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Developing a fuzzy goal programming model for optimizing humanitarian supply chain operations
<!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>Developing a fuzzy goal programming model for optimizing humanitarian supply chain operations</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="Critical Logistics,Primary & Secondary Disaster,Fuzzy goal programming,NSGAII,Taguchi Methods" /> <meta name="description" content="A review of natural disasters that have occurred over recent decades indicates the high costs and casualties caused by them for governments and societies arousing concerns in this field. In this regard, making proper decisions and taking appropriate and real-time measures in each phase of the crisis management cycle can re-duce possible damages during disasters and decrease the vulnerability of society. Hence, the present study aims to propose a fuzzy goal programming (FGP) model in the primary and secondary stages of disasters. The primary stage is aimed at providing disaster-affected areas with relief services and commodities while the purpose of the secondary stage is to provide disaster centers with aid and transfer the injured to relief centers. The proposed mathematical model has been validated using the FGP approach and the NSGAII metaheuristic algorithm and adjusting the parameters of the Taguchi method. The results reveal that the proposed model can improve the programming and flexibility of relief measures in disaster-affected areas in both primary and secondary stages. It is also found that the use of the metaheuristic algorithm facilitates the evaluation and decision-making procedures in big disasters and verifies the efficiency of the algorithm in large dimensions." /> <meta name="title" content="Developing a fuzzy goal programming model for optimizing humanitarian supply chain operations" /> <meta name="googlebot" content="NOODP" /> <meta name="citation_title" content="Developing a fuzzy goal programming model for optimizing humanitarian supply chain operations" /> <meta name="citation_author" content="Donyavi Rad, Meysam" /> <meta name="citation_author_institution" content="Department of management, College of Human Science, Saveh Branch, Islamic Azad University, Saveh, Iran" /> <meta name="citation_author" content="Sadeh, Ehsan" /> <meta name="citation_author_institution" content="Department of management, college of human science, Saveh Branch, Islamic Azad University, Saveh, Iran" /> <meta name="citation_author" content="Amini Sabegh, Zeinolabedin" /> <meta name="citation_author_institution" content="Department of management, college of human science, Saveh Branch, Islamic Azad University, Saveh, Iran" /> <meta name="citation_author" content="Ehtesham Rasi, Reza" /> <meta name="citation_author_institution" content="Department of Industrial Management, Qazvin Branch, Islamic Azad University, Qazvin, Iran" /> <meta name="citation_abstract" content="A review of natural disasters that have occurred over recent decades indicates the high costs and casualties caused by them for governments and societies arousing concerns in this field. In this regard, making proper decisions and taking appropriate and real-time measures in each phase of the crisis management cycle can re-duce possible damages during disasters and decrease the vulnerability of society. Hence, the present study aims to propose a fuzzy goal programming (FGP) model in the primary and secondary stages of disasters. The primary stage is aimed at providing disaster-affected areas with relief services and commodities while the purpose of the secondary stage is to provide disaster centers with aid and transfer the injured to relief centers. The proposed mathematical model has been validated using the FGP approach and the NSGAII metaheuristic algorithm and adjusting the parameters of the Taguchi method. The results reveal that the proposed model can improve the programming and flexibility of relief measures in disaster-affected areas in both primary and secondary stages. It is also found that the use of the metaheuristic algorithm facilitates the evaluation and decision-making procedures in big disasters and verifies the efficiency of the algorithm in large dimensions." /> <meta name="citation_id" content="2856" /> <meta name="citation_publication_date" content="2021/11/01" /> <meta name="citation_date" content="2021-11-01" /> <meta name="citation_journal_title" content="International Journal of Supply and Operations Management" /> <meta name="citation_issn" content="23831359" /> <meta name="citation_volume" content="8" /> <meta name="citation_issue" content="4" /> <meta name="citation_firstpage" content="439" /> <meta name="citation_lastpage" content="457" /> <meta name="citation_publisher" content="Kharazmi University" /> <meta name="citation_doi" content="10.22034/IJSOM.2021.4.5" /> <meta name="DC.Identifier" content="10.22034/IJSOM.2021.4.5" /> <meta name="citation_abstract_html_url" content="http://www.ijsom.com/article_2856.html" /> <meta name="citation_pdf_url" content="http://www.ijsom.com/article_2856_0e1185c2b9cea082c514c0a3db984c4f.pdf" /> <meta name="DC.Title" content="Developing a fuzzy goal programming model for optimizing humanitarian supply chain operations" /> <meta name="DC.Source" content="International Journal of Supply and Operations Management" /> <meta name="DC.Date" content="01/11/2021" /> <meta name="DC.Date.issued" content="2021-11-01" /> <meta name="DC.Format" content="application/pdf" /> <meta name="DC.Contributor" content="Donyavi Rad, Meysam" /> <meta name="DC.Contributor" content="Sadeh, Ehsan" /> <meta name="DC.Contributor" content="Amini Sabegh, Zeinolabedin" /> <meta name="DC.Contributor" content="Ehtesham Rasi, Reza" /> <meta name="og:title" content="Developing a fuzzy goal programming model for optimizing humanitarian supply chain operations" /> <meta name="og:description" content="A review of natural disasters that have occurred over recent decades indicates the high costs and casualties caused by them for governments and societies arousing concerns in this field. In this regard, making proper decisions and taking appropriate and real-time measures in each phase of the crisis management cycle can re-duce possible damages during disasters and decrease the vulnerability of society. Hence, the present study aims to propose a fuzzy goal programming (FGP) model in the primary and secondary stages of disasters. The primary stage is aimed at providing disaster-affected areas with relief services and commodities while the purpose of the secondary stage is to provide disaster centers with aid and transfer the injured to relief centers. The proposed mathematical model has been validated using the FGP approach and the NSGAII metaheuristic algorithm and adjusting the parameters of the Taguchi method. The results reveal that the proposed model can improve the programming and flexibility of relief measures in disaster-affected areas in both primary and secondary stages. It is also found that the use of the metaheuristic algorithm facilitates the evaluation and decision-making procedures in big disasters and verifies the efficiency of the algorithm in large dimensions." /> <meta name="og:url" content="http://www.ijsom.com/article_2856.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"/> 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id="dv_artcl"> <!-- Current Issue --> <div> <h1 class="margin-bottom-20 size-18 ltr"><span class="article_title bold"> Developing a fuzzy goal programming model for optimizing humanitarian supply chain operations</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=119345&_au=Meysam++Donyavi+Rad">Meysam Donyavi Rad</a> <sup><a href="#aff1" >1</a></sup> </li> <li class="padding-3"> <a href="./?_action=article&au=118208&_au=Ehsan++Sadeh">Ehsan Sadeh</a> <sup><a href="mailto:e.sadeh@yahoo.com" data-toggle="tooltip" data-placement="bottom" title="Email to Corresponding Author"><i class="fa fa-envelope-o" ></i></a></sup> <sup><a href="#aff2" >2</a></sup> </li> <li class="padding-3"> <a href="./?_action=article&au=118209&_au=Zeinolabedin++Amini+Sabegh">Zeinolabedin Amini Sabegh</a> <sup><a href="#aff2" >2</a></sup> </li> <li class="padding-3"> <a href="./?_action=article&au=102564&_au=Reza++Ehtesham+Rasi">Reza Ehtesham Rasi</a> <sup><a href="#aff3" >3</a></sup> </li> </ul> <p class="margin-bottom-3 ltr" id="aff1"> <sup>1</sup> Department of management, College of Human Science, Saveh Branch, Islamic Azad University, Saveh, Iran </p> <p class="margin-bottom-3 ltr" id="aff2"> <sup>2</sup> Department of management, college of human science, Saveh Branch, Islamic Azad University, Saveh, Iran </p> <p class="margin-bottom-3 ltr" id="aff3"> <sup>3</sup> Department of Industrial Management, Qazvin Branch, Islamic Azad University, Qazvin, 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.2021.4.5">10.22034/IJSOM.2021.4.5</a></span></div> <p style="margin:12px -2px 0 -2px"><strong>Abstract</strong></p> <div class="padding_abstract justify ltr">A review of natural disasters that have occurred over recent decades indicates the high costs and casualties caused by them for governments and societies arousing concerns in this field. In this regard, making proper decisions and taking appropriate and real-time measures in each phase of the crisis management cycle can re-duce possible damages during disasters and decrease the vulnerability of society. Hence, the present study aims to propose a fuzzy goal programming (FGP) model in the primary and secondary stages of disasters. The primary stage is aimed at providing disaster-affected areas with relief services and commodities while the purpose of the secondary stage is to provide disaster centers with aid and transfer the injured to relief centers. The proposed mathematical model has been validated using the FGP approach and the NSGAII metaheuristic algorithm and adjusting the parameters of the Taguchi method. The results reveal that the proposed model can improve the programming and flexibility of relief measures in disaster-affected areas in both primary and secondary stages. It is also found that the use of the metaheuristic algorithm facilitates the evaluation and decision-making procedures in big disasters and verifies the efficiency of the algorithm in large dimensions.</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=106227&_kw=Critical+Logistics" >Critical Logistics</a> </li> <li class="padding-3"> <a class="tag_a" href="./?_action=article&kw=106228&_kw=Primary+%26amp%3B+Secondary+Disaster" >Primary & Secondary Disaster</a> </li> <li class="padding-3"> <a class="tag_a" href="./?_action=article&kw=105646&_kw=Fuzzy+Goal+Programming" >Fuzzy Goal Programming</a> </li> <li class="padding-3"> <a class="tag_a" href="./?_action=article&kw=106082&_kw=NSGAII" >NSGAII</a> </li> <li class="padding-3"> <a class="tag_a" href="./?_action=article&kw=106229&_kw=Taguchi+Methods" >Taguchi Methods</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">Chapman, A. G., and Mitchell, J. E. (2018). A fair division approach to humanitarian logistics inspired by conditional value-at-risk. <em>Annals of Operations Research</em>, Vol. 262(1), pp. 133-151. </div> <div class="padding-3 margin-top-3 ltr justify">Cao, C., Li, C., Yang, Q., Liu, Y., and Qu, T. (2018). A novel multi-objective programming model of relief distribution for sustainable disaster supply chain in large-scale natural disasters. <em>Journal of Cleaner Production, </em>Vol<em>. </em>174<em>, </em>pp<em>. </em>1422-1435<em>.</em> </div> <div class="padding-3 margin-top-3 ltr justify">Cavdur, F, Kose-Kucuk, M, and Sebatli, A. 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A Review on Main Challenges of Disaster Relief Supply Chain to Reduce Casualties in Case of Natural Disasters. <em>Journal of Applied Research on Industrial Engineering</em>, Vol. 4(2), pp.77-88. </div> <div class="padding-3 margin-top-3 ltr justify">Inuiguchi M, and Ramık J (2000) Possibilistic linear programming a brief review of fuzzy mathematical<br /> programming and a comparison with stochastic programming in portfolio selection problem. <em>Fuzzy sets Systems</em>, Vol.111, pp. 3-28 </div> <div class="padding-3 margin-top-3 ltr justify">Jha, A., Acharya, D., and Tiwari, M. K. (2017). Humanitarian relief supply chain: a multi-objective model and solution. <em>Sādhanā</em>, Vol.42 (7), pp. 1167-1174. </div> <div class="padding-3 margin-top-3 ltr justify">Mahootchi, M, Khatami, M., and Farahani, R. Z. (2017). 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Integrated blood supply chain planning for disaster relief. <em>International Journal of Disaster Risk Reduction</em>, Vol 27, pp. 168-188. </div> <div class="padding-3 margin-top-3 ltr justify">Song, J. M., Chen, W., and Lei, L. (2018). Supply chain flexibility and operations optimisation under demand uncertainty: a case in disaster relief. <em>International Journal of Production Research</em>, Vol. 56, pp. 1-15. </div> <div class="padding-3 margin-top-3 ltr justify">Salehi, F, Mahootchi, M, and Moattar Husseini, (2017), S.M, Developing a Robust Stochastic Model for Designing a Blood Supply Chain Network in a Crisis: A Possible Earthquake in Tehran<em>, Ann Oper Res</em>, Vol. 283, pp. 1-25 </div> <div class="padding-3 margin-top-3 ltr justify">Vahdani, B., Veysmoradi, D., Noori, F., and Mansour, F. (2018). Two-stage multi-objective location-routing-inventory model for humanitarian logistics network design under uncertainty. <em>International journal of disaster risk reduction</em>, Vol. 27, pp. 290-306. </div> <div class="padding-3 margin-top-3 ltr justify">Xu, J, Yin, X, Chen, D, and Nie, G, (2016), Multi-Criteria Location Model of Earthquake Evacuation Shelters to Aid in Urban Planning, <em>International Journal of Disaster Risk Reduction</em>, Vol. 20, pp. 51-62 </div> <div class="padding-3 margin-top-3 ltr justify">Yu, L., Zhang, C., Yang, H., and Miao, L. (2018). Novel methods for resource allocation in humanitarian logistics considering human suffering. <em>Computers & Industrial Engineering</em>, Vol. 119, pp. 1-20. </div> <div class="padding-3 margin-top-3 ltr justify">Zahiri, B. Torabi, S.A., and Tavakkoli-Moghaddam, R. (2017), A Novel Multi-Stage Possibilistic Stochastic Programming Approach (with an Application in Relief Distribution Planning). <em>Information Sciences</em>, Vol. 385, pp. 225-249 </div> <div class="padding-3 margin-top-3 ltr justify">Zokaee, S., Bozorgi-Amiri, A., and Sadjadi, S. J. (2016). A robust optimization model for humanitarian relief chain design under uncertainty. <em>Applied Mathematical Modelling</em>, Vol. 40(17-18), pp. 7996-8016.</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_526_530.html">Volume 8, Issue 4</a><br/>November 2021<div id="sp_ar_pages">Pages <span dir="ltr">439-457</span></div></h6> </div> </div> </div> </div> </div> <!-- 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Sadeh, E., Amini Sabegh, Z., & Ehtesham Rasi, R. (2021). Developing a fuzzy goal programming model for optimizing humanitarian supply chain operations. <em>International Journal of Supply and Operations Management</em>, 8(4), 439-457. doi: 10.22034/IJSOM.2021.4.5</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>Meysam Donyavi Rad; Ehsan Sadeh; Zeinolabedin Amini Sabegh; Reza Ehtesham Rasi. "Developing a fuzzy goal programming model for optimizing humanitarian supply chain operations". <em>International Journal of Supply and Operations Management</em>, 8, 4, 2021, 439-457. doi: 10.22034/IJSOM.2021.4.5</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>Donyavi Rad, M., Sadeh, E., Amini Sabegh, Z., Ehtesham Rasi, R. (2021). 'Developing a fuzzy goal programming model for optimizing humanitarian supply chain operations', <em>International Journal of Supply and Operations Management</em>, 8(4), pp. 439-457. doi: 10.22034/IJSOM.2021.4.5</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>Donyavi Rad, M., Sadeh, E., Amini Sabegh, Z., Ehtesham Rasi, R. Developing a fuzzy goal programming model for optimizing humanitarian supply chain operations. <em>International Journal of Supply and Operations Management</em>, 2021; 8(4): 439-457. doi: 10.22034/IJSOM.2021.4.5</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="10a026ff4c50965672f45148fb25a328ffd9f15a8b4baea8"/> <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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