{"id":2317,"date":"2018-02-26T15:30:52","date_gmt":"2018-02-26T12:30:52","guid":{"rendered":"https:\/\/ishik.edu.iq\/conf\/iec\/?p=2317"},"modified":"2018-02-22T15:37:59","modified_gmt":"2018-02-22T12:37:59","slug":"iec2018-06","status":"publish","type":"post","link":"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/","title":{"rendered":"AN EVOLUTIONARY MODEL FOR OPTIMIZING RAIL TRANSIT STATION LOCATIONS"},"content":{"rendered":"<p style=\"text-align: center;\"><span style=\"color: #800000;\"><strong>4th International Engineering Conference on Developments in Civil &amp; Computer Engineering Applications (IEC2018)<\/strong><\/span><\/p>\n<div class=\"page\" title=\"Page 1\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p><strong>Title<\/strong>:\u00a0AN EVOLUTIONARY MODEL FOR OPTIMIZING RAIL TRANSIT STATION LOCATIONS.<\/p>\n<p><strong>Authors<\/strong>:\u00a0Chro H. Ahmed, Hardy K. Karim, Hirsh M. Majid<\/p>\n<p><strong>DOI<\/strong>:<strong>\u00a0<\/strong>10.23918\/iec2018.06<\/p>\n<p><strong>Abstract:\u00a0<\/strong>Optimizing rail transit station locations is a very complex engineering problem. The requirements and constraints that should be considered in locating rail transit stations are complex and interrelated. Although several optimization models have been developed to solve the rail transit station location problem, most of them focus on a single objective and only yield a suboptimal solution to the problem. Multiple-objective models for optimizing rail transit station locations are rare in the literature and their capabilities are very limited. This paper, addresses the limitations in the existing models by developing an evolutionary model, taking into account various local conditions and the multiple planning requirements that arise from passenger, operator and the community to optimize station locations. The model uses an evolutionary solution algorithm (a search algorithm that imitates the natural evolution process) based on genetic algorithm (GA) integrated with geographic information system (GIS) tools to perform the optimal search. The model was applied to an artificial case study and the results demonstrate that the model can optimally locate stations that satisfied the identified planning requirements and constraints.<\/p>\n<p><strong>Keywords<\/strong>:\u00a0Rail Transit Station, Optimization, Genetic algorithm, GIS.<\/p>\n<p>[button href=&#8221;https:\/\/conferences.tiu.edu.iq\/iec\/wp-content\/uploads\/2018\/02\/iec2018.06.pdf&#8221; size=&#8221;medium&#8221; textcolor=&#8221;#ffffff&#8221;]Full Paper (PDF)[\/button]<\/p>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>4th International Engineering Conference on Developments in Civil &amp; Computer Engineering Applications (IEC2018) Title:\u00a0AN EVOLUTIONARY MODEL FOR OPTIMIZING RAIL TRANSIT STATION LOCATIONS. Authors:\u00a0Chro H. Ahmed, Hardy K. Karim, Hirsh M. Majid DOI:\u00a010.23918\/iec2018.06 Abstract:\u00a0Optimizing rail transit station locations is a very complex engineering problem. The requirements and constraints that should be considered in locating rail transit &hellip; <\/p>\n","protected":false},"author":23,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[],"class_list":["post-2317","post","type-post","status-publish","format-standard","hentry","category-iec2018-proceedings-book"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AN EVOLUTIONARY MODEL FOR OPTIMIZING RAIL TRANSIT STATION LOCATIONS -<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AN EVOLUTIONARY MODEL FOR OPTIMIZING RAIL TRANSIT STATION LOCATIONS -\" \/>\n<meta property=\"og:description\" content=\"4th International Engineering Conference on Developments in Civil &amp; Computer Engineering Applications (IEC2018) Title:\u00a0AN EVOLUTIONARY MODEL FOR OPTIMIZING RAIL TRANSIT STATION LOCATIONS. Authors:\u00a0Chro H. Ahmed, Hardy K. Karim, Hirsh M. Majid DOI:\u00a010.23918\/iec2018.06 Abstract:\u00a0Optimizing rail transit station locations is a very complex engineering problem. The requirements and constraints that should be considered in locating rail transit &hellip;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/Tishkuniversity\/?ref=bookmarks\" \/>\n<meta property=\"article:published_time\" content=\"2018-02-26T12:30:52+00:00\" \/>\n<meta name=\"author\" content=\"Web Admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@tishkuni\" \/>\n<meta name=\"twitter:site\" content=\"@tishkuni\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Web Admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/\"},\"author\":{\"name\":\"Web Admin\",\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/#\/schema\/person\/29db1c5dd3318fe7aa99165dc7b6c203\"},\"headline\":\"AN EVOLUTIONARY MODEL FOR OPTIMIZING RAIL TRANSIT STATION LOCATIONS\",\"datePublished\":\"2018-02-26T12:30:52+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/\"},\"wordCount\":250,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/#organization\"},\"articleSection\":[\"IEC2018 Proceedings Book\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/\",\"url\":\"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/\",\"name\":\"AN EVOLUTIONARY MODEL FOR OPTIMIZING RAIL TRANSIT STATION LOCATIONS -\",\"isPartOf\":{\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/#website\"},\"datePublished\":\"2018-02-26T12:30:52+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/conferences.tiu.edu.iq\/iec\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AN EVOLUTIONARY MODEL FOR OPTIMIZING RAIL TRANSIT STATION LOCATIONS\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/#website\",\"url\":\"https:\/\/conferences.tiu.edu.iq\/iec\/\",\"name\":\"TIU - IEC 2020\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/conferences.tiu.edu.iq\/iec\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/#organization\",\"name\":\"Tishk International University\",\"url\":\"https:\/\/conferences.tiu.edu.iq\/iec\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/conferences.tiu.edu.iq\/iec\/wp-content\/uploads\/2021\/09\/cropped-cropped-cropped-8IEC2-e1765454092479-1-1.png\",\"contentUrl\":\"https:\/\/conferences.tiu.edu.iq\/iec\/wp-content\/uploads\/2021\/09\/cropped-cropped-cropped-8IEC2-e1765454092479-1-1.png\",\"width\":116,\"height\":63,\"caption\":\"Tishk International University\"},\"image\":{\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/Tishkuniversity\/?ref=bookmarks\",\"https:\/\/x.com\/tishkuni\",\"https:\/\/www.instagram.com\/tishk.international.university\/\",\"https:\/\/www.youtube.com\/channel\/UCQRKNIvqcvKLa7DLbWVvR7Q\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/#\/schema\/person\/29db1c5dd3318fe7aa99165dc7b6c203\",\"name\":\"Web Admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/3a47b9231d151155cd33bd25d059ecb52841805eb3d30eec2e06be3ffe6ee961?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/3a47b9231d151155cd33bd25d059ecb52841805eb3d30eec2e06be3ffe6ee961?s=96&d=mm&r=g\",\"caption\":\"Web Admin\"},\"url\":\"https:\/\/conferences.tiu.edu.iq\/iec\/author\/web_admin\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"AN EVOLUTIONARY MODEL FOR OPTIMIZING RAIL TRANSIT STATION LOCATIONS -","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/","og_locale":"en_US","og_type":"article","og_title":"AN EVOLUTIONARY MODEL FOR OPTIMIZING RAIL TRANSIT STATION LOCATIONS -","og_description":"4th International Engineering Conference on Developments in Civil &amp; Computer Engineering Applications (IEC2018) Title:\u00a0AN EVOLUTIONARY MODEL FOR OPTIMIZING RAIL TRANSIT STATION LOCATIONS. Authors:\u00a0Chro H. Ahmed, Hardy K. Karim, Hirsh M. Majid DOI:\u00a010.23918\/iec2018.06 Abstract:\u00a0Optimizing rail transit station locations is a very complex engineering problem. The requirements and constraints that should be considered in locating rail transit &hellip;","og_url":"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/","article_publisher":"https:\/\/www.facebook.com\/Tishkuniversity\/?ref=bookmarks","article_published_time":"2018-02-26T12:30:52+00:00","author":"Web Admin","twitter_card":"summary_large_image","twitter_creator":"@tishkuni","twitter_site":"@tishkuni","twitter_misc":{"Written by":"Web Admin","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/#article","isPartOf":{"@id":"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/"},"author":{"name":"Web Admin","@id":"https:\/\/conferences.tiu.edu.iq\/iec\/#\/schema\/person\/29db1c5dd3318fe7aa99165dc7b6c203"},"headline":"AN EVOLUTIONARY MODEL FOR OPTIMIZING RAIL TRANSIT STATION LOCATIONS","datePublished":"2018-02-26T12:30:52+00:00","mainEntityOfPage":{"@id":"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/"},"wordCount":250,"commentCount":0,"publisher":{"@id":"https:\/\/conferences.tiu.edu.iq\/iec\/#organization"},"articleSection":["IEC2018 Proceedings Book"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/","url":"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/","name":"AN EVOLUTIONARY MODEL FOR OPTIMIZING RAIL TRANSIT STATION LOCATIONS -","isPartOf":{"@id":"https:\/\/conferences.tiu.edu.iq\/iec\/#website"},"datePublished":"2018-02-26T12:30:52+00:00","breadcrumb":{"@id":"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-06\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/conferences.tiu.edu.iq\/iec\/"},{"@type":"ListItem","position":2,"name":"AN EVOLUTIONARY MODEL FOR OPTIMIZING RAIL TRANSIT STATION LOCATIONS"}]},{"@type":"WebSite","@id":"https:\/\/conferences.tiu.edu.iq\/iec\/#website","url":"https:\/\/conferences.tiu.edu.iq\/iec\/","name":"TIU - IEC 2020","description":"","publisher":{"@id":"https:\/\/conferences.tiu.edu.iq\/iec\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/conferences.tiu.edu.iq\/iec\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/conferences.tiu.edu.iq\/iec\/#organization","name":"Tishk International University","url":"https:\/\/conferences.tiu.edu.iq\/iec\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/conferences.tiu.edu.iq\/iec\/#\/schema\/logo\/image\/","url":"https:\/\/conferences.tiu.edu.iq\/iec\/wp-content\/uploads\/2021\/09\/cropped-cropped-cropped-8IEC2-e1765454092479-1-1.png","contentUrl":"https:\/\/conferences.tiu.edu.iq\/iec\/wp-content\/uploads\/2021\/09\/cropped-cropped-cropped-8IEC2-e1765454092479-1-1.png","width":116,"height":63,"caption":"Tishk International University"},"image":{"@id":"https:\/\/conferences.tiu.edu.iq\/iec\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/Tishkuniversity\/?ref=bookmarks","https:\/\/x.com\/tishkuni","https:\/\/www.instagram.com\/tishk.international.university\/","https:\/\/www.youtube.com\/channel\/UCQRKNIvqcvKLa7DLbWVvR7Q"]},{"@type":"Person","@id":"https:\/\/conferences.tiu.edu.iq\/iec\/#\/schema\/person\/29db1c5dd3318fe7aa99165dc7b6c203","name":"Web Admin","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/conferences.tiu.edu.iq\/iec\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/3a47b9231d151155cd33bd25d059ecb52841805eb3d30eec2e06be3ffe6ee961?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/3a47b9231d151155cd33bd25d059ecb52841805eb3d30eec2e06be3ffe6ee961?s=96&d=mm&r=g","caption":"Web Admin"},"url":"https:\/\/conferences.tiu.edu.iq\/iec\/author\/web_admin\/"}]}},"_links":{"self":[{"href":"https:\/\/conferences.tiu.edu.iq\/iec\/wp-json\/wp\/v2\/posts\/2317","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/conferences.tiu.edu.iq\/iec\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/conferences.tiu.edu.iq\/iec\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/conferences.tiu.edu.iq\/iec\/wp-json\/wp\/v2\/users\/23"}],"replies":[{"embeddable":true,"href":"https:\/\/conferences.tiu.edu.iq\/iec\/wp-json\/wp\/v2\/comments?post=2317"}],"version-history":[{"count":1,"href":"https:\/\/conferences.tiu.edu.iq\/iec\/wp-json\/wp\/v2\/posts\/2317\/revisions"}],"predecessor-version":[{"id":2318,"href":"https:\/\/conferences.tiu.edu.iq\/iec\/wp-json\/wp\/v2\/posts\/2317\/revisions\/2318"}],"wp:attachment":[{"href":"https:\/\/conferences.tiu.edu.iq\/iec\/wp-json\/wp\/v2\/media?parent=2317"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/conferences.tiu.edu.iq\/iec\/wp-json\/wp\/v2\/categories?post=2317"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/conferences.tiu.edu.iq\/iec\/wp-json\/wp\/v2\/tags?post=2317"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}