Routing Medical Images with Tabu Search and Simulated Annealing: A Study on Quality of Service

<!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>Routing Medical Images with Tabu Search and Simulated Annealing: A Study on Quality of Service</title> <meta name="description" content="Routing Medical Images with Tabu Search and Simulated Annealing: A Study on Quality of Service"> <meta name="keywords" content="Medical image, QoS, simulated annealing, Tabu search, telemedicine."> <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="Routing Medical Images with Tabu Search and Simulated Annealing: A Study on Quality of Service"> <meta name="citation_author" content="Mej铆a M. Paula"> <meta name="citation_author" content="Ram铆rez L. Leonardo"> <meta name="citation_author" content="Puerta A. Gabriel"> <meta name="citation_publication_date" content="2019/02/02"> <meta name="citation_journal_title" content="International Journal of Computer and Information Engineering"> <meta name="citation_volume" content="13"> <meta name="citation_issue" content="3"> <meta name="citation_firstpage" content="114"> <meta name="citation_lastpage" content="126"> <meta name="citation_pdf_url" content="https://publications.waset.org/10010142/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 navbar-toggler ml-auto" type="button" data-toggle="collapse" data-target="#navbarMenu" aria-controls="navbarMenu" aria-expanded="false" aria-label="Toggle navigation"> <span class="navbar-toggler-icon"></span> </button> <div class="w-100"> <div class="d-none d-lg-flex flex-row-reverse"> <form method="get" action="https://waset.org/search" class="form-inline my-2 my-lg-0"> <input class="form-control mr-sm-2" type="search" placeholder="Search Conferences" value="" name="q" aria-label="Search"> <button class="btn btn-light my-2 my-sm-0" type="submit"><i class="fas fa-search"></i></button> </form> </div> <div class="collapse navbar-collapse mt-1" id="navbarMenu"> <ul class="navbar-nav ml-auto align-items-center" id="mainNavMenu"> <li class="nav-item"> <a class="nav-link" href="https://waset.org/conferences" title="Conferences in 2024/2025/2026">Conferences</a> </li> <li class="nav-item"> <a class="nav-link" href="https://waset.org/disciplines" title="Disciplines">Disciplines</a> </li> <li class="nav-item"> <a class="nav-link" href="https://waset.org/committees" rel="nofollow">Committees</a> </li> <li class="nav-item dropdown"> <a class="nav-link dropdown-toggle" href="#" id="navbarDropdownPublications" role="button" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false"> Publications </a> <div class="dropdown-menu" aria-labelledby="navbarDropdownPublications"> <a class="dropdown-item" href="https://publications.waset.org/abstracts">Abstracts</a> <a class="dropdown-item" href="https://publications.waset.org">Periodicals</a> <a class="dropdown-item" href="https://publications.waset.org/archive">Archive</a> </div> </li> <li class="nav-item"> <a class="nav-link" href="https://waset.org/page/support" title="Support">Support</a> </li> </ul> </div> </div> </nav> </div> </header> <main> <div class="container mt-4"> <div class="row"> <div class="col-md-9 mx-auto"> <form method="get" action="https://publications.waset.org/search"> <div id="custom-search-input"> <div 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">Routing Medical Images with Tabu Search and Simulated Annealing: A Study on Quality of Service</h5> <div class="card-body"> <p class="card-text"><strong>Authors:</strong> <a href="https://publications.waset.org/search?q=Mej%C3%ADa%20M.%20Paula">Mej铆a M. Paula</a>, <a href="https://publications.waset.org/search?q=Ram%C3%ADrez%20L.%20Leonardo"> Ram铆rez L. Leonardo</a>, <a href="https://publications.waset.org/search?q=Puerta%20A.%20Gabriel"> Puerta A. Gabriel</a> </p> <p class="card-text"><strong>Abstract:</strong></p> <p>In telemedicine, the image repository service is important to increase the accuracy of diagnostic support of medical personnel. This study makes comparison between two routing algorithms regarding the quality of service (QoS), to be able to analyze the optimal performance at the time of loading and/or downloading of medical images. This study focused on comparing the performance of Tabu Search with other heuristic and metaheuristic algorithms that improve QoS in telemedicine services in Colombia. For this, Tabu Search and Simulated Annealing heuristic algorithms are chosen for their high usability in this type of applications; the QoS is measured taking into account the following metrics: Delay, Throughput, Jitter and Latency. In addition, routing tests were carried out on ten images in digital image and communication in medicine (DICOM) format of 40 MB. These tests were carried out for ten minutes with different traffic conditions, reaching a total of 25 tests, from a server of Universidad Militar Nueva Granada (UMNG) in Bogotá-Colombia to a remote user in Universidad de Santiago de Chile (USACH) - Chile. The results show that Tabu search presents a better QoS performance compared to Simulated Annealing, managing to optimize the routing of medical images, a basic requirement to offer diagnostic images services in telemedicine.</p> <iframe src="https://publications.waset.org/10010142.pdf" style="width:100%; height:400px;" frameborder="0"></iframe> <p class="card-text"><strong>Keywords:</strong> <a href="https://publications.waset.org/search?q=Medical%20image" title="Medical image">Medical image</a>, <a href="https://publications.waset.org/search?q=QoS" title=" QoS"> QoS</a>, <a href="https://publications.waset.org/search?q=simulated%20annealing" title=" simulated annealing"> simulated annealing</a>, <a href="https://publications.waset.org/search?q=Tabu%20search" title=" Tabu search"> Tabu search</a>, <a href="https://publications.waset.org/search?q=telemedicine." title=" telemedicine."> telemedicine.</a> </p> <p class="card-text"><strong>Digital Object Identifier (DOI):</strong> <a href="https://doi.org/10.5281/zenodo.2643597" target="_blank">doi.org/10.5281/zenodo.2643597</a> </p> <a href="https://publications.waset.org/10010142/routing-medical-images-with-tabu-search-and-simulated-annealing-a-study-on-quality-of-service" class="btn btn-primary btn-sm">Procedia</a> <a href="https://publications.waset.org/10010142/apa" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">APA</a> <a href="https://publications.waset.org/10010142/bibtex" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">BibTeX</a> <a href="https://publications.waset.org/10010142/chicago" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">Chicago</a> <a href="https://publications.waset.org/10010142/endnote" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">EndNote</a> <a href="https://publications.waset.org/10010142/harvard" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">Harvard</a> <a href="https://publications.waset.org/10010142/json" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">JSON</a> <a href="https://publications.waset.org/10010142/mla" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">MLA</a> <a href="https://publications.waset.org/10010142/ris" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">RIS</a> <a href="https://publications.waset.org/10010142/xml" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">XML</a> <a href="https://publications.waset.org/10010142/iso690" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">ISO 690</a> <a href="https://publications.waset.org/10010142.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">956</span> </span> <p class="card-text"><strong>References:</strong></p> <br>[1] Babulak, E. (2006). Quality of service provision assessment in the healthcare information and telecommunications infrastructures. International journal of medical informatics, 75(3-4), 246-252. <br>[2] Shaikh, A., Misbahuddin, M., & Memon, M. S. (2008, April). A system design for a telemedicine health care system. In International Multi Topic Conference (pp. 295-305). Springer, Berlin, Heidelberg. <br>[3] Oddershede, A., & Carrasco, R. (2010, July). Methodology to evaluate and improve the QoS ICT networks in the healthcare service. In Communication Systems Networks and Digital Signal Processing (CSNDSP), 2010 7th International Symposium on (pp. 871-875). IEEE. <br>[4] Basalo, P. M. R. (2010). Algoritmos heur铆sticos y aplicaciones a m茅todos formales (Doctoral dissertation, Universidad Complutense de Madrid). <br>[5] Moreno, L. F., D铆az, F. J., Pe帽a, G. E., & Rivera, J. C. (2007). An谩lisis comparativo entre dos algoritmos heur铆sticos para resolver el problema de planeaci贸n de tareas con restricci贸n de recursos (RCPSP). Dyna, 74(151), 171-183. <br>[6] Skorin-Kapov, N. (2006). Heuristic algorithms for the routing and wavelength assignment of scheduled lightpath demands in optical networks. IEEE Journal on Selected Areas in Communications, 24(8), 2-15. <br>[7] Go艣cie艅, R., Walkowiak, K., & Klinkowski, M. (2015). Tabu search algorithm for routing, modulation and spectrum allocation in elastic optical network with anycast and unicast traffic. Computer Networks, 79, 148-165. <br>[8] Rodr铆guez, A. B., & Saavedra, F. (2010). Optimizaci贸n del algoritmo gen茅tico para la soluci贸n integral de enrutamiento en redes fot贸nicas. Informaci贸n tecnol贸gica, 21(3), 125-133. <br>[9] Rodr铆guez, A., Saavedra, F., & Ram铆rez, L. (2011). Simulated Annealing una Propuesta de Soluci贸n al Problema RWA en Redes Fot贸nicas. In Proceedings of XVIII Congreso Internacional De Ingenier铆a El茅ctrica, Electr贸nica, Sistemas Y Ramas Afines (IEEE InterconUNI). <br>[10] Castro, A., Velasco, L., Ruiz, M., Klinkowski, M., Fern谩Ndez-Palacios, J. P., & Careglio, D. (2012). Dynamic routing and spectrum (re) allocation in future flexgrid optical networks. Computer Networks, 56(12), 2869-2883. <br>[11] Bhaskaran, K., Triay, J., & Vokkarane, V. M. (2011, June). Dynamic anycast routing and wavelength assignment in WDM networks using ant colony optimization (ACO). In Communications (ICC), 2011 IEEE International Conference on (pp. 1-6). IEEE. <br>[12] Triay, J., & Cervello-Pastor, C. (2010). An ant-based algorithm for distributed routing and wavelength assignment in dynamic optical networks. IEEE journal on selected areas in communications, 28(4). <br>[13] Pham, D., & Karaboga, D. (2012). Intelligent optimisation techniques: genetic algorithms, tabu search, simulated annealing and neural networks. 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Routing Medical Images with Tabu Search and Simulated Annealing: A Study on Quality of Service