{"id":2440,"date":"2025-09-26T13:53:04","date_gmt":"2025-09-26T06:53:04","guid":{"rendered":"https:\/\/www.its.ac.id\/publikasi\/?p=2440"},"modified":"2025-09-26T13:53:04","modified_gmt":"2025-09-26T06:53:04","slug":"a-dual-network-itransformer-model-for-robust-and-efficient-time-series-forecasting-2","status":"publish","type":"post","link":"https:\/\/www.its.ac.id\/publikasi\/en\/2025\/09\/26\/a-dual-network-itransformer-model-for-robust-and-efficient-time-series-forecasting-2\/","title":{"rendered":"A Dual-Network iTransformer Model for Robust and Efficient Time Series Forecasting"},"content":{"rendered":"<section class=\"item authors\">\n<ul class=\"authors\">\n<li><span class=\"name\">Ary Mazharuddin Shiddiqi<\/span><span class=\"affiliation\">Institut Teknologi Sepuluh Nopember<\/span><\/li>\n<li><span class=\"name\">Bagaskoro Kuncoro Ardi<\/span><span class=\"affiliation\">Institut Teknologi Sepuluh Nopember<\/span><\/li>\n<li><span class=\"name\">Bilqis Amaliah<\/span><span class=\"affiliation\">Institut Teknologi Sepuluh Nopember<\/span><\/li>\n<li><span class=\"name\">I Komang Ari Mogi<\/span><span class=\"affiliation\">Institut Teknologi Sepuluh Nopember<\/span><\/li>\n<li><span class=\"name\">Agung Mustika Rizki<\/span><span class=\"affiliation\">Institut Teknologi Sepuluh Nopember<\/span><\/li>\n<li><span class=\"name\">Bintang Nuralamsyah<\/span><span class=\"affiliation\">Institut Teknologi Sepuluh Nopember<\/span><\/li>\n<li><span class=\"name\">Ilham Gurat Adillion<\/span><span class=\"affiliation\">Institut Teknologi Sepuluh Nopember<\/span><\/li>\n<li><span class=\"name\">Moch. Nafkhan Alzamzami<\/span><span class=\"affiliation\">Institut Teknologi Sepuluh Nopember<\/span><\/li>\n<\/ul>\n<\/section>\n<section class=\"item\"><span class=\"views\"><strong>Views:<\/strong>\u00a0431\u00a0<\/span><span class=\"views\"><strong>Downloads:<\/strong>\u00a0394<\/span><\/section>\n<section class=\"item doi\">\n<h2 class=\"label\">DOI:<\/h2>\n<p><span class=\"value\"><a href=\"https:\/\/doi.org\/10.12962\/j24068535.v23i2.a1264\">https:\/\/doi.org\/10.12962\/j24068535.v23i2.a1264<\/a><\/span><\/section>\n<section class=\"item abstract\">\n<h2 class=\"label\">Abstract<\/h2>\n<p>&nbsp;<\/p>\n<p>Time-series forecasting plays a crucial role in various fields, including economics, healthcare, and meteorology, where accurate predictions are essential for informed decision-making. As data volume and complexity continue to grow, the need for efficient and reliable forecasting methods has become more critical. iTransformer, a recent innovation, improves interpretability while effectively handling multivariate data. In this study, the author proposes Dual-Net iTransformer, a novel approach that integrates iTransformer with a dual-network framework to enhance both accuracy and efficiency in time-series forecasting. This research aims to evaluate and compare the performance of traditional methods, iTransformer, and Dual-Net iTransformer, highlighting the advantages of the proposed model in improving forecasting outcomes.<\/p>\n<p><a href=\"https:\/\/juti.if.its.ac.id\/index.php\/juti\/article\/view\/1264\">https:\/\/juti.if.its.ac.id\/index.php\/juti\/article\/view\/1264<\/a><\/p>\n<\/section>\n","protected":false},"excerpt":{"rendered":"<p>Ary Mazharuddin ShiddiqiInstitut Teknologi Sepuluh Nopember Bagaskoro Kuncoro ArdiInstitut Teknologi Sepuluh Nopember Bilqis AmaliahInstitut Teknologi Sepuluh Nopember I Komang Ari MogiInstitut Teknologi Sepuluh Nopember Agung Mustika RizkiInstitut Teknologi Sepuluh Nopember Bintang NuralamsyahInstitut Teknologi Sepuluh Nopember Ilham Gurat AdillionInstitut Teknologi Sepuluh Nopember Moch. Nafkhan AlzamzamiInstitut Teknologi Sepuluh Nopember Views:\u00a0431\u00a0Downloads:\u00a0394 DOI: https:\/\/doi.org\/10.12962\/j24068535.v23i2.a1264 Abstract &nbsp; Time-series forecasting plays [&hellip;]<\/p>\n","protected":false},"author":250,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_joinchat":[],"footnotes":""},"categories":[258],"tags":[],"class_list":["post-2440","post","type-post","status-publish","format-standard","hentry","category-juti-journal"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>A Dual-Network iTransformer Model for Robust and Efficient Time Series Forecasting - IJC ( ITS Journal Center )<\/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:\/\/www.its.ac.id\/publikasi\/en\/2025\/09\/26\/a-dual-network-itransformer-model-for-robust-and-efficient-time-series-forecasting-2\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"A Dual-Network iTransformer Model for Robust and Efficient Time Series Forecasting - IJC ( ITS Journal Center )\" \/>\n<meta property=\"og:description\" content=\"Ary Mazharuddin ShiddiqiInstitut Teknologi Sepuluh Nopember Bagaskoro Kuncoro ArdiInstitut Teknologi Sepuluh Nopember Bilqis AmaliahInstitut Teknologi Sepuluh Nopember I Komang Ari MogiInstitut Teknologi Sepuluh Nopember Agung Mustika RizkiInstitut Teknologi Sepuluh Nopember Bintang NuralamsyahInstitut Teknologi Sepuluh Nopember Ilham Gurat AdillionInstitut Teknologi Sepuluh Nopember Moch. Nafkhan AlzamzamiInstitut Teknologi Sepuluh Nopember Views:\u00a0431\u00a0Downloads:\u00a0394 DOI: https:\/\/doi.org\/10.12962\/j24068535.v23i2.a1264 Abstract &nbsp; Time-series forecasting plays [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.its.ac.id\/publikasi\/en\/2025\/09\/26\/a-dual-network-itransformer-model-for-robust-and-efficient-time-series-forecasting-2\/\" \/>\n<meta property=\"og:site_name\" content=\"IJC ( ITS Journal Center )\" \/>\n<meta property=\"article:published_time\" content=\"2025-09-26T06:53:04+00:00\" \/>\n<meta name=\"author\" content=\"itspublikasi\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"itspublikasi\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.its.ac.id\/publikasi\/en\/2025\/09\/26\/a-dual-network-itransformer-model-for-robust-and-efficient-time-series-forecasting-2\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.its.ac.id\/publikasi\/en\/2025\/09\/26\/a-dual-network-itransformer-model-for-robust-and-efficient-time-series-forecasting-2\/\"},\"author\":{\"name\":\"itspublikasi\",\"@id\":\"https:\/\/www.its.ac.id\/publikasi\/#\/schema\/person\/1241b8776d05c54fbc628c0a83d59e3c\"},\"headline\":\"A Dual-Network iTransformer Model for Robust and Efficient Time Series Forecasting\",\"datePublished\":\"2025-09-26T06:53:04+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.its.ac.id\/publikasi\/en\/2025\/09\/26\/a-dual-network-itransformer-model-for-robust-and-efficient-time-series-forecasting-2\/\"},\"wordCount\":196,\"commentCount\":0,\"articleSection\":[\"juti journal\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.its.ac.id\/publikasi\/en\/2025\/09\/26\/a-dual-network-itransformer-model-for-robust-and-efficient-time-series-forecasting-2\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.its.ac.id\/publikasi\/en\/2025\/09\/26\/a-dual-network-itransformer-model-for-robust-and-efficient-time-series-forecasting-2\/\",\"url\":\"https:\/\/www.its.ac.id\/publikasi\/en\/2025\/09\/26\/a-dual-network-itransformer-model-for-robust-and-efficient-time-series-forecasting-2\/\",\"name\":\"A Dual-Network iTransformer Model for Robust and Efficient Time Series Forecasting - 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