A Simulation Study of Bullwhip Effect in a Closed-Loop Supply Chain with Fuzzy Demand and Fuzzy Collection Rate under Possibility Constraints

<!DOCTYPE html> <html lang="en" dir="ltr"> <head>  <script async src="https://www.googletagmanager.com/gtag/js?id=G-P63WKM1TM1"></script> <script> window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag('js', new Date()); gtag('config', 'G-P63WKM1TM1'); </script>  <script type="text/javascript" > (function(m,e,t,r,i,k,a){m[i]=m[i]||function(){(m[i].a=m[i].a||[]).push(arguments)}; m[i].l=1*new Date(); for (var j = 0; j < document.scripts.length; j++) {if (document.scripts[j].src === r) { return; }} k=e.createElement(t),a=e.getElementsByTagName(t)[0],k.async=1,k.src=r,a.parentNode.insertBefore(k,a)}) (window, document, "script", "https://mc.yandex.ru/metrika/tag.js", "ym"); ym(55165297, "init", { clickmap:false, trackLinks:true, accurateTrackBounce:true, webvisor:false }); </script> <noscript><div><img src="https://mc.yandex.ru/watch/55165297" style="position:absolute; left:-9999px;" alt="" /></div></noscript>    <title>A Simulation Study of Bullwhip Effect in a Closed-Loop Supply Chain with Fuzzy Demand and Fuzzy Collection Rate under Possibility Constraints</title> <meta name="description" content="A Simulation Study of Bullwhip Effect in a Closed-Loop Supply Chain with Fuzzy Demand and Fuzzy Collection Rate under Possibility Constraints"> <meta name="keywords" content="Bullwhip Effect, Fuzzy Possibility Measures, Reverse Supply Chain, System Dynamics."> <meta name="viewport" content="width=device-width, initial-scale=1, minimum-scale=1, maximum-scale=1, user-scalable=no"> <meta charset="utf-8"> <meta name="citation_title" content="A Simulation Study of Bullwhip Effect in a Closed-Loop Supply Chain with Fuzzy Demand and Fuzzy Collection Rate under Possibility Constraints"> <meta name="citation_author" content="Debabrata Das"> <meta name="citation_author" content="Pankaj Dutta"> <meta name="citation_publication_date" content="2012/04/23"> <meta name="citation_journal_title" content="International Journal of Industrial and Manufacturing Engineering"> <meta name="citation_volume" content="6"> <meta name="citation_issue" content="4"> <meta name="citation_firstpage" content="466"> <meta name="citation_lastpage" content="473"> <meta name="citation_pdf_url" content="https://publications.waset.org/4496/pdf"> <link href="https://cdn.waset.org/favicon.ico" type="image/x-icon" rel="shortcut icon"> <link href="https://cdn.waset.org/static/plugins/bootstrap-4.2.1/css/bootstrap.min.css" rel="stylesheet"> <link href="https://cdn.waset.org/static/plugins/fontawesome/css/all.min.css" rel="stylesheet"> <link href="https://cdn.waset.org/static/css/site.css?v=150220211555" rel="stylesheet"> </head> <body> <header> <div class="container"> <nav class="navbar navbar-expand-lg navbar-light"> <a class="navbar-brand" href="https://waset.org"> <img src="https://cdn.waset.org/static/images/wasetc.png" alt="Open Science Research Excellence" title="Open Science Research Excellence" /> </a> <button class="d-block d-lg-none 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class="input-group"> <i class="fas fa-search"></i> <input type="text" class="search-query" name="q" placeholder="Author, Title, Abstract, Keywords" value=""> <input type="submit" class="btn_search" value="Search"> </div> </div> </form> </div> </div> <div class="row mt-3"> <div class="col-sm-3"> <div class="card"> <div class="card-body"><strong>Commenced</strong> in January 2007</div> </div> </div> <div class="col-sm-3"> <div class="card"> <div class="card-body"><strong>Frequency:</strong> Monthly</div> </div> </div> <div class="col-sm-3"> <div class="card"> <div class="card-body"><strong>Edition:</strong> International</div> </div> </div> <div class="col-sm-3"> <div class="card"> <div class="card-body"><strong>Paper Count:</strong> 33093</div> </div> </div> </div> <div class="card publication-listing mt-3 mb-3"> <h5 class="card-header" style="font-size:.9rem">A Simulation Study of Bullwhip Effect in a Closed-Loop Supply Chain with Fuzzy Demand and Fuzzy Collection Rate under Possibility Constraints</h5> <div class="card-body"> <p class="card-text"><strong>Authors:</strong> <a href="https://publications.waset.org/search?q=Debabrata%20Das">Debabrata Das</a>, <a href="https://publications.waset.org/search?q=Pankaj%20Dutta"> Pankaj Dutta</a> </p> <p class="card-text"><strong>Abstract:</strong></p> Along with forward supply chain organization needs to consider the impact of reverse logistics due to its economic advantage, social awareness and strict legislations. In this paper, we develop a system dynamics framework for a closed-loop supply chain with fuzzy demand and fuzzy collection rate by incorporating product exchange policy in forward channel and various recovery options in reverse channel. The uncertainty issues associated with acquisition and collection of used product have been quantified using possibility measures. In the simulation study, we analyze order variation at both retailer and distributor level and compare bullwhip effects of different logistics participants over time between the traditional forward supply chain and the closed-loop supply chain. Our results suggest that the integration of reverse logistics can reduce order variation and bullwhip effect of a closed-loop system. Finally, sensitivity analysis is performed to examine the impact of various parameters on recovery process and bullwhip effect. <iframe src="https://publications.waset.org/4496.pdf" style="width:100%; height:400px;" frameborder="0"></iframe> <p class="card-text"><strong>Keywords:</strong> <a href="https://publications.waset.org/search?q=Bullwhip%20Effect" title="Bullwhip Effect">Bullwhip Effect</a>, <a href="https://publications.waset.org/search?q=Fuzzy%20Possibility%20Measures" title=" Fuzzy Possibility Measures"> Fuzzy Possibility Measures</a>, <a href="https://publications.waset.org/search?q=Reverse%20Supply%20Chain" title=" Reverse Supply Chain"> Reverse Supply Chain</a>, <a href="https://publications.waset.org/search?q=System%20Dynamics." title=" System Dynamics."> System Dynamics.</a> </p> <p class="card-text"><strong>Digital Object Identifier (DOI):</strong> <a href="https://doi.org/10.5281/zenodo.1332376" target="_blank">doi.org/10.5281/zenodo.1332376</a> </p> <a href="https://publications.waset.org/4496/a-simulation-study-of-bullwhip-effect-in-a-closed-loop-supply-chain-with-fuzzy-demand-and-fuzzy-collection-rate-under-possibility-constraints" class="btn btn-primary btn-sm">Procedia</a> <a href="https://publications.waset.org/4496/apa" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">APA</a> <a href="https://publications.waset.org/4496/bibtex" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">BibTeX</a> <a href="https://publications.waset.org/4496/chicago" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">Chicago</a> <a href="https://publications.waset.org/4496/endnote" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">EndNote</a> <a href="https://publications.waset.org/4496/harvard" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">Harvard</a> <a href="https://publications.waset.org/4496/json" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">JSON</a> <a href="https://publications.waset.org/4496/mla" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">MLA</a> <a href="https://publications.waset.org/4496/ris" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">RIS</a> <a href="https://publications.waset.org/4496/xml" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">XML</a> <a href="https://publications.waset.org/4496/iso690" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">ISO 690</a> <a href="https://publications.waset.org/4496.pdf" target="_blank" class="btn btn-primary btn-sm">PDF</a> <span class="bg-info text-light px-1 py-1 float-right rounded"> Downloads <span class="badge badge-light">2697</span> </span> <p class="card-text"><strong>References:</strong></p> <br>[1] S. Pokharel and A. Mutha, "Perspectives in reverse logistics: A review", Resources, Conservation and Recycling , pp. 175-182, 2009. <br>[2] M. Pagell, Z. Wu and N. Nagesh, "The supply chain implications of recycling," Business Horizon, vol. 50, pp. 133-143, 2007. <br>[3] G. Ferrer and J. M. Swaminathan, "Production, Manufacturing and Logistics Managing new and differentiated remanufactured products," European Journal of Operational Research, vol. 203, pp. 370-379, 2010. <br>[4] M. Gallo, L. Guerra and G. Guizzi, "Hybrid Remanufacturing/ Manufacturing Systems: secondary markets issues and opportunities", WSEAS TRANSACTIONS on BUSINESS and ECONOMICS ,vol. 6, no. 1, 31-41,2009. <br>[5] M. Fleischmann, R. Dekker, E. van der Laan, J. van Numen, L. van Wassenhove and J. Ruwaard, "Quantitative models for reverse logistics: A review," European Journal of Operational Research, vol. 103, pp. 1- 17, 1997. <br>[6] T. Spengler and M. Schroter, "Strategic management of spare parts in closed-loop supply chains: a system dynamics approach," Interfaces, vol. 33, no. 6, pp. 7-17, 2003. <br>[7] P. Georgiadis and D. Vlachos, "The effect of environmental parameters on product recovery," European Journal of Operational Research, vol. 157, no. 2, pp. 449-464, 2004. <br>[8] H. Lee, P. Padmanabhan, and S. Whang, "The bullwhip effect in supply chains", Sloan Management Review , vol. 38,pp. 93-102,1997 <br>[9] C. Carlsson and R. Fuller, "Fuzzy Approach to the Bullwhip Effect.",Proceedings of the 15th European Meeting on Cybernetics and Systems Research, (pp. 228 - 233). Vienna,2000. <br>[10] L. Zhou and S. Disney, "Bullwhip and inventory variance in a closed loop supply chain," OR Spectrum, vol. 28, pp. 127-149, 2006. <br>[11] R. K. Pati, P. Vrat and P. Kumar, "Quantifying bullwhip effect in a closed loop supply chain," OPSEARCH, vol. 47, no. 4, pp. 231-253, 2010. <br>[12] D. Qingli, S. Hao, and Z Hui, "Simulation of remanufacturing in reverse supply chain based on system dynamics," in IEEE, Service Systems and Service Management, 2008 International Conference, Melbourne, 2008, pp. 1-6. <br>[13] D. Das and P. Dutta, "A Comparative Study of Bullwhip Effect in a Multi-Echelon Forward-Reverse Supply Chain", presented at The Pyrenees International Workshop on Statistics, Probability and Operations Research, Jaca, Spain, Sep. 13-16, 2011. <br>[14] L. Zadeh," Fuzzy sets. Information and Control", vol. 8, pp. 338- 353,1965 <br>[15] H. J. Zimmermann, "Fuzzy Set Theory and its Applications," 2nd ed, Kluwer ademic Publisher, 1996. <br>[16] D. Dubois and H. Prade, "Ranking fuzzy numbers in the setting of possibility theory," Information Sciences ,vol. 30, pp. 183-224, 1983. <br>[17] K. Maity and M. Maiti, "Possibility and necessity constraints and their defuzzification脭脟枚A multi-item production-inventory scenario via optimal control theory," European Journal of Operational Research , vol. 177, pp. 882-896, 2007 <br>[18] F. Chen, Z. Drezner, J. K. Ryan and D. Simchi-Levi, "Quantifying the Bullwhip Effect in a simple supply chain: The impact of forecasting, lead times, and information," Management Science, vol. 46, no. 3, pp. 436-443, 2000. </div> </div> </div> </main> <footer> <div id="infolinks" class="pt-3 pb-2"> <div class="container"> <div style="background-color:#f5f5f5;" class="p-3"> <div class="row"> <div class="col-md-2"> <ul class="list-unstyled"> About <li><a href="https://waset.org/page/support">About Us</a></li> <li><a href="https://waset.org/page/support#legal-information">Legal</a></li> <li><a target="_blank" rel="nofollow" href="https://publications.waset.org/static/files/WASET-16th-foundational-anniversary.pdf">WASET celebrates its 16th foundational anniversary</a></li> </ul> </div> <div class="col-md-2"> <ul class="list-unstyled"> Account <li><a href="https://waset.org/profile">My Account</a></li> </ul> </div> <div class="col-md-2"> <ul class="list-unstyled"> Explore <li><a href="https://waset.org/disciplines">Disciplines</a></li> <li><a href="https://waset.org/conferences">Conferences</a></li> <li><a href="https://waset.org/conference-programs">Conference Program</a></li> <li><a href="https://waset.org/committees">Committees</a></li> <li><a href="https://publications.waset.org">Publications</a></li> </ul> </div> <div class="col-md-2"> <ul class="list-unstyled"> Research <li><a href="https://publications.waset.org/abstracts">Abstracts</a></li> <li><a href="https://publications.waset.org">Periodicals</a></li> <li><a href="https://publications.waset.org/archive">Archive</a></li> </ul> </div> <div class="col-md-2"> <ul class="list-unstyled"> Open Science <li><a target="_blank" rel="nofollow" href="https://publications.waset.org/static/files/Open-Science-Philosophy.pdf">Open Science Philosophy</a></li> <li><a target="_blank" rel="nofollow" href="https://publications.waset.org/static/files/Open-Science-Award.pdf">Open Science Award</a></li> <li><a target="_blank" rel="nofollow" href="https://publications.waset.org/static/files/Open-Society-Open-Science-and-Open-Innovation.pdf">Open Innovation</a></li> <li><a target="_blank" rel="nofollow" href="https://publications.waset.org/static/files/Postdoctoral-Fellowship-Award.pdf">Postdoctoral Fellowship Award</a></li> <li><a target="_blank" rel="nofollow" href="https://publications.waset.org/static/files/Scholarly-Research-Review.pdf">Scholarly Research Review</a></li> </ul> </div> <div class="col-md-2"> <ul class="list-unstyled"> Support <li><a href="https://waset.org/page/support">Support</a></li> <li><a href="https://waset.org/profile/messages/create">Contact Us</a></li> <li><a href="https://waset.org/profile/messages/create">Report Abuse</a></li> </ul> </div> </div> </div> </div> </div> <div class="container text-center"> <hr style="margin-top:0;margin-bottom:.3rem;"> <a href="https://creativecommons.org/licenses/by/4.0/" target="_blank" class="text-muted small">Creative Commons Attribution 4.0 International License</a> <div id="copy" class="mt-2">© 2024 World Academy of Science, Engineering and Technology</div> </div> </footer> <a href="javascript:" id="return-to-top"><i class="fas fa-arrow-up"></i></a> <div class="modal" id="modal-template"> <div class="modal-dialog"> <div class="modal-content"> <div class="row m-0 mt-1"> <div class="col-md-12"> <button type="button" class="close" data-dismiss="modal" aria-label="Close"><span aria-hidden="true">×</span></button> </div> </div> <div class="modal-body"></div> </div> </div> </div> <script src="https://cdn.waset.org/static/plugins/jquery-3.3.1.min.js"></script> <script src="https://cdn.waset.org/static/plugins/bootstrap-4.2.1/js/bootstrap.bundle.min.js"></script> <script src="https://cdn.waset.org/static/js/site.js?v=150220211556"></script> <script> jQuery(document).ready(function() { /*jQuery.get("https://publications.waset.org/xhr/user-menu", function (response) { jQuery('#mainNavMenu').append(response); });*/ jQuery.get({ url: "https://publications.waset.org/xhr/user-menu", cache: false }).then(function(response){ jQuery('#mainNavMenu').append(response); }); }); </script> </body> </html>

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A Simulation Study of Bullwhip Effect in a Closed-Loop Supply Chain with Fuzzy Demand and Fuzzy Collection Rate under Possibility Constraints