{"id":2647,"date":"2022-10-28T13:50:07","date_gmt":"2022-10-28T13:50:07","guid":{"rendered":"https:\/\/shunderman.com\/?p=2647"},"modified":"2022-10-28T14:05:02","modified_gmt":"2022-10-28T14:05:02","slug":"differential-evolution-and-fuzzy-inference-system-for-modeling-multiphase-flow-in-bubble-column-reactors","status":"publish","type":"post","link":"https:\/\/shunderman.com\/?p=2647","title":{"rendered":"Differential Evolution and fuzzy inference system for modeling multiphase flow in bubble column reactors"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">Project Targets<\/h1>\n\n\n\n<ul class=\"wp-block-list\"><li>To develop the differential evolution with a fuzzy inference system (DEFIS) to predict air velocity.<\/li><li>To adjust the differential evolution parameters for the best intelligence.<\/li><li>To derive a correlation for air velocity calculation as a function of nodes locations, time, and water velocity.<\/li><\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">Project Targets<\/h1>\n\n\n\n<ul class=\"wp-block-list\"><li>To develop the differential evolution with a fuzzy inference system (DEFIS) to predict air velocity.<\/li><li>To adjust the differential evolution parameters for the best intelligence.<\/li><li>To derive a correlation for air velocity calculation as a function of nodes locations, time, and water velocity.<\/li><\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">&nbsp;<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Collaborators<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This project collaborated with several researchers from various reputable universities, such as Ton Duc Thang University, South Ural State University, and Duy Tan University.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Project outcomes<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Codes development for the differential evolution-based fuzzy inference system (DEFIS).<\/li><li>ISI paper published in Q1 journal of Scientific Reports with the title of \u201cHigh\u2011performance hybrid modeling chemical reactors using differential evolution based fuzzy inference system.\u201d<\/li><li>DOI: https:\/\/doi.org\/10.1038\/s41598-020-78277-3<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Findings<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"587\" height=\"289\" src=\"https:\/\/shunderman.com\/wp-content\/uploads\/2022\/10\/image-1.png\" alt=\"\" class=\"wp-image-2649\" srcset=\"https:\/\/shunderman.com\/wp-content\/uploads\/2022\/10\/image-1.png 587w, https:\/\/shunderman.com\/wp-content\/uploads\/2022\/10\/image-1-300x148.png 300w\" sizes=\"auto, (max-width: 587px) 100vw, 587px\" \/><figcaption>Fuzzy reasoning procedure of prediction of air velocity inside the reactor.<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"625\" height=\"260\" src=\"https:\/\/shunderman.com\/wp-content\/uploads\/2022\/10\/image-2.png\" alt=\"\" class=\"wp-image-2650\" srcset=\"https:\/\/shunderman.com\/wp-content\/uploads\/2022\/10\/image-2.png 625w, https:\/\/shunderman.com\/wp-content\/uploads\/2022\/10\/image-2-300x125.png 300w\" sizes=\"auto, (max-width: 625px) 100vw, 625px\" \/><figcaption>DEFIS prediction and its comparison with CFD results.&nbsp;<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"606\" height=\"68\" src=\"https:\/\/shunderman.com\/wp-content\/uploads\/2022\/10\/image-3.png\" alt=\"\" class=\"wp-image-2651\" srcset=\"https:\/\/shunderman.com\/wp-content\/uploads\/2022\/10\/image-3.png 606w, https:\/\/shunderman.com\/wp-content\/uploads\/2022\/10\/image-3-300x34.png 300w\" sizes=\"auto, (max-width: 606px) 100vw, 606px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Project Targets To develop the differential evolution with a fuzzy inference system (DEFIS) to predict air velocity. To adjust the differential evolution parameters for the best intelligence. To derive a correlation for air velocity calculation as a function of nodes locations, time, and water velocity. Project Targets To develop the differential evolution with a fuzzy [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2657,"comment_status":"open","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":[1],"tags":[],"class_list":["post-2647","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/shunderman.com\/index.php?rest_route=\/wp\/v2\/posts\/2647","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shunderman.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shunderman.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shunderman.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/shunderman.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2647"}],"version-history":[{"count":2,"href":"https:\/\/shunderman.com\/index.php?rest_route=\/wp\/v2\/posts\/2647\/revisions"}],"predecessor-version":[{"id":2658,"href":"https:\/\/shunderman.com\/index.php?rest_route=\/wp\/v2\/posts\/2647\/revisions\/2658"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shunderman.com\/index.php?rest_route=\/wp\/v2\/media\/2657"}],"wp:attachment":[{"href":"https:\/\/shunderman.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2647"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shunderman.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2647"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shunderman.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2647"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}