{"id":2381,"date":"2018-02-26T16:09:23","date_gmt":"2018-02-26T13:09:23","guid":{"rendered":"https:\/\/ishik.edu.iq\/conf\/iec\/?p=2381"},"modified":"2018-03-02T20:29:19","modified_gmt":"2018-03-02T17:29:19","slug":"iec2018-26","status":"publish","type":"post","link":"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-26\/","title":{"rendered":"MODELLING ENERGY DEMAND FORECASTING USING NEURAL NETWORKS WITH UNIVARIATE TIME SERIES"},"content":{"rendered":"

4th International Engineering Conference on Developments in Civil & Computer Engineering Applications (IEC2018)<\/strong><\/span><\/p>\n

\n
\n
\n

Title<\/strong>:\u00a0MODELLING ENERGY DEMAND FORECASTING USING NEURAL NETWORKS WITH UNIVARIATE TIME SERIES<\/p>\n

Authors<\/strong>: S. Cankurt, M. Yasin<\/p>\n

DOI<\/strong>:\u00a0<\/strong>10.23918\/iec2018.26<\/p>\n

Abstract:\u00a0<\/strong>The new era of consumption and change in the behavior of people in developing countries that we facing in recent decades has made not only the energy sector but also all resource suppliers in different sectors not to fulfill the demand in the field. The electricity, which is one of the main power resources, has become one of the major issues to be overcome for the governments. Predicting the future energy demand is always the most valuable information to achieve any success in many sectors. In this paper, a daily forecasting of the maximum energy demand in Kurdistan region of Iraq is investigated based on an artificial natural network and sliding window techniques. The standard mean absolute percentage error method is used to evaluate the accuracy of forecasting models.<\/p>\n

Keywords<\/strong>: Neural networks, Sliding window technique, Energy demand forecasting.<\/p>\n

[button href=”https:\/\/conferences.tiu.edu.iq\/iec\/wp-content\/uploads\/2018\/02\/iec2018.26.pdf” size=”medium” textcolor=”#ffffff”]Full Paper (PDF)[\/button]<\/p>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

4th International Engineering Conference on Developments in Civil & Computer Engineering Applications (IEC2018) Title:\u00a0MODELLING ENERGY DEMAND FORECASTING USING NEURAL NETWORKS WITH UNIVARIATE TIME SERIES Authors: S. Cankurt, M. Yasin DOI:\u00a010.23918\/iec2018.26 Abstract:\u00a0The new era of consumption and change in the behavior of people in developing countries that we facing in recent decades has made not only … <\/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-2381","post","type-post","status-publish","format-standard","hentry","category-iec2018-proceedings-book"],"yoast_head":"\nMODELLING ENERGY DEMAND FORECASTING USING NEURAL NETWORKS WITH UNIVARIATE TIME SERIES -<\/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\/iec2018-26\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"MODELLING ENERGY DEMAND FORECASTING USING NEURAL NETWORKS WITH UNIVARIATE TIME SERIES -\" \/>\n<meta property=\"og:description\" content=\"4th International Engineering Conference on Developments in Civil & Computer Engineering Applications (IEC2018) Title:\u00a0MODELLING ENERGY DEMAND FORECASTING USING NEURAL NETWORKS WITH UNIVARIATE TIME SERIES Authors: S. Cankurt, M. Yasin DOI:\u00a010.23918\/iec2018.26 Abstract:\u00a0The new era of consumption and change in the behavior of people in developing countries that we facing in recent decades has made not only …\" \/>\n<meta property=\"og:url\" content=\"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-26\/\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/Tishkuniversity\/?ref=bookmarks\" \/>\n<meta property=\"article:published_time\" content=\"2018-02-26T13:09:23+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2018-03-02T17:29:19+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\/iec2018-26\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-26\/\"},\"author\":{\"name\":\"Web Admin\",\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/#\/schema\/person\/29db1c5dd3318fe7aa99165dc7b6c203\"},\"headline\":\"MODELLING ENERGY DEMAND FORECASTING USING NEURAL NETWORKS WITH UNIVARIATE TIME SERIES\",\"datePublished\":\"2018-02-26T13:09:23+00:00\",\"dateModified\":\"2018-03-02T17:29:19+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-26\/\"},\"wordCount\":202,\"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\/iec2018-26\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-26\/\",\"url\":\"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-26\/\",\"name\":\"MODELLING ENERGY DEMAND FORECASTING USING NEURAL NETWORKS WITH UNIVARIATE TIME SERIES -\",\"isPartOf\":{\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/#website\"},\"datePublished\":\"2018-02-26T13:09:23+00:00\",\"dateModified\":\"2018-03-02T17:29:19+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-26\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-26\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-26\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/conferences.tiu.edu.iq\/iec\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"MODELLING ENERGY DEMAND FORECASTING USING NEURAL NETWORKS WITH UNIVARIATE TIME SERIES\"}]},{\"@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":"MODELLING ENERGY DEMAND FORECASTING USING NEURAL NETWORKS WITH UNIVARIATE TIME SERIES -","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\/iec2018-26\/","og_locale":"en_US","og_type":"article","og_title":"MODELLING ENERGY DEMAND FORECASTING USING NEURAL NETWORKS WITH UNIVARIATE TIME SERIES -","og_description":"4th International Engineering Conference on Developments in Civil & Computer Engineering Applications (IEC2018) Title:\u00a0MODELLING ENERGY DEMAND FORECASTING USING NEURAL NETWORKS WITH UNIVARIATE TIME SERIES Authors: S. Cankurt, M. Yasin DOI:\u00a010.23918\/iec2018.26 Abstract:\u00a0The new era of consumption and change in the behavior of people in developing countries that we facing in recent decades has made not only …","og_url":"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-26\/","article_publisher":"https:\/\/www.facebook.com\/Tishkuniversity\/?ref=bookmarks","article_published_time":"2018-02-26T13:09:23+00:00","article_modified_time":"2018-03-02T17:29:19+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\/iec2018-26\/#article","isPartOf":{"@id":"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-26\/"},"author":{"name":"Web Admin","@id":"https:\/\/conferences.tiu.edu.iq\/iec\/#\/schema\/person\/29db1c5dd3318fe7aa99165dc7b6c203"},"headline":"MODELLING ENERGY DEMAND FORECASTING USING NEURAL NETWORKS WITH UNIVARIATE TIME SERIES","datePublished":"2018-02-26T13:09:23+00:00","dateModified":"2018-03-02T17:29:19+00:00","mainEntityOfPage":{"@id":"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-26\/"},"wordCount":202,"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\/iec2018-26\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-26\/","url":"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-26\/","name":"MODELLING ENERGY DEMAND FORECASTING USING NEURAL NETWORKS WITH UNIVARIATE TIME SERIES -","isPartOf":{"@id":"https:\/\/conferences.tiu.edu.iq\/iec\/#website"},"datePublished":"2018-02-26T13:09:23+00:00","dateModified":"2018-03-02T17:29:19+00:00","breadcrumb":{"@id":"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-26\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-26\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/conferences.tiu.edu.iq\/iec\/iec2018-26\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/conferences.tiu.edu.iq\/iec\/"},{"@type":"ListItem","position":2,"name":"MODELLING ENERGY DEMAND FORECASTING USING NEURAL NETWORKS WITH UNIVARIATE TIME SERIES"}]},{"@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\/2381","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=2381"}],"version-history":[{"count":2,"href":"https:\/\/conferences.tiu.edu.iq\/iec\/wp-json\/wp\/v2\/posts\/2381\/revisions"}],"predecessor-version":[{"id":2427,"href":"https:\/\/conferences.tiu.edu.iq\/iec\/wp-json\/wp\/v2\/posts\/2381\/revisions\/2427"}],"wp:attachment":[{"href":"https:\/\/conferences.tiu.edu.iq\/iec\/wp-json\/wp\/v2\/media?parent=2381"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/conferences.tiu.edu.iq\/iec\/wp-json\/wp\/v2\/categories?post=2381"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/conferences.tiu.edu.iq\/iec\/wp-json\/wp\/v2\/tags?post=2381"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}