{"id":6987,"date":"2025-10-02T17:50:50","date_gmt":"2025-10-02T08:50:50","guid":{"rendered":"https:\/\/aizoth.com\/?p=6987"},"modified":"2025-10-15T16:41:17","modified_gmt":"2025-10-15T07:41:17","slug":"cfd_dnn_2025","status":"publish","type":"post","link":"https:\/\/aizoth.com\/en\/2025\/10\/cfd_dnn_2025\/","title":{"rendered":"A Paper Using Multi-Sigma\u00ae Has Been Published"},"content":{"rendered":"\n<p class=\"has-medium-font-size wp-block-paragraph\">The paper \u201cDynamic analysis for prediction of flow patterns in an oscillatory baffled reactor using machine learning,\u201d published by Professor Matsumoto\u2019s group at Tokyo University of Science, reports analyses conducted using <a href=\"https:\/\/aizoth.com\/en\/service\/multi-sigma\/\" target=\"_blank\" rel=\"noreferrer noopener\">Multi-Sigma\u00ae<\/a>.<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">The study analyzes spatiotemporal data of flow fields. Because CFD prediction of unsteady flows is computationally demanding, the authors employed a neural network model to perform the analysis within a practical computation time. <a href=\"https:\/\/aizoth.com\/en\/service\/multi-sigma\/\" target=\"_blank\" rel=\"noreferrer noopener\">Multi-Sigma\u00ae<\/a> was used to build the neural network model and analyze data.<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">For details, please refer to the paper below.<\/p>\n\n\n\n<h3 class=\"wp-block-heading has-large-font-size\">[Paper Information]<\/h3>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">Title: Dynamic analysis for prediction of flow patterns in an oscillatory baffled reactor using machine learning.<br>Authors: Hideyuki Matsumoto <em>et al<\/em>.<br>Journal: <em>Systems and Control Transactions <\/em>(2025): 394-398.<br>Year: 2025<br>DOI\uff1a<a href=\"https:\/\/doi.org\/10.69997\/sct.101931\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/doi.org\/10.69997\/sct.101931<\/a><\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-fe48e5de wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-50 is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link has-background has-medium-font-size has-custom-font-size wp-element-button\" href=\"https:\/\/aizoth.com\/en\/contact\/\" style=\"border-radius:100px;background-color:#ffe200\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Contact Us<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<p class=\"has-text-align-center has-large-font-size wp-block-paragraph\"><\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-fe48e5de wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-50 is-style-outline is-style-outline--2\"><a class=\"wp-block-button__link has-background has-medium-font-size has-custom-font-size wp-element-button\" href=\"https:\/\/aizoth.com\/en\/freetrial\/\" style=\"border-radius:100px;background-color:#ffe200\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Free Trial<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<p class=\"has-text-align-center has-large-font-size wp-block-paragraph\"><\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-fe48e5de wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-50 is-style-outline is-style-outline--3\"><a class=\"wp-block-button__link has-background has-medium-font-size has-custom-font-size wp-element-button\" href=\"https:\/\/aizoth.com\/en\/collaborative_research\/\" style=\"border-radius:100px;background-color:#ffe200\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Joint Research<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<p class=\"has-text-align-center has-large-font-size wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"The paper \u201cDynamic analysis for prediction of flow patterns in an oscillatory baffled reactor using machine le <a href=\"https:\/\/aizoth.com\/en\/2025\/10\/cfd_dnn_2025\/\" class=\"more-link\">&#8230;<span class=\"screen-reader-text\">  A Paper Using Multi-Sigma\u00ae Has Been Published<\/span><\/a>","protected":false},"author":7,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_locale":"en_US","_original_post":"","footnotes":""},"categories":[17],"tags":[],"class_list":["post-6987","post","type-post","status-publish","format-standard","hentry","category-news","en-US"],"acf":[],"_links":{"self":[{"href":"https:\/\/aizoth.com\/?rest_route=\/wp\/v2\/posts\/6987","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aizoth.com\/?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aizoth.com\/?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aizoth.com\/?rest_route=\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/aizoth.com\/?rest_route=%2Fwp%2Fv2%2Fcomments&post=6987"}],"version-history":[{"count":6,"href":"https:\/\/aizoth.com\/?rest_route=\/wp\/v2\/posts\/6987\/revisions"}],"predecessor-version":[{"id":7233,"href":"https:\/\/aizoth.com\/?rest_route=\/wp\/v2\/posts\/6987\/revisions\/7233"}],"wp:attachment":[{"href":"https:\/\/aizoth.com\/?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6987"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aizoth.com\/?rest_route=%2Fwp%2Fv2%2Fcategories&post=6987"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aizoth.com\/?rest_route=%2Fwp%2Fv2%2Ftags&post=6987"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}