{"id":2355,"date":"2023-12-31T14:47:11","date_gmt":"2023-12-31T07:47:11","guid":{"rendered":"https:\/\/research.binus.ac.id\/airdc\/?p=2355"},"modified":"2024-08-12T14:48:35","modified_gmt":"2024-08-12T07:48:35","slug":"multivariate-time-series-deep-learning-for-joint-prediction-of-temperature-and-relative-humidity-in-a-closed-space","status":"publish","type":"post","link":"https:\/\/research.binus.ac.id\/airdc\/2023\/12\/multivariate-time-series-deep-learning-for-joint-prediction-of-temperature-and-relative-humidity-in-a-closed-space\/","title":{"rendered":"Multivariate Time-Series Deep Learning for Joint Prediction of Temperature and Relative Humidity in a Closed Space"},"content":{"rendered":"<p style=\"text-align: justify\">An accurate predictive model of temperature and humidity plays a vital role in many industrial processes that utilize a closed space such as in agriculture and building management. With the exceptional performance of deep learning on time-series data, developing a predictive temperature and humidity model with deep learning is propitious. In this study, we demonstrated that deep learning models with multivariate time-series data produce remarkable performance for temperature and relative humidity prediction in a closed space. In detail, all deep learning models that we developed in this study achieve almost perfect performance with an R value over 0.99.<\/p>\n<p style=\"text-align: justify\"><strong>Authors:<\/strong><br \/>\nFergianto E. Gunawan, Arief S. Budiman, Bens Pardamean, Endang Juana, Sugiarto Romeli, Tjeng W. Cenggoro, Kartika Purwandari, Alam A. Hidayat, Anak A.N.P. Redi, and Muhammad Asrol<\/p>\n<p style=\"text-align: justify\"><em>8th International Conference on Computer Science and Computational Intelligence, ICCSCI 2023<\/em><\/p>\n<p style=\"text-align: justify\"><a href=\"https:\/\/www.researchgate.net\/publication\/355192292_Multivariate_Time-Series_Deep_Learning_for_Joint_Prediction_of_Temperature_and_Relative_Humidity_in_a_Closed_Space\" target=\"_blank\" rel=\"noopener\">Read Full Article<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>An accurate predictive model of temperature and humidity plays a vital role in many industrial processes that utilize a closed space such as in agriculture and building management. With the exceptional performance of deep learning on time-series data, developing a predictive temperature and humidity model with deep learning is propitious. In this study, we demonstrated [&hellip;]<\/p>\n","protected":false},"author":14,"featured_media":2356,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[],"class_list":["post-2355","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-publications"],"_links":{"self":[{"href":"https:\/\/research.binus.ac.id\/airdc\/wp-json\/wp\/v2\/posts\/2355","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/research.binus.ac.id\/airdc\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/research.binus.ac.id\/airdc\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/research.binus.ac.id\/airdc\/wp-json\/wp\/v2\/users\/14"}],"replies":[{"embeddable":true,"href":"https:\/\/research.binus.ac.id\/airdc\/wp-json\/wp\/v2\/comments?post=2355"}],"version-history":[{"count":1,"href":"https:\/\/research.binus.ac.id\/airdc\/wp-json\/wp\/v2\/posts\/2355\/revisions"}],"predecessor-version":[{"id":2357,"href":"https:\/\/research.binus.ac.id\/airdc\/wp-json\/wp\/v2\/posts\/2355\/revisions\/2357"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/research.binus.ac.id\/airdc\/wp-json\/wp\/v2\/media\/2356"}],"wp:attachment":[{"href":"https:\/\/research.binus.ac.id\/airdc\/wp-json\/wp\/v2\/media?parent=2355"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/research.binus.ac.id\/airdc\/wp-json\/wp\/v2\/categories?post=2355"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/research.binus.ac.id\/airdc\/wp-json\/wp\/v2\/tags?post=2355"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}