{"id":2409,"date":"2026-07-13T09:57:17","date_gmt":"2026-07-13T06:57:17","guid":{"rendered":"https:\/\/digitalegiz.kz\/?page_id=2409"},"modified":"2026-07-13T10:03:31","modified_gmt":"2026-07-13T07:03:31","slug":"ceii-2024","status":"publish","type":"page","link":"https:\/\/digitalegiz.kz\/?page_id=2409","title":{"rendered":"CEII 2024"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"2409\" class=\"elementor elementor-2409\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a942973 e-flex e-con-boxed e-con e-parent\" data-id=\"a942973\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-226d711 e-con-full e-flex e-con e-child\" data-id=\"226d711\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f65abc0 elementor-widget elementor-widget-heading\" data-id=\"f65abc0\" 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\">\ud83d\udd39  CEII 2024 \u2014 Cognitive Engineering & Intelligent Interaction<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e0a9125 elementor-widget elementor-widget-heading\" data-id=\"e0a9125\" 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\">\ud83d\udccd \u041d\u0430\u043d\u044c\u044f\u043d\u0441\u043a\u0438\u0439 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442, \u0421\u0438\u043d\u0433\u0430\u043f\u0443\u0440 \u00b7 \ud83d\udcc5 14\u201316 \u0434\u0435\u043a\u0430\u0431\u0440\u044f 2024<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a9ae795 elementor-widget elementor-widget-text-editor\" data-id=\"a9ae795\" data-element_type=\"widget\" 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<p data-start=\"436\" data-end=\"732\">\u041d\u0430\u0448\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043f\u0440\u0438\u043d\u044f\u043b\u0430 \u0443\u0447\u0430\u0441\u0442\u0438\u0435 \u0432 7-\u0439 \u0410\u0437\u0438\u0430\u0442\u0441\u043a\u043e\u0439 \u043a\u043e\u043d\u0444\u0435\u0440\u0435\u043d\u0446\u0438\u0438 \u043f\u043e \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0438\u0438 \u0438 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u043c\u0443 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044e (CEII 2024), \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u0432 \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442 \u043f\u043e \u0446\u0438\u0444\u0440\u043e\u0432\u044b\u043c \u0434\u0432\u043e\u0439\u043d\u0438\u043a\u0430\u043c. \u0422\u0435\u043c\u0430 \u043a\u043e\u043d\u0444\u0435\u0440\u0435\u043d\u0446\u0438\u0438 \u2014 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u0437\u0430\u0434\u0430\u0447 \u0418\u0418 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439. \u0420\u0430\u0431\u043e\u0442\u044b \u043e\u0445\u0432\u0430\u0442\u0438\u043b\u0438 \u043f\u043e\u043b\u043d\u044b\u0439 \u0441\u043f\u0435\u043a\u0442\u0440 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0439: \u043e\u0442 \u043e\u0431\u0437\u043e\u0440\u0430 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0445 \u0434\u0432\u043e\u0439\u043d\u0438\u043a\u043e\u0432 \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445 \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433\u0430 \u0434\u043e \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e 3D-\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u043e\u0441\u0442\u0438 \u0432 \u043c\u0435\u0442\u0430\u0432\u0441\u0435\u043b\u0435\u043d\u043d\u043e\u0439.<\/p>\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-3806cd9 e-flex e-con-boxed e-con e-parent\" data-id=\"3806cd9\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-d81bd9f e-con-full e-flex e-con e-child\" data-id=\"d81bd9f\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-13993e4 e-grid e-con-full e-con e-child\" data-id=\"13993e4\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-397be52 elementor-widget elementor-widget-text-editor\" data-id=\"397be52\" data-element_type=\"widget\" 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<h3 data-start=\"626\" data-end=\"661\">\ud83e\uddea \ud83d\udd2c <strong data-start=\"636\" data-end=\"661\">\u041f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430<\/strong><\/h3><p class=\"font-claude-response-body break-words whitespace-normal\"><strong>\u0414\u043e\u043a\u043b\u0430\u0434 1. <\/strong><em>\u00abDigital Twins in Intelligent Control and Automation\u00bb<\/em><br \/><strong>\u0410\u0432\u0442\u043e\u0440\u044b:<\/strong> Gulshat Amirkhanova, Gulnur Tyulepberdinova, Nazargozha Abdulkhamit, Madiyar Zauranbek, Dinara Zhaisanova<br \/><strong>\u0421\u0443\u0442\u044c:<\/strong> \u043a\u043e\u043c\u043f\u043b\u0435\u043a\u0441\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 \u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0445 \u0434\u0432\u043e\u0439\u043d\u0438\u043a\u043e\u0432 \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u2014 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438, \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u044d\u0444\u0444\u0435\u043a\u0442 \u0438 \u0431\u0430\u0440\u044c\u0435\u0440\u044b \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f. \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0435 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u2014 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u043c \u0432 \u043f\u0438\u0449\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u0438 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0418\u0418.<br \/>\ud83d\udcc4 IEEE Xplore \u00b7 DOI: 10.1109\/CEII65291.2024.00029<\/p><p class=\"font-claude-response-body break-words whitespace-normal\"><strong>\u0414\u043e\u043a\u043b\u0430\u0434 2. <\/strong><em>\u00abAI-Enabled Digital Twins: Soft Computing Methods for Industrial Data Mining\u00bb<\/em><br \/><strong>\u0410\u0432\u0442\u043e\u0440\u044b:<\/strong> Murat Kunelbayev, Bauyrzhan Amirkhanov, Madiyar Zauranbek, Nazargozha Abdulkhamit, Saltanat Adilzhanova, Tomiris Nurgazy<br \/><strong>\u0421\u0443\u0442\u044c:<\/strong> \u043e\u0431\u0437\u043e\u0440 \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u043e\u0432 \u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0445 \u0434\u0432\u043e\u0439\u043d\u0438\u043a\u043e\u0432, \u0440\u044b\u043d\u043e\u0447\u043d\u044b\u0445 \u0442\u0440\u0435\u043d\u0434\u043e\u0432, \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u0438 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f. \u0410\u043a\u0446\u0435\u043d\u0442 \u043d\u0430 \u043f\u0438\u0449\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u2014 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0438 \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0441\u0442\u044c \u0446\u0435\u043f\u043e\u0447\u0435\u043a \u043f\u043e\u0441\u0442\u0430\u0432\u043e\u043a \u0437\u0430 \u0441\u0447\u0451\u0442 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u044f IoT-\u0434\u0430\u043d\u043d\u044b\u0445, \u0418\u0418-\u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0438 \u043e\u0431\u043b\u0430\u0447\u043d\u043e-\u043f\u0435\u0440\u0438\u0444\u0435\u0440\u0438\u0439\u043d\u044b\u0445 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0439.<br \/>\ud83d\udcc4 IEEE Xplore \u00b7 DOI: 10.1109\/ICNGN63705.2024.10871831<\/p><p class=\"font-claude-response-body break-words whitespace-normal\"><strong>\u0414\u043e\u043a\u043b\u0430\u0434 3. <\/strong><em>\u00abApplication of Machine Learning Algorithms in Digital Twin Monitoring Systems: An Overview of Approaches, Methods, and Prospects\u00bb<\/em><br \/><strong>\u0410\u0432\u0442\u043e\u0440\u044b:<\/strong> Gulshat Amirkhanova, Bauyrzhan Amirkhanov, Gulnur Tyulepberdinova, Timur Ishmurzin<br \/><strong>\u0421\u0443\u0442\u044c:<\/strong> \u043e\u0431\u0437\u043e\u0440 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0445 \u0434\u0432\u043e\u0439\u043d\u0438\u043a\u043e\u0432 \u2014 \u043e\u0442 \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0430\u043d\u0441\u0430\u043c\u0431\u043b\u0435\u0432\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0434\u043e \u0433\u043b\u0443\u0431\u043e\u043a\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0441 \u043f\u043e\u0434\u043a\u0440\u0435\u043f\u043b\u0435\u043d\u0438\u0435\u043c. \u0420\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u044b \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0430\u043d\u043e\u043c\u0430\u043b\u0438\u0439, \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0442\u043a\u0430\u0437\u043e\u0432, \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u044c, \u0434\u0440\u0435\u0439\u0444 \u043f\u043e\u043d\u044f\u0442\u0438\u0439 \u0438 \u0440\u043e\u043b\u044c MLOps.<br \/>\ud83d\udcc4 IEEE Xplore \u00b7 DOI: 10.1109\/ICNGN63705.2024.10871832<\/p><p class=\"font-claude-response-body break-words whitespace-normal\"><strong>\u0414\u043e\u043a\u043b\u0430\u0434 4. <\/strong><em>\u00abDynamic Systems Simulation Using Digital Twins: Approaches, Technologies, and Applications\u00bb<\/em><br \/><strong>\u0410\u0432\u0442\u043e\u0440\u044b:<\/strong> Bauyrzhan Amirkhanov, Murat Kunelbayev, Saltanat Adilzhanova, Dinara Zhaisanova, Gulnur Tyulepberdinova, Alikhan Amirkhanov<br \/><strong>\u0421\u0443\u0442\u044c:<\/strong> \u043e\u0431\u0437\u043e\u0440 \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u0441\u0438\u043c\u0443\u043b\u044f\u0446\u0438\u0438 \u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0438\u0441\u0442\u0435\u043c \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0445 \u0434\u0432\u043e\u0439\u043d\u0438\u043a\u043e\u0432 \u0438 \u0438\u0445 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435, \u0437\u0434\u0440\u0430\u0432\u043e\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0438, \u0433\u043e\u0440\u043e\u0434\u0441\u043a\u043e\u043c \u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0438 \u0438 \u044d\u043d\u0435\u0440\u0433\u0435\u0442\u0438\u043a\u0435. \u0420\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u044b \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0431\u0430\u0440\u044c\u0435\u0440\u044b \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445, \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u044c, \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0430\u0446\u0438\u0438.<br \/>\ud83d\udcc4 SPIE, Proc. Vol. 13649 \u00b7 DOI: 10.1117\/12.3065298<\/p><p class=\"font-claude-response-body break-words whitespace-normal\"><strong>\u0414\u043e\u043a\u043b\u0430\u0434 5.<\/strong><em> \u00abUsing Artificial Intelligence to Create 3D Model of Manufacturing Equipment\u00bb<\/em><br \/><strong>\u0410\u0432\u0442\u043e\u0440\u044b:<\/strong> Tomiris Nurgazy, Gulshat Amirkhanova, Bauyrzhan Amirkhanov, Gulnur Tyulepberdinova, Nurbol Nurgazy, Miras Toktasyn<br \/><strong>\u0421\u0443\u0442\u044c:<\/strong> \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0418\u0418-\u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432 (Meshy.ai, Masterpiece X, Sloyd.ai) \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f 3D-\u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u043e\u0440\u0443\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440\u0435 \u0448\u043e\u043a\u043e\u043b\u0430\u0434\u043d\u043e\u0433\u043e \u0442\u0435\u043c\u043f\u0435\u0440\u0438\u0440\u0443\u044e\u0449\u0435\u0433\u043e \u0440\u0435\u0437\u0435\u0440\u0432\u0443\u0430\u0440\u0430 MMT-ST-1000. \u041e\u0446\u0435\u043d\u043a\u0430 \u043f\u043e \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438, \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0433\u0435\u043e\u043c\u0435\u0442\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0446\u0435\u043b\u043e\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0438 \u0447\u0438\u0441\u043b\u0443 \u043f\u043e\u043b\u0438\u0433\u043e\u043d\u043e\u0432.<br \/>\ud83d\udcc4 SPIE, Proc. Vol. 13649 \u00b7 DOI: 10.1117\/12.3065594<\/p><p class=\"font-claude-response-body break-words whitespace-normal\"><strong>\u0414\u043e\u043a\u043b\u0430\u0434 6. <\/strong><em>\u00abPrivacy Bubbles for Digital Twin Interaction in the Metaverse\u00bb<\/em><br \/><strong>\u0410\u0432\u0442\u043e\u0440\u044b:<\/strong> Gulshat Amirkhanova, Murat Kunelbayev, Saltanat Adilzhanova, Dinara Zhaisanova, Miras Tokhtassyn, Tomiris Nurgazy, Alikhan Amirkhanov<br \/><strong>\u0421\u0443\u0442\u044c:<\/strong> \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 Privacy Bubble \u0434\u043b\u044f \u0438\u043d\u0442\u0443\u0438\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u043e\u0441\u0442\u044c\u044e \u043f\u0440\u0438 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0438 \u0441 \u0446\u0438\u0444\u0440\u043e\u0432\u044b\u043c\u0438 \u0434\u0432\u043e\u0439\u043d\u0438\u043a\u0430\u043c\u0438 \u0432 \u043c\u0435\u0442\u0430\u0432\u0441\u0435\u043b\u0435\u043d\u043d\u043e\u0439. \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0438 \u0440\u0435\u0433\u0443\u043b\u0438\u0440\u0443\u0435\u0442 \u0432\u0438\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0447\u0443\u0432\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0430\u0442\u0440\u0438\u0431\u0443\u0442\u043e\u0432 \u0441\u0432\u043e\u0435\u0433\u043e \u0434\u0432\u043e\u0439\u043d\u0438\u043a\u0430.<br \/>\ud83d\udcc4 SPIE, Proc. Vol. 13649 \u00b7 DOI: 10.1117\/12.3065296<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f4eacbb e-con-full e-grid e-con e-child\" data-id=\"f4eacbb\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6bacfbe elementor-widget elementor-widget-image\" data-id=\"6bacfbe\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"569\" height=\"396\" src=\"https:\/\/digitalegiz.kz\/wp-content\/uploads\/2026\/07\/ceii2024_gul.png\" class=\"attachment-large size-large wp-image-2418\" alt=\"\" srcset=\"https:\/\/digitalegiz.kz\/wp-content\/uploads\/2026\/07\/ceii2024_gul.png 569w, https:\/\/digitalegiz.kz\/wp-content\/uploads\/2026\/07\/ceii2024_gul-300x209.png 300w\" sizes=\"(max-width: 569px) 100vw, 569px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f04df81 elementor-widget elementor-widget-image\" data-id=\"f04df81\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"595\" height=\"410\" src=\"https:\/\/digitalegiz.kz\/wp-content\/uploads\/2026\/07\/ceii2024_tom.png\" class=\"attachment-large size-large wp-image-2419\" alt=\"\" srcset=\"https:\/\/digitalegiz.kz\/wp-content\/uploads\/2026\/07\/ceii2024_tom.png 595w, https:\/\/digitalegiz.kz\/wp-content\/uploads\/2026\/07\/ceii2024_tom-300x207.png 300w\" sizes=\"(max-width: 595px) 100vw, 595px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f1f71c3 elementor-widget elementor-widget-image\" data-id=\"f1f71c3\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"586\" height=\"402\" src=\"https:\/\/digitalegiz.kz\/wp-content\/uploads\/2026\/07\/ceii2024_mir.png\" class=\"attachment-large size-large wp-image-2420\" alt=\"\" srcset=\"https:\/\/digitalegiz.kz\/wp-content\/uploads\/2026\/07\/ceii2024_mir.png 586w, https:\/\/digitalegiz.kz\/wp-content\/uploads\/2026\/07\/ceii2024_mir-300x206.png 300w\" sizes=\"(max-width: 586px) 100vw, 586px\" \/>\t\t\t\t\t\t\t\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<\/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-abaf84f e-flex e-con-boxed e-con e-parent\" data-id=\"abaf84f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1bac51c e-con-full e-flex e-con e-child\" data-id=\"1bac51c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-56d51c4 elementor-widget elementor-widget-text-editor\" data-id=\"56d51c4\" data-element_type=\"widget\" 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<h3 class=\"font-claude-response-body break-words whitespace-normal\"><strong>\ud83c\udfc6 \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0443\u0447\u0430\u0441\u0442\u0438\u044f<\/strong><\/h3><ul class=\"[li_&amp;]:mb-0 [li_&amp;]:mt-1 [li_&amp;]:gap-1 [&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc flex flex-col gap-1 pl-8 mb-3\"><li class=\"font-claude-response-body whitespace-normal break-words pl-2\">\ud83d\udcc4 \u0428\u0435\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442 \u043f\u043e \u0446\u0438\u0444\u0440\u043e\u0432\u044b\u043c \u0434\u0432\u043e\u0439\u043d\u0438\u043a\u0430\u043c, \u0432\u0441\u0435 \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u044b \u0441 \u043f\u0440\u0438\u0441\u0432\u043e\u0435\u043d\u0438\u0435\u043c DOI<\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\">\ud83c\udf10 \u041c\u0435\u0436\u0434\u0443\u043d\u0430\u0440\u043e\u0434\u043d\u0430\u044f \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 (NTU, \u0421\u0438\u043d\u0433\u0430\u043f\u0443\u0440) \u0434\u043b\u044f \u043e\u0431\u043c\u0435\u043d\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0418\u0418 \u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0438\u0438<\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\">\ud83e\udde9 \u041e\u0445\u0432\u0430\u0442 \u0432\u0441\u0435\u0439 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0446\u0438\u0444\u0440\u043e\u0432\u043e\u0433\u043e \u0434\u0432\u043e\u0439\u043d\u0438\u043a\u0430: \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0438 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f, ML-\u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433, \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0435 3D-\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435, \u0441\u0438\u043c\u0443\u043b\u044f\u0446\u0438\u044f \u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0438\u0441\u0442\u0435\u043c, \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u043e\u0441\u0442\u044c<\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\">\ud83d\udcc8 \u041f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u0438 \u0432 IEEE Xplore \u0438 SPIE Digital Library \u0441 \u0438\u043d\u0434\u0435\u043a\u0441\u0430\u0446\u0438\u0435\u0439 \u0432 EI Compendex \u0438 Scopus<\/li><\/ul><hr class=\"border-border-200 border-t-0.5 my-3 mx-1.5\" \/><h3 class=\"font-claude-response-body break-words whitespace-normal\"><strong>\ud83d\udcc3 \u041f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u0438<\/strong><\/h3><p class=\"font-claude-response-body break-words whitespace-normal\">\u0420\u0430\u0431\u043e\u0442\u044b \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u044b \u0432 \u0442\u0440\u0443\u0434\u0430\u0445 IEEE (Conference Publishing Services) \u0438 \u0432 \u0441\u0431\u043e\u0440\u043d\u0438\u043a\u0435 SPIE (Proc. Vol. 13649) \u0441 \u0438\u043d\u0434\u0435\u043a\u0441\u0430\u0446\u0438\u0435\u0439 \u0432 EI Compendex \u0438 Scopus.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-470d2f2 elementor-widget elementor-widget-heading\" data-id=\"470d2f2\" 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\"> \u0424\u043e\u0442\u043e\u0433\u0430\u043b\u0435\u0440\u0435\u044f:<\/h2>\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-e633f0e e-flex e-con-boxed e-con e-parent\" data-id=\"e633f0e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-ecb7683 e-con-full e-flex e-con e-child\" data-id=\"ecb7683\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-9d1efc6 e-grid e-con-full e-con e-child\" data-id=\"9d1efc6\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9b4302d elementor-widget elementor-widget-image\" data-id=\"9b4302d\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"660\" height=\"451\" src=\"https:\/\/digitalegiz.kz\/wp-content\/uploads\/2026\/07\/ceii2024_online.png\" class=\"attachment-large size-large wp-image-2431\" alt=\"\" srcset=\"https:\/\/digitalegiz.kz\/wp-content\/uploads\/2026\/07\/ceii2024_online.png 660w, https:\/\/digitalegiz.kz\/wp-content\/uploads\/2026\/07\/ceii2024_online-300x205.png 300w\" sizes=\"(max-width: 660px) 100vw, 660px\" \/>\t\t\t\t\t\t\t\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<\/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>\ud83d\udd39 CEII 2024 \u2014 Cognitive Engineering &#038; Intelligent Interaction \ud83d\udccd \u041d\u0430\u043d\u044c\u044f\u043d\u0441\u043a\u0438\u0439 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442, \u0421\u0438\u043d\u0433\u0430\u043f\u0443\u0440 \u00b7 \ud83d\udcc5 14\u201316 \u0434\u0435\u043a\u0430\u0431\u0440\u044f 2024 \u041d\u0430\u0448\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043f\u0440\u0438\u043d\u044f\u043b\u0430 \u0443\u0447\u0430\u0441\u0442\u0438\u0435 \u0432 7-\u0439 \u0410\u0437\u0438\u0430\u0442\u0441\u043a\u043e\u0439 \u043a\u043e\u043d\u0444\u0435\u0440\u0435\u043d\u0446\u0438\u0438 \u043f\u043e \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0438\u0438 \u0438 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u043c\u0443 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044e (CEII 2024), \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u0432 \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442 \u043f\u043e \u0446\u0438\u0444\u0440\u043e\u0432\u044b\u043c \u0434\u0432\u043e\u0439\u043d\u0438\u043a\u0430\u043c. \u0422\u0435\u043c\u0430 \u043a\u043e\u043d\u0444\u0435\u0440\u0435\u043d\u0446\u0438\u0438 \u2014 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u0437\u0430\u0434\u0430\u0447 \u0418\u0418 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439. \u0420\u0430\u0431\u043e\u0442\u044b \u043e\u0445\u0432\u0430\u0442\u0438\u043b\u0438 \u043f\u043e\u043b\u043d\u044b\u0439 \u0441\u043f\u0435\u043a\u0442\u0440&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_kad_post_transparent":"","_kad_post_title":"hide","_kad_post_layout":"fullwidth","_kad_post_sidebar_id":"","_kad_post_content_style":"unboxed","_kad_post_vertical_padding":"hide","_kad_post_feature":"hide","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"class_list":["post-2409","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/digitalegiz.kz\/index.php?rest_route=\/wp\/v2\/pages\/2409","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/digitalegiz.kz\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/digitalegiz.kz\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/digitalegiz.kz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/digitalegiz.kz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2409"}],"version-history":[{"count":10,"href":"https:\/\/digitalegiz.kz\/index.php?rest_route=\/wp\/v2\/pages\/2409\/revisions"}],"predecessor-version":[{"id":2434,"href":"https:\/\/digitalegiz.kz\/index.php?rest_route=\/wp\/v2\/pages\/2409\/revisions\/2434"}],"wp:attachment":[{"href":"https:\/\/digitalegiz.kz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2409"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}