{"id":11129,"date":"2025-02-18T05:12:42","date_gmt":"2025-02-18T05:12:42","guid":{"rendered":"https:\/\/mathsuop.orizel.com\/?page_id=11129"},"modified":"2025-02-18T05:19:25","modified_gmt":"2025-02-18T05:19:25","slug":"em504-evolutionary-algorithms","status":"publish","type":"page","link":"https:\/\/eng.pdn.ac.lk\/maths\/em504-evolutionary-algorithms\/","title":{"rendered":"EM504: Evolutionary Algorithms"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"11129\" class=\"elementor elementor-11129\">\n\t\t\t\t<div class=\"elementor-element elementor-element-084a54d e-flex e-con-boxed e-con e-parent\" data-id=\"084a54d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4f13400 e-con-full e-flex e-con e-child\" data-id=\"4f13400\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-de1f885 elementor-widget elementor-widget-heading\" data-id=\"de1f885\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Basic Details:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f8c48b7 elementor-widget elementor-widget-text-editor\" data-id=\"f8c48b7\" data-element_type=\"widget\" data-settings=\"{&quot;thim_ekit_motion_fx_mouse&quot;:&quot;yes&quot;,&quot;thim_ekit_motion_fx_tilt_effect&quot;:&quot;yes&quot;,&quot;thim_ekit_motion_fx_tilt_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:1,&quot;sizes&quot;:[]}}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><strong>Course Code<\/strong>: EM 504<\/li><li><strong>Credits<\/strong>: 2<\/li><li><strong>Pre-requisites<\/strong>: None<\/li><li><strong>Compulsory\/Optional<\/strong>: Optional<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-057446a e-flex e-con-boxed e-con e-parent\" data-id=\"057446a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-20350e0 elementor-widget elementor-widget-heading\" data-id=\"20350e0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Couse Content:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ac4d11 elementor-widget elementor-widget-thim-accordion\" data-id=\"8ac4d11\" data-element_type=\"widget\" data-widget_type=\"thim-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"thim-widget-accordion accordion-new-style\"><div id=\"accordion_8ac4d11\" class=\"panel-group\" role=\"tablist\" aria-multiselectable=\"true\">\n\t\t\t<div class=\"panel panel-default\">\n\t\t\t\t<div class=\"panel-heading\" role=\"tab\"\n\t\t\t\t\t id=\"heading_accordion_8ac4d11_0\">\n\t\t\t\t\t<h4 class=\"panel-title\">\n\t\t\t\t\t\t<a role=\"button\" class=\"collapsed\" data-toggle=\"collapse\"\n\t\t\t\t\t\t   data-parent=\"#accordion_8ac4d11\"\n\t\t\t\t\t\t   href=\"#collapse_accordion_8ac4d11_0\" aria-expanded=\"false\"\n\t\t\t\t\t\t   aria-controls=\"collapse_accordion_8ac4d11_0\">\n\t\t\t\t\t\t\t Introduction\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h4>\n\t\t\t\t<\/div>\n\t\t\t\t<div id=\"collapse_accordion_8ac4d11_0\"\n\t\t\t\t\t class=\"panel-collapse collapse\"\n\t\t\t\t\t role=\"tabpanel\" aria-labelledby=\"heading_accordion_8ac4d11_0\">\n\t\t\t\t\t<div class=\"panel-body\">\n\t\t\t\t\t\t<p>Terminology Concept of natural evolution, Biological terminology<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\n\t\t\t<div class=\"panel panel-default\">\n\t\t\t\t<div class=\"panel-heading\" role=\"tab\"\n\t\t\t\t\t id=\"heading_accordion_8ac4d11_1\">\n\t\t\t\t\t<h4 class=\"panel-title\">\n\t\t\t\t\t\t<a role=\"button\" class=\"collapsed\" data-toggle=\"collapse\"\n\t\t\t\t\t\t   data-parent=\"#accordion_8ac4d11\"\n\t\t\t\t\t\t   href=\"#collapse_accordion_8ac4d11_1\" aria-expanded=\"false\"\n\t\t\t\t\t\t   aria-controls=\"collapse_accordion_8ac4d11_1\">\n\t\t\t\t\t\t\tGenetic Algorithm\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h4>\n\t\t\t\t<\/div>\n\t\t\t\t<div id=\"collapse_accordion_8ac4d11_1\"\n\t\t\t\t\t class=\"panel-collapse collapse\"\n\t\t\t\t\t role=\"tabpanel\" aria-labelledby=\"heading_accordion_8ac4d11_1\">\n\t\t\t\t\t<div class=\"panel-body\">\n\t\t\t\t\t\t<p>Basic genetic operators; reproduction, crossover, mutation; computer implementation, size of populations, applications<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\n\t\t\t<div class=\"panel panel-default\">\n\t\t\t\t<div class=\"panel-heading\" role=\"tab\"\n\t\t\t\t\t id=\"heading_accordion_8ac4d11_2\">\n\t\t\t\t\t<h4 class=\"panel-title\">\n\t\t\t\t\t\t<a role=\"button\" class=\"collapsed\" data-toggle=\"collapse\"\n\t\t\t\t\t\t   data-parent=\"#accordion_8ac4d11\"\n\t\t\t\t\t\t   href=\"#collapse_accordion_8ac4d11_2\" aria-expanded=\"false\"\n\t\t\t\t\t\t   aria-controls=\"collapse_accordion_8ac4d11_2\">\n\t\t\t\t\t\t\tNumerical Optimization     \t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h4>\n\t\t\t\t<\/div>\n\t\t\t\t<div id=\"collapse_accordion_8ac4d11_2\"\n\t\t\t\t\t class=\"panel-collapse collapse\"\n\t\t\t\t\t role=\"tabpanel\" aria-labelledby=\"heading_accordion_8ac4d11_2\">\n\t\t\t\t\t<div class=\"panel-body\">\n\t\t\t\t\t\t<p>Binary and floating point representations, Fine local tuning, Handling constrained problems, Applications<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\n\t\t\t<div class=\"panel panel-default\">\n\t\t\t\t<div class=\"panel-heading\" role=\"tab\"\n\t\t\t\t\t id=\"heading_accordion_8ac4d11_3\">\n\t\t\t\t\t<h4 class=\"panel-title\">\n\t\t\t\t\t\t<a role=\"button\" class=\"collapsed\" data-toggle=\"collapse\"\n\t\t\t\t\t\t   data-parent=\"#accordion_8ac4d11\"\n\t\t\t\t\t\t   href=\"#collapse_accordion_8ac4d11_3\" aria-expanded=\"false\"\n\t\t\t\t\t\t   aria-controls=\"collapse_accordion_8ac4d11_3\">\n\t\t\t\t\t\t\t Evolution Strategies   \t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h4>\n\t\t\t\t<\/div>\n\t\t\t\t<div id=\"collapse_accordion_8ac4d11_3\"\n\t\t\t\t\t class=\"panel-collapse collapse\"\n\t\t\t\t\t role=\"tabpanel\" aria-labelledby=\"heading_accordion_8ac4d11_3\">\n\t\t\t\t\t<div class=\"panel-body\">\n\t\t\t\t\t\t<p>Comparision of evolution strategies and genetic algorithms, Multimodel optimization, Multiobjective optimization<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\n\t\t\t<div class=\"panel panel-default\">\n\t\t\t\t<div class=\"panel-heading\" role=\"tab\"\n\t\t\t\t\t id=\"heading_accordion_8ac4d11_4\">\n\t\t\t\t\t<h4 class=\"panel-title\">\n\t\t\t\t\t\t<a role=\"button\" class=\"collapsed\" data-toggle=\"collapse\"\n\t\t\t\t\t\t   data-parent=\"#accordion_8ac4d11\"\n\t\t\t\t\t\t   href=\"#collapse_accordion_8ac4d11_4\" aria-expanded=\"false\"\n\t\t\t\t\t\t   aria-controls=\"collapse_accordion_8ac4d11_4\">\n\t\t\t\t\t\t\t Evolution Programs \t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h4>\n\t\t\t\t<\/div>\n\t\t\t\t<div id=\"collapse_accordion_8ac4d11_4\"\n\t\t\t\t\t class=\"panel-collapse collapse\"\n\t\t\t\t\t role=\"tabpanel\" aria-labelledby=\"heading_accordion_8ac4d11_4\">\n\t\t\t\t\t<div class=\"panel-body\">\n\t\t\t\t\t\t<p>Evolution Programs for discrete problems, Machine learning, Evolution programs and heuristics, Applications<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t<\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7133136 e-con-full e-flex e-con e-parent\" data-id=\"7133136\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-78cef1a elementor-widget elementor-widget-heading\" data-id=\"78cef1a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Time Allocation (Hours):<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-97b0fa9 e-grid e-con-full e-con e-child\" data-id=\"97b0fa9\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1640844 elementor-widget elementor-widget-counter\" data-id=\"1640844\" data-element_type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<div class=\"elementor-counter-title\">Lectures<\/div>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"1000\" data-to-value=\"24\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\"><\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-808daa8 elementor-widget elementor-widget-counter\" data-id=\"808daa8\" data-element_type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<div class=\"elementor-counter-title\">Tutorials<\/div>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"1000\" data-to-value=\"6\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\"><\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0310ef2 e-flex e-con-boxed e-con e-parent\" data-id=\"0310ef2\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9fb40da elementor-widget elementor-widget-heading\" data-id=\"9fb40da\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Assessment:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-459293f elementor-widget elementor-widget-heading\" data-id=\"459293f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">In - course:<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3e261ba elementor-widget elementor-widget-progress\" data-id=\"3e261ba\" data-element_type=\"widget\" data-widget_type=\"progress.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<span class=\"elementor-title\" id=\"elementor-progress-bar-3e261ba\">\n\t\t\t\tContinuous Assessment\t\t\t<\/span>\n\t\t\n\t\t<div aria-labelledby=\"elementor-progress-bar-3e261ba\" class=\"elementor-progress-wrapper\" role=\"progressbar\" aria-valuemin=\"0\" aria-valuemax=\"100\" aria-valuenow=\"40\">\n\t\t\t<div class=\"elementor-progress-bar\" data-max=\"40\">\n\t\t\t\t<span class=\"elementor-progress-text\"><\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-progress-percentage\">40%<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56730bf elementor-widget elementor-widget-heading\" data-id=\"56730bf\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">End-semester:<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d2e9848 elementor-widget elementor-widget-progress\" data-id=\"d2e9848\" data-element_type=\"widget\" data-widget_type=\"progress.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<span class=\"elementor-title\" id=\"elementor-progress-bar-d2e9848\">\n\t\t\t\tEnd of Semester Examination\t\t\t<\/span>\n\t\t\n\t\t<div aria-labelledby=\"elementor-progress-bar-d2e9848\" class=\"elementor-progress-wrapper\" role=\"progressbar\" aria-valuemin=\"0\" aria-valuemax=\"100\" aria-valuenow=\"60\">\n\t\t\t<div class=\"elementor-progress-bar\" data-max=\"60\">\n\t\t\t\t<span class=\"elementor-progress-text\"><\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-progress-percentage\">60%<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Basic Details: Course Code: EM 504 Credits: 2 Pre-requisites: None Compulsory\/Optional: Optional Couse Content: Introduction Terminology Concept of natural evolution, Biological terminology Genetic Algorithm Basic genetic operators; reproduction, crossover, mutation; computer implementation, size of populations, applications Numerical Optimization Binary and &hellip; <\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-11129","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/eng.pdn.ac.lk\/maths\/wp-json\/wp\/v2\/pages\/11129","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/eng.pdn.ac.lk\/maths\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/eng.pdn.ac.lk\/maths\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/eng.pdn.ac.lk\/maths\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/eng.pdn.ac.lk\/maths\/wp-json\/wp\/v2\/comments?post=11129"}],"version-history":[{"count":4,"href":"https:\/\/eng.pdn.ac.lk\/maths\/wp-json\/wp\/v2\/pages\/11129\/revisions"}],"predecessor-version":[{"id":11133,"href":"https:\/\/eng.pdn.ac.lk\/maths\/wp-json\/wp\/v2\/pages\/11129\/revisions\/11133"}],"wp:attachment":[{"href":"https:\/\/eng.pdn.ac.lk\/maths\/wp-json\/wp\/v2\/media?parent=11129"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}