{"id":2378,"date":"2020-07-21T09:08:08","date_gmt":"2020-07-21T01:08:08","guid":{"rendered":"https:\/\/people.utm.my\/saifulazimi\/?p=2378"},"modified":"2020-07-21T11:13:02","modified_gmt":"2020-07-21T03:13:02","slug":"non-dominated-sorting-genetic-algorithm-ii-nsga-ii","status":"publish","type":"post","link":"https:\/\/people.utm.my\/saifulazimi\/2020\/07\/21\/non-dominated-sorting-genetic-algorithm-ii-nsga-ii\/","title":{"rendered":"Non-dominated Sorting Genetic Algorithm II (NSGA-II)"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.4.2&#8243;][et_pb_row _builder_version=&#8221;4.4.2&#8243;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.4.2&#8243;][et_pb_text _builder_version=&#8221;4.4.2&#8243;]<\/p>\n<p style=\"text-align: justify\">Non-dominated Sorting Genetic Algorithm II (NSGA-II) is a variant of MOGA that are designed to improve its previous version called Non-dominated Sorting Genetic Algorithm I (NSGA-I). NSGA-II was proposed by Deb to improve the efficiency of individual classification in NSGA-I. In NSGA-II, it generates a competing individual\u2019s population and sort them based on their non-domination levels. It also applies the evolutionary operations to create a new offspring population which is the product of mutation among the parents. This algorithm is then conduct niching procedure by generating a crowding distance to each population member. The crowding distance is used to ensure a diverse population by making sure that each member stays within its crowding distance. This procedure keeps the population to be diverse and enhance the exploration of NSGA-II with higher diversity.<\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Non-dominated Sorting Genetic Algorithm II (NSGA-II) is a variant of MOGA that are designed to improve its previous version called Non-dominated Sorting Genetic Algorithm I (NSGA-I). NSGA-II was proposed by Deb to improve the efficiency of individual classification in NSGA-I. In NSGA-II, it generates a competing individual\u2019s population and sort them based on their non-domination [&hellip;]<\/p>\n","protected":false},"author":24953,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[21],"tags":[],"class_list":["post-2378","post","type-post","status-publish","format-standard","hentry","category-single-multi-objective-algorithms"],"_links":{"self":[{"href":"https:\/\/people.utm.my\/saifulazimi\/wp-json\/wp\/v2\/posts\/2378","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/people.utm.my\/saifulazimi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/people.utm.my\/saifulazimi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/people.utm.my\/saifulazimi\/wp-json\/wp\/v2\/users\/24953"}],"replies":[{"embeddable":true,"href":"https:\/\/people.utm.my\/saifulazimi\/wp-json\/wp\/v2\/comments?post=2378"}],"version-history":[{"count":3,"href":"https:\/\/people.utm.my\/saifulazimi\/wp-json\/wp\/v2\/posts\/2378\/revisions"}],"predecessor-version":[{"id":2445,"href":"https:\/\/people.utm.my\/saifulazimi\/wp-json\/wp\/v2\/posts\/2378\/revisions\/2445"}],"wp:attachment":[{"href":"https:\/\/people.utm.my\/saifulazimi\/wp-json\/wp\/v2\/media?parent=2378"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/people.utm.my\/saifulazimi\/wp-json\/wp\/v2\/categories?post=2378"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/people.utm.my\/saifulazimi\/wp-json\/wp\/v2\/tags?post=2378"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}