{"id":180102,"date":"2022-12-26T16:04:15","date_gmt":"2022-12-26T09:04:15","guid":{"rendered":"https:\/\/unair.ac.id\/integrated-regression-and-whale-optimisation-algorithms-to-post-stroke-rehabilitation-analysis\/"},"modified":"2022-12-28T08:45:58","modified_gmt":"2022-12-28T01:45:58","slug":"integrated-regression-and-whale-optimisation-algorithms-to-post-stroke-rehabilitation-analysis","status":"publish","type":"post","link":"https:\/\/unair.ac.id\/en\/integrated-regression-and-whale-optimisation-algorithms-to-post-stroke-rehabilitation-analysis\/","title":{"rendered":"Integrated-Regression and Whale Optimisation Algorithms to post-stroke rehabilitation analysis"},"content":{"rendered":"\n<p>Stroke is one of the leading causes of death and long-term disability worldwide. The primary goal of post-stroke rehabilitation is to maximize the independence of the affected individuals by facilitating both neurological and compensatory functional recoveries in their daily lives. This paper presents an integrated study, using multiple linear regression (MLR) and whale optimization algorithms, for optimizing the post-stroke rehabilitation performance using Medical Interactive Rehabilitation Assistant (MIRA). MIRA is one of the serious games using virtual reality.<\/p>\n\n<p>The research aims to find the best game settings for MIRA. Analysis of variance and F-test were performed to justify the goodness of fit of the developed mathematical models, as well as the significance of the individual MIRA input settings of the games. Results demonstrated that the developed MLR models for average acceleration and distance were significant, with P=0.018 and P&lt;0.000, respectively. Data from 41 stroke patients revealed that the maximum muscle strength that can be achieved was 2.56 cm\/s2 while the maximum distance was 104.83 cm. The results showed that all patients outperformed the optimal average acceleration value by between 6% and 29%. Only two patients outperformed the optimal distance value. The results from this study may be integrated using MIRA (exergames) to guide therapists in finding the best combination of input settings that maximize the output performance of the post-stroke patients.<\/p>\n\n<p>Author: Dr. Rimuljo Hendradi, S.Si, M.Si.<\/p>\n\n<p>Journal link: <a href=\"https:\/\/ieeexplore.ieee.org\/stamp\/stamp.jsp?arnumber=9633382\">https:\/\/ieeexplore.ieee.org\/stamp\/stamp.jsp?arnumber=9633382<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Stroke is one of the leading causes of death and long-term disability worldwide. The primary goal of post-stroke rehabilitation is to maximize the independence of the affected individuals by facilitating both neurological and compensatory functional recoveries in their daily lives. This paper presents an integrated study, using multiple linear regression (MLR) and whale optimization algorithms, [&hellip;]<\/p>\n","protected":false},"author":79,"featured_media":179974,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[49],"tags":[9001,14038],"class_list":["post-180102","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-scientific-article","tag-aip-en-2","tag-aip-dosen-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Integrated-Regression and Whale Optimisation Algorithms to post-stroke rehabilitation analysis - 51动漫 Official Website<\/title>\n<meta name=\"description\" content=\"The results can be integrated using MIRA (exergames) to guide therapists in finding the best combination of input settings that maximize the output performance of the post-stroke patients.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/unair.ac.id\/en\/integrated-regression-and-whale-optimisation-algorithms-to-post-stroke-rehabilitation-analysis\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Integrated-Regression and Whale Optimisation Algorithms to post-stroke rehabilitation analysis - 51动漫 Official Website\" \/>\n<meta property=\"og:description\" content=\"The results can be integrated using MIRA (exergames) to guide therapists in finding the best combination of input settings that maximize the output performance of the post-stroke patients.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/unair.ac.id\/en\/integrated-regression-and-whale-optimisation-algorithms-to-post-stroke-rehabilitation-analysis\/\" \/>\n<meta property=\"og:site_name\" content=\"51动漫 Official Website\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/universitasairlangga\" \/>\n<meta property=\"article:published_time\" content=\"2022-12-26T09:04:15+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-12-28T01:45:58+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/unair.ac.id\/wp-content\/uploads\/2022\/12\/Foto-by-K23Klik.png\" \/>\n\t<meta property=\"og:image:width\" content=\"556\" \/>\n\t<meta property=\"og:image:height\" content=\"344\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"unairnews\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@unair_official\" \/>\n<meta name=\"twitter:site\" content=\"@unair_official\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"unairnews\" \/>\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:\/\/unair.ac.id\/en\/integrated-regression-and-whale-optimisation-algorithms-to-post-stroke-rehabilitation-analysis\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/unair.ac.id\/en\/integrated-regression-and-whale-optimisation-algorithms-to-post-stroke-rehabilitation-analysis\/\"},\"author\":{\"name\":\"unairnews\",\"@id\":\"https:\/\/unair.ac.id\/#\/schema\/person\/69da30a3ff9d7071592b8823cdfd3c50\"},\"headline\":\"Integrated-Regression and Whale Optimisation Algorithms to post-stroke rehabilitation analysis\",\"datePublished\":\"2022-12-26T09:04:15+00:00\",\"dateModified\":\"2022-12-28T01:45:58+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/unair.ac.id\/en\/integrated-regression-and-whale-optimisation-algorithms-to-post-stroke-rehabilitation-analysis\/\"},\"wordCount\":244,\"publisher\":{\"@id\":\"https:\/\/unair.ac.id\/#organization\"},\"image\":{\"@id\":\"https:\/\/unair.ac.id\/en\/integrated-regression-and-whale-optimisation-algorithms-to-post-stroke-rehabilitation-analysis\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/unair.ac.id\/wp-content\/uploads\/2022\/12\/Foto-by-K23Klik.png\",\"keywords\":[\"AIP\",\"AIP Dosen\"],\"articleSection\":[\"scientific article\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/unair.ac.id\/en\/integrated-regression-and-whale-optimisation-algorithms-to-post-stroke-rehabilitation-analysis\/\",\"url\":\"https:\/\/unair.ac.id\/en\/integrated-regression-and-whale-optimisation-algorithms-to-post-stroke-rehabilitation-analysis\/\",\"name\":\"Integrated-Regression and Whale Optimisation Algorithms to post-stroke rehabilitation analysis - 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