{"id":9177,"date":"2026-09-28T12:00:00","date_gmt":"2026-09-28T03:00:00","guid":{"rendered":"https:\/\/aizoth.com\/?p=9177"},"modified":"2026-09-15T13:51:38","modified_gmt":"2026-09-15T04:51:38","slug":"gwp_acs_2025","status":"publish","type":"post","link":"https:\/\/aizoth.com\/en\/2026\/09\/gwp_acs_2025\/","title":{"rendered":"AIZOTH Research on Refrigerant GWP Prediction Using Multi-Sigma\u00ae Published in ACS Sustainable Chemistry &amp; Engineering"},"content":{"rendered":"\n<p class=\"has-medium-font-size wp-block-paragraph\">Research using a deep learning model built on AIZOTH\u2019s AI analytics platform, <strong><a href=\"https:\/\/aizoth.com\/en\/service\/multi-sigma\/\" target=\"_blank\" rel=\"noopener\">Multi-Sigma\u00ae<\/a><\/strong> to accurately predict the 100-year Global Warming Potential (GWP100) of single-component refrigerants has been published in <strong><a href=\"https:\/\/pubs.acs.org\/doi\/10.1021\/acssuschemeng.5c05184\" target=\"_blank\" rel=\"noopener\">ACS Sustainable Chemistry &amp; Engineering<\/a><\/strong>, a peer-reviewed journal of the American Chemical Society (ACS).<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">The study was conducted by AIZOTH researchers.<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">Against the backdrop of international climate targets and regulatory requirements such as the <strong>Kigali Amendment<\/strong>, the study presents a practical prediction framework for rapidly identifying refrigerant candidates with lower environmental impact.<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">This research was supported under Project JPNP23001 of the <strong>New Energy and Industrial Technology Development Organization (NEDO)<\/strong>.<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>Reference<\/strong><br>NEDO Project JPNP23001<br><a href=\"https:\/\/www.nedo.go.jp\/activities\/ZZJP_100244.html\" target=\"_blank\" rel=\"noopener\">https:\/\/www.nedo.go.jp\/activities\/ZZJP_100244.html<\/a><\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">For further details, please refer to the paper below.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:25px\"><strong>Publication Details<\/strong><\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>Title<\/strong><br><em>A Deep Learning Framework for Predicting Global Warming Potential of Refrigerants for Sustainable Chemical Design<\/em><\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>Authors<\/strong><br>Navin Rajapriya and Kotaro Kawajiri<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>Journal<\/strong><br><em>ACS Sustainable Chemistry &amp; Engineering<\/em> (2025), 13, 45, 19528\u201319535<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>Publication Year<\/strong><br>2025<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>DOI<\/strong><br><a href=\"https:\/\/pubs.acs.org\/doi\/10.1021\/acssuschemeng.5c05184\" target=\"_blank\" rel=\"noopener\">https:\/\/pubs.acs.org\/doi\/10.1021\/acssuschemeng.5c05184<\/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 style=\"--wp--block-button--width: 50;\" class=\"wp-block-button is-style-outline has-custom-width wp-block-button__width wp-block-button__width-50 is-style-outline--1\"><a class=\"wp-block-button__link has-black-color has-text-color has-background has-link-color 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 style=\"--wp--block-button--width: 50;\" class=\"wp-block-button is-style-outline has-custom-width wp-block-button__width wp-block-button__width-50 is-style-outline--2\"><a class=\"wp-block-button__link has-black-color has-text-color has-background has-link-color 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 style=\"--wp--block-button--width: 50;\" class=\"wp-block-button is-style-outline has-custom-width wp-block-button__width wp-block-button__width-50 is-style-outline--3\"><a class=\"wp-block-button__link has-black-color has-text-color has-background has-link-color 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\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 style=\"--wp--block-button--width: 50;\" class=\"wp-block-button is-style-outline has-custom-width wp-block-button__width wp-block-button__width-50 is-style-outline--4\"><a class=\"wp-block-button__link has-black-color has-text-color has-background has-link-color has-medium-font-size has-custom-font-size wp-element-button\" href=\"https:\/\/aizoth.com\/en\/consulting\/\" style=\"border-radius:100px;background-color:#ffe200\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Consulting<\/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":"Research using a deep learning model built on AIZOTH\u2019s AI analytics platform, Multi-Sigma\u00ae to accurately predi <a href=\"https:\/\/aizoth.com\/en\/2026\/09\/gwp_acs_2025\/\" class=\"more-link\">&#8230;<span class=\"screen-reader-text\">  AIZOTH Research on Refrigerant GWP Prediction Using Multi-Sigma\u00ae Published in ACS Sustainable Chemistry &amp; Engineering<\/span><\/a>","protected":false},"author":8,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_locale":"en_US","footnotes":""},"categories":[17],"tags":[],"class_list":["post-9177","post","type-post","status-publish","format-standard","hentry","category-news","en-US"],"acf":[],"_links":{"self":[{"href":"https:\/\/aizoth.com\/?rest_route=\/wp\/v2\/posts\/9177","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\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/aizoth.com\/?rest_route=%2Fwp%2Fv2%2Fcomments&post=9177"}],"version-history":[{"count":6,"href":"https:\/\/aizoth.com\/?rest_route=\/wp\/v2\/posts\/9177\/revisions"}],"predecessor-version":[{"id":9196,"href":"https:\/\/aizoth.com\/?rest_route=\/wp\/v2\/posts\/9177\/revisions\/9196"}],"wp:attachment":[{"href":"https:\/\/aizoth.com\/?rest_route=%2Fwp%2Fv2%2Fmedia&parent=9177"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aizoth.com\/?rest_route=%2Fwp%2Fv2%2Fcategories&post=9177"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aizoth.com\/?rest_route=%2Fwp%2Fv2%2Ftags&post=9177"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}