base/front/assets/css/social-icon-font.css" rel="stylesheet" type="text/css" /> <!-- CORE CSS --> <link href="./themes/base/front/assets/plugins/bootstrap/css/bootstrap.min.css?v=0.02" rel="stylesheet" type="text/css" /> <link href="./themes/old/front/assets/css/header.css?v=0.05" rel="stylesheet" type="text/css" /> <link href="./themes/old/front/assets/css/footer.css" rel="stylesheet" type="text/css" /> <link href="./inc/css/essentials.css?v=0.2" rel="stylesheet" type="text/css" /> <link href="./inc/css/cookieconsent.min.css" rel="stylesheet" type="text/css" /> <link href="./inc/css/print.css" rel="stylesheet" type="text/css" media="print"/> <!-- RTL CSS --> <link 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<h1 class="margin-bottom-20 size-18 ltr"><span class="article_title bold"> Designing a Food Supply Chain Network under Uncertainty and Solving by Multi-objective Metaheuristics</span></h1> <div> <div class="margin-bottom-3"> </div> <p class="margin-bottom-3">Document Type : Research Paper</p> <p class="padding-0" style="margin:12px -2px 0 -2px"><strong>Authors</strong></p> <ul class="list-inline list-inline-seprator margin-bottom-6 ltr"> <li class="padding-3"> <a href="./?_action=article&au=118770&_au=Hossein+Ali++Hassanpour">Hossein Ali Hassanpour</a> <sup><a href="mailto:hahassan@ihu.ac.ir" data-toggle="tooltip" data-placement="bottom" title="Email to Corresponding Author"><i class="fa fa-envelope-o" ></i></a></sup> <sup><a href="#aff1" >1</a></sup> </li> <li class="padding-3"> <a href="./?_action=article&au=118771&_au=Mohammad+Reza++Taheri">Mohammad Reza Taheri</a> <sup><a href="#aff2" >2</a></sup> </li> <li class="padding-3"> <a href="./?_action=article&au=118772&_au=Reza++Rezanezhad">Reza Rezanezhad</a> <sup class="ltr"><a class=" text-green" href="https://www.orcid.org/0000-0002-1386-8277" data-toggle="tooltip" data-placement="bottom" data-html="true" title="ORCID: 0000-0002-1386-8277" target="_blank"><i class="ai ai-orcid size-13" ></i></a></sup> <sup><a href="#aff2" >2</a></sup> </li> </ul> <p class="margin-bottom-3 ltr" id="aff1"> <sup>1</sup> Industrial Engineering Department, Faculty of Engineering,Imam Hossein Comprehensive University, Tehran, Iran </p> <p class="margin-bottom-3 ltr" id="aff2"> <sup>2</sup> Department of Industrial Engineering, Imam Hossein Comprehensive University, Tehran, Iran </p> <div class="margin-bottom-3 ltr" id="ar_doi" title="DOI"><i class="ai ai-doi size-25 text-orange"></i> <span dir="ltr"><a href="https://dx.doi.org/10.22034/IJSOM.2020.4.5">10.22034/IJSOM.2020.4.5</a></span></div> <p style="margin:12px -2px 0 -2px"><strong>Abstract</strong></p> <div class="padding_abstract justify ltr">Short life cycle products, especially food products, require a certain type of supply chain management due to their particular specifications such as perishability. On the other hand, the food distribution also requires special considerations and imparts more complexity compared with the distribution of other goods because in food distribution the quality of the food delivered to the customer should be considered as well as transportation costs. Therefore, in this paper, a new mathematical model is developed for integrating decisions regarding food supply and distribution under conditions of uncertainty (vehicles’ travel time) with aims to minimize purchase and transportation costs and maximize customer satisfaction. Customer satisfaction relies upon the quality of the food delivered to the customers. The multi-objective model proposed in this paper is NP-hard. Hence, a developed version of NSGA-II called Multi-Objective Time Travel to History (MOTTH) algorithm, inspired from the idea of traveling through history, is proposed to solve the problem. In order to validate the performance of the proposed algorithm, the results of MOTTH algorithm are compared with the results obtained from an exact augmented epsilon-constraint method. Furthermore, a comparison is provided between the NSGA-II and MOTTH algorithms, the results of which indicate the superiority of the MOTTH metaheuristic algorithm.</div> <p class="padding-0" style="margin:12px -2px 0 -2px"><strong>Keywords</strong></p> <ul class="block list-inline list-inline-seprator margin-bottom-6 ltr"> <li class="padding-3"> <a class="tag_a" href="./?_action=article&kw=106127&_kw=Foodstuffs" >Foodstuffs</a> </li> <li class="padding-3"> <a class="tag_a" href="./?_action=article&kw=105013&_kw=Perishable+goods" >Perishable goods</a> </li> <li class="padding-3"> <a class="tag_a" href="./?_action=article&kw=105097&_kw=Supply+chain" >Supply chain</a> </li> <li class="padding-3"> <a class="tag_a" href="./?_action=article&kw=103126&_kw=Metaheuristic" >Metaheuristic</a> </li> <li class="padding-3"> <a class="tag_a" href="./?_action=article&kw=106128&_kw=Augmented+epsilon-constraint" >Augmented epsilon-constraint</a> </li> </ul> </div> <hr> <div class="page_break"></div> <div class="panel"> <div class="panel-heading card-header"> <h4 class="panel-title "> <a data-toggle="collapse" data-parent="#accordions" href="#collapsesRef"><i class="fa fa-plus"></i> References</a> </h4> </div> <div id="collapsesRef" class="panel-collapse collapse"> <div class="panel-body justify"> <div class="padding-3 margin-top-3 ltr justify">Brito J., Martinez F.J., Moreno J.A. and Verdegay J. 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A meta-heuristic algorithm for the efficient distribution of perishable foods. <em>Journal of food Engineering</em>, Vol. 50(1), pp. 1-9. </div> <div class="padding-3 margin-top-3 ltr justify">Ullrich C.A. (2013). Integrated machine scheduling and vehicle routing with time windows. <em>European Journal of Operational Research</em>, Vol. 227(1), pp. 152-165. </div> <div class="padding-3 margin-top-3 ltr justify">Zubeldia B.B., Jiménez M.N., Claros M.T.V., Andrés J.L.M. and Martin-Olmedo P. (2016). Effectiveness of the cold chain control procedure in the retail sector in Southern Spain. <em>Food Control</em>, Vol. 59, pp. 614-618.</div> </div> </div> </div> </div> </div> <!-- /CENTER --> <!-- LEFT --> <div class="col-lg-3 col-md-3 col-sm-4"> <div class="panel panel-default my_panel-default margin-bottom-10"> <div class="panel-body ar_info_pnl" id="ar_info_pnl_cover"> <div id="pnl_cover"> <div class="row" > <div class="col-xs-6 col-md-6 nomargin-bottom"> <a href="javascript:loadModal('International Journal of Supply and Operations Management', './data/ijsom/coversheet/cover_en.jpg')"> <img src="data/ijsom/coversheet/cover_en.jpg" alt="International Journal of Supply and Operations Management" style="width: 100%;"> </a> </div> <div class="col-xs-6 col-md-6 nomargin-bottom"> <h6><a href="./issue_521_525.html">Volume 7, Issue 4</a><br/>November 2020<div id="sp_ar_pages">Pages <span dir="ltr">350-372</span></div></h6> </div> </div> </div> </div> </div> <!-- Download Files --> <div 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Taheri, M., & Rezanezhad, R. (2020). Designing a Food Supply Chain Network under Uncertainty and Solving by Multi-objective Metaheuristics. <em>International Journal of Supply and Operations Management</em>, 7(4), 350-372. doi: 10.22034/IJSOM.2020.4.5</p> </div> </div> </div> </div> <div id="cite-mla" class="modal fade" tabindex="-1" role="dialog" aria-labelledby="myModalLabel" aria-hidden="true"> <div class="modal-dialog"> <div class="modal-content"> <!-- Modal Header --> <div class="modal-header"> <button type="button" class="close" data-dismiss="modal" aria-label="Close"><span aria-hidden="true">×</span></button> <h4 class="modal-title" id="myModalLabel">MLA</h4> </div> <!-- Modal Body --> <div class="modal-body"> <p>Hossein Ali Hassanpour; Mohammad Reza Taheri; Reza Rezanezhad. "Designing a Food Supply Chain Network under Uncertainty and Solving by Multi-objective Metaheuristics". <em>International Journal of Supply and Operations Management</em>, 7, 4, 2020, 350-372. doi: 10.22034/IJSOM.2020.4.5</p> </div> </div> </div> </div> <div id="cite-harvard" class="modal fade" tabindex="-1" role="dialog" aria-labelledby="myModalLabel" aria-hidden="true"> <div class="modal-dialog"> <div class="modal-content"> <!-- Modal Header --> <div class="modal-header"> <button type="button" class="close" data-dismiss="modal" aria-label="Close"><span aria-hidden="true">×</span></button> <h4 class="modal-title" id="myModalLabel">HARVARD</h4> </div> <!-- Modal Body --> <div class="modal-body"> <p>Hassanpour, H., Taheri, M., Rezanezhad, R. (2020). 'Designing a Food Supply Chain Network under Uncertainty and Solving by Multi-objective Metaheuristics', <em>International Journal of Supply and Operations Management</em>, 7(4), pp. 350-372. doi: 10.22034/IJSOM.2020.4.5</p> </div> </div> </div> </div> <div id="cite-vancouver" class="modal fade" tabindex="-1" role="dialog" aria-labelledby="myModalLabel" aria-hidden="true"> <div class="modal-dialog"> <div class="modal-content"> <!-- Modal Header --> <div class="modal-header"> <button type="button" class="close" data-dismiss="modal" aria-label="Close"><span aria-hidden="true">×</span></button> <h4 class="modal-title" id="myModalLabel">VANCOUVER</h4> </div> <!-- Modal Body --> <div class="modal-body"> <p>Hassanpour, H., Taheri, M., Rezanezhad, R. Designing a Food Supply Chain Network under Uncertainty and Solving by Multi-objective Metaheuristics. <em>International Journal of Supply and Operations Management</em>, 2020; 7(4): 350-372. doi: 10.22034/IJSOM.2020.4.5</p> </div> </div> </div> </div> </div> </div> <!-- /MAIN CONTENT --> <!-- Subscribe --> <section class="alternate padding-xxs"> </section> <!-- /Subscribe --> <!-- FOOTER --> <div class="container"> <footer id="footer"> <div class="scrollup" id="scroll" href="#"><span></span></div> <div class="row"> <div class="col-md-2"> <!-- Links --> <h4 class="">Explore Journal</h4> <ul class="footer-links list-unstyled"> <li id="fli_home"><a href="./">Home</a></li> <li id="fli_about"><a href="./journal/about">About Journal</a></li> <li id="fli_Edb"><a href="./journal/editorial.board">Editorial Board</a></li> <li id="fli_submit"><a href="./author">Submit Manuscript</a></li> <li id="fli_contactus"><a href="./journal/contact.us">Contact Us</a></li> <li id="fli_glossary"><a href="./journal/glossary">Glossary</a></li> <li id="fli_order_hrdj"><a href="./journal/subscription.form">Hard Copy Subscription</a></li> <li id="fli_sitemap"><a href="./sitemap.xml?usr">Sitemap</a></li> </ul> <!-- /Links --> </div> <div class="col-md-3"> <!-- Latest News --> <h4 class="">Latest News</h4> <ul class="footer-posts list-unstyled"> <li> <a href="./news?newsCode=173">SD of ISC: Sustainable Development of Intelligent Supply Chains based on Trends and Future Directions: Application of Novel Solution Techniques</a> <small class="ltr">2023-03-05</small> </li> </ul> <!-- /Latest News --> </div> <div class="col-md-3"> <!-- Footer Note --> <div><p><a title="Linkedin" href="http://www.linkedin.com/company/ijsom?trk=eml-cp_mktg-btn-welcome-20120607%2F"><img src="images/linkedin.jpg" alt="linkedin" /></a></p></div> <!-- /Footer Note --> </div> <div class="col-md-4"> <!-- Newsletter Form --> <h4 class="">Newsletter Subscription</h4> <p>Subscribe to the journal newsletter and receive the latest news and updates</p> <form class="validate" action="" method="post" data-success="Subscription saved successfully." data-toastr-position="bottom-right"> <input type="hidden" name="_token" value="7f0656c214fcaa4393e8aad843495513215cd08b4fa53d31"/> <div class="input-group"> <span class="input-group-addon"><i class="fa fa-envelope"></i></span> <input type="email" id="email" name="email" required="required" class="form-control required sbs_email" placeholder="Enter your Email" oninvalid="this.setCustomValidity('Enter a valid email address.')" oninput="this.setCustomValidity('')"> <span class="input-group-btn"> <button class="btn btn-primary mybtn" type="submit">Subscribe</button> </span> </div> </form> <!-- /Newsletter Form --> <!-- Social Icons --> <div class="margin-top-20"> <a class="noborder" href="" target="_blank" class="social-icon social-icon-border social-facebook pull-left block" data-toggle="tooltip" data-placement="top" title="Facebook"> <i class="fa fa-facebook-square" aria-hidden="true"></i> </a> <a class="noborder" href="" target="_blank" class="social-icon social-icon-border social-facebook pull-left block" data-toggle="tooltip" data-placement="top" title="Twitter"> <i class="fa fa-twitter-square" aria-hidden="true"></i> </a> <a class="noborder" href="" target="_blank" class="social-icon social-icon-border social-facebook pull-left block" data-toggle="tooltip" data-placement="top" title="Linkedin"> <i class="fa fa-linkedin-square" aria-hidden="true"></i> </a> <a class="noborder" href="./ju.rss" class="social-icon social-icon-border social-rss pull-left block" data-toggle="tooltip" data-placement="top" title="Rss"><i class="fa fa-rss-square" aria-hidden="true"></i></a> </div> </div> </div> <div class="copyright" style="position: relative"> <ul class="nomargin list-inline mobile-block"> <li>© Journal Management System. <span id='sp_crt'>Powered by <a target='_blank' href='https://www.sinaweb.net/'>Sinaweb</a></span></li> </ul> </div> </footer> </div> <!-- /FOOTER --> </div> <!-- /wrapper --> <!-- SCROLL TO TOP --> <a href="#" id="toTop_old"></a> <!-- PRELOADER --> <div id="preloader"> <div class="inner"> <span class="loader"></span> </div> </div><!-- /PRELOADER --> <!-- JAVASCRIPT FILES --> <script type="text/javascript">var plugin_path = './themes/base/front/assets/plugins/';</script> <script type="text/javascript" src="./themes/base/front/assets/js/scripts.js?v=0.02"></script> <!-- user defined scripts--> <!-- Extra Script Scripts --> <script type="text/javascript"> $('ul.nav li.dropdown').hover(function() { if (window.matchMedia('(max-width: 767px)').matches) return; 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