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Multi-objective optimization of location and distribution in a closed-loop supply chain by considering market share in competitive conditions
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Accordingly, it is necessary to properly study the competitive conditions in which supply chain networks can be designed. In this regard, the present research contributes to the field by incorporating the market share and customer satisfaction to the competitive conditions of supply chains. For this purpose, a nonlinear mathematical model is presented in order to find locations and perform distributions in a closed-loop supply chain under competitive conditions. This model has two objectives including profit maximization and market share maximization. To solve the model, LP-metric and goal programming are implemented, and then the results of these two methods are discussed. Comparisons are also made in terms of the value of the objective functions as well as the solution time. Finally, the simple weighted sum method is used to select the superior method. The results show that the LP-metric method is worth performing to solve the mathematical model of the research." /> <meta name="title" content="Multi-objective optimization of location and distribution in a closed-loop supply chain by considering market share in competitive conditions" /> <meta name="googlebot" content="NOODP" /> <meta name="citation_title" content="Multi-objective optimization of location and distribution in a closed-loop supply chain by considering market share in competitive conditions" /> <meta name="citation_author" content="Goli, Alireza" /> <meta name="citation_author_institution" content="Industrial Engineering Department, Faculty of Engineering, University of Isfahan, Isfahan, Iran" /> <meta name="citation_author" content="Golmohammadi, Amir-mohammad" /> <meta name="citation_author_institution" content="Department of Industrial Engineering, Arak University, Arak, Iran" /> <meta name="citation_abstract" content="Development of supply chains is one of the practical concepts in the field of production and sales in competitive conditions. Accordingly, it is necessary to properly study the competitive conditions in which supply chain networks can be designed. In this regard, the present research contributes to the field by incorporating the market share and customer satisfaction to the competitive conditions of supply chains. For this purpose, a nonlinear mathematical model is presented in order to find locations and perform distributions in a closed-loop supply chain under competitive conditions. This model has two objectives including profit maximization and market share maximization. To solve the model, LP-metric and goal programming are implemented, and then the results of these two methods are discussed. Comparisons are also made in terms of the value of the objective functions as well as the solution time. Finally, the simple weighted sum method is used to select the superior method. The results show that the LP-metric method is worth performing to solve the mathematical model of the research." /> <meta name="citation_id" content="2884" /> <meta name="citation_publication_date" content="2022/11/01" /> <meta name="citation_date" content="2022-11-01" /> <meta name="citation_journal_title" content="International Journal of Supply and Operations Management" /> <meta name="citation_issn" content="23831359" /> <meta name="citation_volume" content="9" /> <meta name="citation_issue" content="4" /> <meta name="citation_firstpage" content="483" /> <meta name="citation_lastpage" content="495" /> <meta name="citation_publisher" content="Kharazmi University" /> <meta name="citation_doi" content="10.22034/ijsom.2021.109265.2285" /> <meta name="DC.Identifier" content="10.22034/ijsom.2021.109265.2285" /> <meta name="citation_abstract_html_url" content="http://www.ijsom.com/article_2884.html" /> <meta name="citation_pdf_url" content="http://www.ijsom.com/article_2884_38d67d0094e8b8c4c76a93a6c435a697.pdf" /> <meta name="DC.Title" content="Multi-objective optimization of location and distribution in a closed-loop supply chain by considering market share in competitive conditions" /> <meta name="DC.Source" content="International Journal of Supply and Operations Management" /> <meta name="DC.Date" content="01/11/2022" /> <meta name="DC.Date.issued" content="2022-11-01" /> <meta name="DC.Format" content="application/pdf" /> <meta name="DC.Contributor" content="Goli, Alireza" /> <meta name="DC.Contributor" content="Golmohammadi, Amir-mohammad" /> <meta name="og:title" content="Multi-objective optimization of location and distribution in a closed-loop supply chain by considering market share in competitive conditions" /> <meta name="og:description" content="Development of supply chains is one of the practical concepts in the field of production and sales in competitive conditions. Accordingly, it is necessary to properly study the competitive conditions in which supply chain networks can be designed. In this regard, the present research contributes to the field by incorporating the market share and customer satisfaction to the competitive conditions of supply chains. For this purpose, a nonlinear mathematical model is presented in order to find locations and perform distributions in a closed-loop supply chain under competitive conditions. This model has two objectives including profit maximization and market share maximization. To solve the model, LP-metric and goal programming are implemented, and then the results of these two methods are discussed. Comparisons are also made in terms of the value of the objective functions as well as the solution time. Finally, the simple weighted sum method is used to select the superior method. 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<h1 class="margin-bottom-20 size-18 ltr"><span class="article_title bold"> Multi-objective optimization of location and distribution in a closed-loop supply chain by considering market share in competitive conditions</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=117816&_au=Alireza++Goli">Alireza Goli</a> <sup><a href="mailto:alireza.g88@gmail.com" data-toggle="tooltip" data-placement="bottom" title="Email to Corresponding Author"><i class="fa fa-envelope-o" ></i></a></sup> <sup class="ltr"><a class=" text-green" href="https://www.orcid.org/0000-0001-9535-9902" data-toggle="tooltip" data-placement="bottom" data-html="true" title="ORCID: 0000-0001-9535-9902" target="_blank"><i class="ai ai-orcid size-13" ></i></a></sup> <sup><a href="#aff1" >1</a></sup> </li> <li class="padding-3"> <a href="./?_action=article&au=126003&_au=Amir-mohammad++Golmohammadi">Amir-mohammad Golmohammadi</a> <sup class="ltr"><a class=" text-green" href="https://www.orcid.org/0000-0001-5467-9838" data-toggle="tooltip" data-placement="bottom" data-html="true" title="ORCID: 0000-0001-5467-9838" 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, University of Isfahan, Isfahan, Iran </p> <p class="margin-bottom-3 ltr" id="aff2"> <sup>2</sup> Department of Industrial Engineering, Arak University, Arak, 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.2021.109265.2285">10.22034/ijsom.2021.109265.2285</a></span></div> <p style="margin:12px -2px 0 -2px"><strong>Abstract</strong></p> <div class="padding_abstract justify ltr">Development of supply chains is one of the practical concepts in the field of production and sales in competitive conditions. Accordingly, it is necessary to properly study the competitive conditions in which supply chain networks can be designed. In this regard, the present research contributes to the field by incorporating the market share and customer satisfaction to the competitive conditions of supply chains. For this purpose, a nonlinear mathematical model is presented in order to find locations and perform distributions in a closed-loop supply chain under competitive conditions. This model has two objectives including profit maximization and market share maximization. To solve the model, LP-metric and goal programming are implemented, and then the results of these two methods are discussed. Comparisons are also made in terms of the value of the objective functions as well as the solution time. Finally, the simple weighted sum method is used to select the superior method. The results show that the LP-metric method is worth performing to solve the mathematical model of the research.</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=106319&_kw=Location+and+distribution" >Location and distribution</a> </li> <li class="padding-3"> <a class="tag_a" href="./?_action=article&kw=106320&_kw=Market+share" >Market share</a> </li> <li class="padding-3"> <a class="tag_a" href="./?_action=article&kw=104889&_kw=Closed-loop+supply+chain" >Closed-loop supply chain</a> </li> <li class="padding-3"> <a class="tag_a" href="./?_action=article&kw=106321&_kw=LP-metric" >LP-metric</a> </li> <li class="padding-3"> <a class="tag_a" href="./?_action=article&kw=105985&_kw=Goal+programming" >Goal programming</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">Aghighi, A., Goli, A., Malmir, B., and Tirkolaee, E. B. (2021). The stochastic location-routing-inventory problem of perishable products with reneging and balking. <em>Journal of Ambient Intelligence and Humanized Computing</em>, pp. 1-20. </div> <div class="padding-3 margin-top-3 ltr justify">Alinaghian, M., Tirkolaee, E. B., Dezaki, Z. K., Hejazi, S. R., and Ding, W. (2021). An augmented Tabu search algorithm for the green inventory-routing problem with time windows. <em>Swarm and Evolutionary Computation</em>, Vol. 60, pp. 100802. </div> <div class="padding-3 margin-top-3 ltr justify">Amin, S. H., and Zhang, G. (2013). A multi-objective facility location model for closed-loop supply chain network under uncertain demand and return. <em>Applied Mathematical Modelling</em>, Vol. 37(6), pp. 4165-4176. </div> <div class="padding-3 margin-top-3 ltr justify">Amiri, A. S., Torabi, S. A., and Ghodsi, R. (2018). 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Springer, Boston, MA. </div> <div class="padding-3 margin-top-3 ltr justify">Dhiman, G., and Garg, M. (2020). MoSSE: a novel hybrid multi-objective meta-heuristic algorithm for engineering design problems. <em>Soft Computing</em>, Vol. 24(24), pp. 18379-18398. </div> <div class="padding-3 margin-top-3 ltr justify">Ghavamifar, A., Makui, A., and Taleizadeh, A. A. (2018). Designing a resilient competitive supply chain network under disruption risks: A real-world application. <em>Transportation Research Part E: Logistics and Transportation Review</em>, Vol. 115, pp. 87-109. </div> <div class="padding-3 margin-top-3 ltr justify">Goli, A., Tirkolaee, E. B., Malmir, B., Bian, G. B., and Sangaiah, A. K. (2019). A multi-objective invasive weed optimization algorithm for robust aggregate production planning under uncertain seasonal demand. <em>Computing</em>, Vol. 101(6), pp. 499-529. </div> <div class="padding-3 margin-top-3 ltr justify">Govindan, K., Soleimani, H., and Kannan, D. (2015). 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A sustainable hybrid manufacturing/remanufacturing system with two-way substitution and WEEE directive under different market conditions. <em>Optimization</em>, pp.1-24. </div> <div class="padding-3 margin-top-3 ltr justify">Mahmoodi, M. (2019). A new multi-objective model of agile supply chain network design considering transportation limits. Production & Manufacturing Research, Vol. 7(1), pp. 1-22. </div> <div class="padding-3 margin-top-3 ltr justify">Pahlevan, S. M., Hosseini, S. M. S., and Goli, A. (2021). Sustainable supply chain network design using products’ life cycle in the aluminum industry. <em>Environmental Science and Pollution Research</em>, pp. 1-25. </div> <div class="padding-3 margin-top-3 ltr justify">Talaei, M., Moghaddam, B. F., Pishvaee, M. S., Bozorgi-Amiri, A., & Gholamnejad, S. (2016). A robust fuzzy optimization model for carbon-efficient closed-loop supply chain network design problem: a numerical illustration in electronics industry. <em>Journal of Cleaner Production</em>, Vol. 113, pp. 662-673. </div> <div class="padding-3 margin-top-3 ltr justify">Tirkolaee, E. B., Abbasian, P., and Weber, G. W. (2021). Sustainable fuzzy multi-trip location-routing problem for medical waste management during the COVID-19 outbreak. <em>Science of the Total Environment</em>, Vol. 756, pp. 143607. </div> <div class="padding-3 margin-top-3 ltr justify">Wang, J., Wang, X., and Yu, M. (2020). Multi-period multi-product supply chain network design in the competitive environment. <em>Mathematical Problems in Engineering</em>, in press. </div> <div class="padding-3 margin-top-3 ltr justify">Wei, J., Govindan, K., Li, Y., and Zhao, J. (2015). Pricing and collecting decisions in a closed-loop supply chain with symmetric and asymmetric information. <em>Computers & operations research</em>, Vol.54, pp. 257-265. </div> <div class="padding-3 margin-top-3 ltr justify">Wei, J., Govindan, K., Li, Y., and Zhao, J. (2015). Pricing and collecting decisions in a closed-loop supply chain with symmetric and asymmetric information. <em>Computers & operations research</em>, Vol.54, pp. 257-265. </div> <div class="padding-3 margin-top-3 ltr justify">Zohal, M., and Soleimani, H. (2016). Developing an ant colony approach for green closed-loop supply chain network design: a case study in gold industry. <em>Journal of Cleaner Production</em>, Vol. 133, pp. 314-337.</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_531_535.html">Volume 9, Issue 4</a><br/>November 2022<div id="sp_ar_pages">Pages <span dir="ltr">483-495</span></div></h6> </div> </div> </div> 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class="panel-heading"> <h3 class="panel-title"><a data-toggle="collapse" data-parent="#accordion" href="#ar_info_pnl_st"><i class="fa fa-bar-chart" aria-hidden="true"></i> Statistics</a></h3> </div> <div id="ar_info_pnl_st" class="panel-collapse collapse in"> <div class="panel-body ar_info_pnl"> <ul class="list-group list-group-bordered list-group-noicon" style="display:block !important;max-height:9999px"> <li class="list-group-item"><a class="tag_a">Article View: <i>887</i></a></li> <li class="list-group-item"><a class="tag_a">PDF Download: <i>797</i></a></li> </ul> </div> </div> </div> </div> <!-- /LEFT --> </div> </section> <div id="cite-apa" 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">APA</h4> </div> <!-- Modal Body --> <div class="modal-body"> <p>Goli, A., & Golmohammadi, A. (2022). Multi-objective optimization of location and distribution in a closed-loop supply chain by considering market share in competitive conditions. <em>International Journal of Supply and Operations Management</em>, 9(4), 483-495. doi: 10.22034/ijsom.2021.109265.2285</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>Alireza Goli; Amir-mohammad Golmohammadi. "Multi-objective optimization of location and distribution in a closed-loop supply chain by considering market share in competitive conditions". <em>International Journal of Supply and Operations Management</em>, 9, 4, 2022, 483-495. doi: 10.22034/ijsom.2021.109265.2285</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>Goli, A., Golmohammadi, A. (2022). 'Multi-objective optimization of location and distribution in a closed-loop supply chain by considering market share in competitive conditions', <em>International Journal of Supply and Operations Management</em>, 9(4), pp. 483-495. doi: 10.22034/ijsom.2021.109265.2285</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>Goli, A., Golmohammadi, A. Multi-objective optimization of location and distribution in a closed-loop supply chain by considering market share in competitive conditions. <em>International Journal of Supply and Operations Management</em>, 2022; 9(4): 483-495. doi: 10.22034/ijsom.2021.109265.2285</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="13f6eeebf77e0ee6ba34b2fcde1e5d7a6005abf81fe45ba6"/> <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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