{"id":10765,"date":"2026-07-02T13:09:05","date_gmt":"2026-07-02T13:09:05","guid":{"rendered":"https:\/\/affiliate.wcu.edu\/cet-news\/?p=10765"},"modified":"2026-07-02T13:59:58","modified_gmt":"2026-07-02T13:59:58","slug":"building-the-future-of-smart-manufacturing-inside-engr-493s-ai-robotics-projects","status":"publish","type":"post","link":"https:\/\/affiliate.wcu.edu\/cet-news\/blog\/2026\/07\/02\/building-the-future-of-smart-manufacturing-inside-engr-493s-ai-robotics-projects\/","title":{"rendered":"Building the Future of Smart Manufacturing: Inside ENGR 493\u2019s AI + Robotics Projects"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;||0px||false|false&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_slider admin_label=&#8221;Slider&#8221; _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; background_enable_image=&#8221;off&#8221; background_size=&#8221;contain&#8221; custom_padding=&#8221;0px||0px||false|false&#8221; animation_style=&#8221;slide&#8221; auto=&#8221;on&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_slide _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; sticky_transition=&#8221;on&#8221;]<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-10779 aligncenter size-full\" src=\"https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-12.jpg\" alt=\"A student types on a computer to update code related to the Optimus robot\" width=\"1200\" height=\"921\" srcset=\"https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-12.jpg 1200w, https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-12-980x752.jpg 980w, https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-12-480x368.jpg 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) 1200px, 100vw\" \/><\/p>\n<p>[\/et_pb_slide][et_pb_slide _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; sticky_transition=&#8221;on&#8221;]<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-10774 size-full aligncenter\" src=\"https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-2.jpg\" alt=\"Green Hulk robot picks up red block\" width=\"1200\" height=\"1200\" srcset=\"https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-2.jpg 1200w, https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-2-980x980.jpg 980w, https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-2-480x480.jpg 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) 1200px, 100vw\" \/><\/p>\n<p>[\/et_pb_slide][et_pb_slide _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; sticky_transition=&#8221;on&#8221;]<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-10775 aligncenter size-full\" src=\"https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-4.jpg\" alt=\"Orange Medusa robots pick up red block from a conveyor belt\" width=\"1200\" height=\"800\" srcset=\"https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-4.jpg 1200w, https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-4-980x653.jpg 980w, https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-4-480x320.jpg 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) 1200px, 100vw\" \/><\/p>\n<p>[\/et_pb_slide][et_pb_slide _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; sticky_transition=&#8221;on&#8221;]<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-10778 aligncenter size-full\" src=\"https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-9.jpg\" alt=\"Four students with the Optimus team stand and hold the blue Optimus robot\" width=\"1200\" height=\"1099\" srcset=\"https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-9.jpg 1200w, https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-9-980x898.jpg 980w, https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-9-480x440.jpg 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) 1200px, 100vw\" \/><\/p>\n<p>[\/et_pb_slide][et_pb_slide _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; sticky_transition=&#8221;on&#8221;]<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-10776 aligncenter size-full\" src=\"https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-5.jpg\" alt=\"A student and Dr. Abdallah look at a computer monitor\" width=\"1200\" height=\"1200\" srcset=\"https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-5.jpg 1200w, https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-5-980x980.jpg 980w, https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-5-480x480.jpg 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) 1200px, 100vw\" \/><\/p>\n<p>[\/et_pb_slide][et_pb_slide _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; 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global_colors_info=&#8221;{}&#8221; sticky_transition=&#8221;on&#8221;]<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-10777 aligncenter size-full\" src=\"https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-7.jpg\" alt=\"Three members of the Hulk robot student team stand with the green robot and a computer monitor\" width=\"1200\" height=\"800\" srcset=\"https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-7.jpg 1200w, https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-7-980x653.jpg 980w, https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-7-480x320.jpg 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) 1200px, 100vw\" \/><\/p>\n<p>[\/et_pb_slide][et_pb_slide _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; sticky_transition=&#8221;on&#8221;]<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-10782 aligncenter size-full\" src=\"https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-27.jpg\" alt=\"Faculty and students smile during demonstrations of the robots in the Spring 20256 ENGR 493\u2019s AI + Robotics course\" width=\"1200\" height=\"1200\" srcset=\"https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-27.jpg 1200w, https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-27-980x980.jpg 980w, https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-27-480x480.jpg 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) 1200px, 100vw\" \/><\/p>\n<p>[\/et_pb_slide][et_pb_slide _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; sticky_transition=&#8221;on&#8221;]<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-10780 aligncenter size-full\" src=\"https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-23.jpg\" alt=\"Ten WCU studetns in the Spring 2026 ENGR 493\u2019s AI + Robotics Projects class and two faculty members gather for a group photo\" width=\"1200\" height=\"973\" srcset=\"https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-23.jpg 1200w, https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-23-980x795.jpg 980w, https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/WCU-Robotics-23-480x389.jpg 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) 1200px, 100vw\" \/><\/p>\n<p>[\/et_pb_slide][\/et_pb_slider][et_pb_text admin_label=&#8221;Text&#8221; _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;10px||0px||false|false&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p><span data-contrast=\"auto\">Students in Western Carolina University\u2019s ENGR 493 course, \u201cAI and Computer Vision for Smart Manufacturing,\u201d gained hands-on experience at the intersection of artificial intelligence and robotics\u2014preparing them for careers in a rapidly evolving industrial landscape.<\/span><span data-ccp-props=\"{&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;2_3,1_3&#8243; _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;0px||0px||false|false&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;2_3&#8243; _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_video src=&#8221;https:\/\/affiliate.wcu.edu\/cet-news\/wp-content\/uploads\/sites\/405\/2026\/07\/THE-HULK.-900-x-900-px.mp4&#8243; _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_video][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p><span data-contrast=\"auto\">Taught by Dr. Abdallah Abdallah, associate professor in the<strong><a href=\"https:\/\/www.wcu.edu\/learn\/departments-schools-colleges\/cet\/\"> WCU College of Engineering<\/a> <\/strong>and a certified NVIDIA Deep Learning Institute (DLI) instructor, assisted by Co-PI Dr. Islam Elgarhy, assistant professor, the course challenged students to design, program, and integrate robotic systems capable of automating real-world manufacturing processes.<\/span><span data-ccp-props=\"{&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p><span data-contrast=\"auto\">Working in teams, students developed three distinct robotic systems, which they named HULK, MEDUSA, and OPTIMUS.<\/span><span data-ccp-props=\"{&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">One\u00a0team built\u00a0<\/span><b><span data-contrast=\"auto\">MEDUSA<\/span><\/b><span data-contrast=\"auto\">, training two identical robots to collaborate to\u00a0identify\u00a0an item of a certain color on a conveyor belt and remove it\u2014simulating the removal of defective items from an automated production line. Another team developed\u00a0<\/span><b><span data-contrast=\"auto\">HULK<\/span><\/b><span data-contrast=\"auto\">, which used a machine learning classification model to recognize utensils as visual cues, then pick and reposition the\u00a0specific colored\u00a0block\u00a0designated\u00a0to each cue. A third team created\u00a0<\/span><b><span data-contrast=\"auto\">OPTIMUS\u00a0<\/span><\/b><span data-contrast=\"auto\">(a mobile vehicle equipped with camera and robot arm), focused on object detection and motion tracking; using an AI model, the robot\u00a0identified\u00a0and followed a ball, then executed a coordinated sequence to approach and retrieve it.<\/span><span data-ccp-props=\"{&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Students described the experience as both challenging and rewarding, highlighting the complexity of integrating hardware and software while working under real-world constraints.<\/span><span data-ccp-props=\"{&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">The course is supported by a $35,000 Undergraduate Research Program Award from the UNC System, which enables students to gain valuable, hands-on research experience. This initiative reflects the growing importance of Industry 4.0 technologies, where AI-powered systems are increasingly used in factories and warehouses.<\/span><\/p>\n<p>[\/et_pb_text][et_pb_testimonial author=&#8221; Dr. Abdallah Abdallah&#8221; job_title=&#8221;Associate Professor&#8221; company_name=&#8221;WCU College of Engineering&#8221; _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]<span class=\"TextRun SCXW211548692 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW211548692 BCX0\">\u201cThis course puts students right at the intersection of AI, robotics, and manufacturing \u2014 the exact skills our regional and national industries are asking for. It was challenging, and honestly a lot of fun. Giving undergraduates the chance to design and test real intelligent systems is how we prepare them to lead in Industry 4.0.\u201d<\/span><\/span><br \/>\n[\/et_pb_testimonial][et_pb_text _builder_version=&#8221;4.27.7&#8243; _module_preset=&#8221;default&#8221; hover_enabled=&#8221;0&#8243; global_colors_info=&#8221;{}&#8221; admin_label=&#8221;Text&#8221; sticky_enabled=&#8221;0&#8243;]<\/p>\n<p><span data-contrast=\"auto\">During the summer, some students will continue to expand these projects, developing more advanced AI-based control algorithms and exploring additional applications for robotic automation.<\/span><\/p>\n<p><span data-contrast=\"auto\">As manufacturing continues to evolve, courses like ENGR 493 ensure that students graduate with the interdisciplinary skills needed to design, program, and\u00a0maintain\u00a0the intelligent systems shaping the future.<\/span><span data-ccp-props=\"{&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<p><strong>RELATED LINKS<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/www.wcu.edu\/learn\/departments-schools-colleges\/cet\/\">WCU College of Engineering<\/a><\/li>\n<li><a href=\"https:\/\/www.wcu.edu\/learn\/programs\/electrical-engineering-bsee\/index.aspx\">WCU Bachelor of Science in Electrical Engineering<\/a><\/li>\n<li><a href=\"https:\/\/www.wcu.edu\/learn\/programs\/engineering-bse\/index.aspx\">WCU Bachelor of Science in Engineering<\/a><\/li>\n<\/ul>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Students in Western Carolina University\u2019s ENGR 493 course, \u201cAI and Computer Vision for Smart Manufacturing,\u201d gained hands-on experience at the intersection of artificial intelligence and robotics\u2014preparing them for careers in a rapidly evolving industrial landscape.\u00a0<\/p>\n","protected":false},"author":3401,"featured_media":10774,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[86],"tags":[],"class_list":["post-10765","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-wcu-engineering"],"_links":{"self":[{"href":"https:\/\/affiliate.wcu.edu\/cet-news\/wp-json\/wp\/v2\/posts\/10765","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/affiliate.wcu.edu\/cet-news\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/affiliate.wcu.edu\/cet-news\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/affiliate.wcu.edu\/cet-news\/wp-json\/wp\/v2\/users\/3401"}],"replies":[{"embeddable":true,"href":"https:\/\/affiliate.wcu.edu\/cet-news\/wp-json\/wp\/v2\/comments?post=10765"}],"version-history":[{"count":8,"href":"https:\/\/affiliate.wcu.edu\/cet-news\/wp-json\/wp\/v2\/posts\/10765\/revisions"}],"predecessor-version":[{"id":10787,"href":"https:\/\/affiliate.wcu.edu\/cet-news\/wp-json\/wp\/v2\/posts\/10765\/revisions\/10787"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/affiliate.wcu.edu\/cet-news\/wp-json\/wp\/v2\/media\/10774"}],"wp:attachment":[{"href":"https:\/\/affiliate.wcu.edu\/cet-news\/wp-json\/wp\/v2\/media?parent=10765"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/affiliate.wcu.edu\/cet-news\/wp-json\/wp\/v2\/categories?post=10765"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/affiliate.wcu.edu\/cet-news\/wp-json\/wp\/v2\/tags?post=10765"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}