{"id":14646,"date":"2022-09-26T18:16:42","date_gmt":"2022-09-26T10:16:42","guid":{"rendered":"https:\/\/cde.nus.edu.sg\/ece\/?page_id=14646"},"modified":"2026-03-17T13:19:34","modified_gmt":"2026-03-17T05:19:34","slug":"specialisation-in-industry-4-0","status":"publish","type":"page","link":"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/electrical-engineering\/specialisations-and-minor\/specialisation-in-industry-4-0\/","title":{"rendered":"Specialisation in Industry 4.0"},"content":{"rendered":"\n\n\t\t\t\t\t<ul id=\"menu-undergraduate\"><li id=\"menu-item-13642\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/what-is-ece\/\">What is ECE?<\/a><\/li>\n<li id=\"menu-item-19516\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/second-major-in-computing-design-and-engineering\/\">Second Major \/ Minor in Computing (D&amp;E)<\/a><\/li>\n<li id=\"menu-item-21694\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/minor-in-artificial-intelligence\/\">Minor in Artificial Intelligence (D&amp;E)<\/a><\/li>\n<li id=\"menu-item-13643\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/new-curriculum-structure\/\">New Curriculum Structure<\/a>\n<ul>\n\t<li id=\"menu-item-13653\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/new-curriculum-structure\/build-your-own-degree\/\">Build Your Own Degree<\/a><\/li>\n<\/ul>\n<\/li>\n<li id=\"menu-item-13644\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/electrical-engineering\/\">Electrical Engineering<\/a>\n<ul>\n\t<li id=\"menu-item-13654\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/electrical-engineering\/ee-curriculum\/\">EE &#8211; Curriculum<\/a><\/li>\n\t<li id=\"menu-item-13655\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/electrical-engineering\/ee-curriculum-structure-ay2025-26\/\">EE Curriculum Structure &#8211; AY2025\/26<\/a><\/li>\n\t<li id=\"menu-item-13656\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/electrical-engineering\/objectivesoutcomes\/\">Objectives and Outcomes<\/a><\/li>\n\t<li id=\"menu-item-18717\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/second-major-in-computing-design-and-engineering\/\">Second Major \/ Minor in Computing (D&amp;E)<\/a><\/li>\n\t<li id=\"menu-item-21693\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/minor-in-artificial-intelligence\/\">Minor in Artificial Intelligence (D&amp;E)<\/a><\/li>\n\t<li id=\"menu-item-13658\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/electrical-engineering\/specialisations-and-minor\/\">Specialisations and Minor<\/a>\n\t<ul>\n\t\t<li id=\"menu-item-14895\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/electrical-engineering\/specialisations-and-minor\/specialisation-in-advanced-electronics-ae\/\">Advanced Electronics<\/a><\/li>\n\t\t<li id=\"menu-item-14896\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/electrical-engineering\/specialisations-and-minor\/specialisation-in-industry-4-0\/\">Industry 4.0<\/a><\/li>\n\t\t<li id=\"menu-item-14694\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/electrical-engineering\/specialisations-and-minor\/internet-of-things-iot\/\">Internet of Things (IoT)<\/a><\/li>\n\t\t<li id=\"menu-item-19769\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/electrical-engineering\/specialisations-and-minor\/specialisation-in-microelectronics-quantum-materials\/\">Microelectronics &amp; Quantum Materials<\/a><\/li>\n\t\t<li id=\"menu-item-14692\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/electrical-engineering\/specialisations-and-minor\/robotics\/\">Robotics<\/a><\/li>\n\t\t<li id=\"menu-item-15646\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/electrical-engineering\/specialisations-and-minor\/spacetechnology\/\">Space Technology (ST)<\/a><\/li>\n\t\t<li id=\"menu-item-14897\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/electrical-engineering\/specialisations-and-minor\/specialisation-in-sustainable-electric-transportation-set\/\">Sustainable Electric Transportation (SET)<\/a><\/li>\n\t\t<li id=\"menu-item-14693\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/electrical-engineering\/specialisations-and-minor\/data-engineering\/\">Minor in Data Engineering<\/a><\/li>\n\t<\/ul>\n<\/li>\n\t<li id=\"menu-item-14686\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/electrical-engineering\/courses\/\">Courses<\/a><\/li>\n\t<li id=\"menu-item-14687\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/electrical-engineering\/technical-electives\/\">Technical Electives<\/a><\/li>\n\t<li id=\"menu-item-14688\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/electrical-engineering\/projects\/\">Capstone Projects<\/a><\/li>\n\t<li id=\"menu-item-14690\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/electrical-engineering\/recommended-schedule\/\">Recommended Schedule<\/a><\/li>\n\t<li id=\"menu-item-14691\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/class-timetables\/\">Class Timetables<\/a><\/li>\n<\/ul>\n<\/li>\n<li id=\"menu-item-13645\"><a href=\"https:\/\/ceg.nus.edu.sg\/\">Computer Engineering<\/a><\/li>\n<li id=\"menu-item-13647\"><a href=\"https:\/\/scale.nus.edu.sg\/programmes\/undergraduate-programmes\/btech-engineering\/btech-electronics-engineering\">BTech (Electronics Engineering)<\/a><\/li>\n<li id=\"menu-item-13651\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/admission-requirements\/\">Admissions<\/a>\n<ul>\n\t<li id=\"menu-item-13855\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/admission-requirements\/admission-criteria\/\">Admission Criteria<\/a><\/li>\n\t<li id=\"menu-item-13856\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/admission-requirements\/career-prospects\/\">Career Prospects<\/a><\/li>\n\t<li id=\"menu-item-13857\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/admission-requirements\/scholarships-financial-aid\/\">Scholarships, Study Award &amp; Financial Aid<\/a><\/li>\n\t<li id=\"menu-item-13861\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/admission-requirements\/special-programmes\/\">Special Programmes<\/a><\/li>\n\t<li id=\"menu-item-13862\"><a href=\"https:\/\/cde.nus.edu.sg\/ece\/undergraduate\/admission-requirements\/enhancement-programmes\/\">Enhancement Programmes<\/a><\/li>\n\t<li id=\"menu-item-13863\"><a href=\"https:\/\/www.nus.edu.sg\/oam\/apply-to-nus\/\">Apply Now<\/a><\/li>\n<\/ul>\n<\/li>\n<li id=\"menu-item-13652\"><a href=\"https:\/\/nusu.sharepoint.com\/sites\/e-Station-Students\">e-Station (Students)<\/a><\/li>\n<\/ul>\t\n\t<h2>\n\t\tSpecialisation in Industry 4.0\n\t<\/h2>\n\t<p>The\u00a0<strong>Industry 4.0 Specialisation<\/strong>\u00a0within the<strong>\u00a0Bachelor of Engineering (Computer Engineering, Electrical Engineering, Mechanical Engineering, and Chemical Engineering)\u00a0<\/strong>curriculum at NUS is a multi-disciplinary study drawing expertise from various departments.\u00a0 The specialisation allows students to learn about machines augmented with sensors which communicate with each other, servers, the cloud, and people to enhance autonomy, visualization and decision making. Design systems to boost industrial productivity. The Industry 4.0 specialisation will equip students for the digitalized industry and the challenges associated.<\/p>\n<p>The Fourth Industrial Revolution, Industry 4.0, is revolutionizing manufacturing processes by integrating operation and information technologies with the aim of increasing productivity. The advent of Industry 4.0 and availability of Big Data have transformed how industries manage operations, maintenance, and productivity. Sensor data generated from IoT-powered manufacturing systems enable the use of data analytics and machine learning for system health monitoring and optimization.<\/p>\n<p>The advent of Industrial Internet of Things (IIoT) is transforming production plants into cyber physical systems that generate Big Data throughout the operational life cycle. The large amounts of data and interconnectivity among machineries have led to new opportunities and challenges for the manufacturing industry. Digitalization, a key component of Industry 4.0, achieves production optimization through real-time monitoring of asset performance, data analytics and predictive maintenance.<\/p>\n<h3><strong>Requirement<\/strong><\/h3>\n<p>You spend the first two years building a solid foundation in engineering. Specialisation starts from Stage 3. Students will need to complete 20 Units according to the following requirements:<\/p>\n<ol>\n<li>Complete two compulsory courses (a) EE3331C Feedback Control Systems (4 Units) or ME2142 Feedback Control Systems and (b) EE3306 \/ ME3163 Introduction to Cyber Physical Systems (4 Units).<\/li>\n<li>Complete three electives (12 Units) from a basket of courses.<\/li>\n<\/ol>\n<table width=\"586\">\n<tbody>\n<tr>\n<td colspan=\"3\" width=\"586\"><strong>Requirements &#8211; 20 Units | <\/strong><strong>Two core courses | Three Technical Electives<\/strong><\/td>\n<\/tr>\n<tr>\n<td rowspan=\"2\" width=\"106\">Two core courses\n(8 Units)<\/td>\n<td colspan=\"2\" width=\"480\"><a href=\"https:\/\/nusmods.com\/modules\/EE3331C\/feedback-control-systems\">EE3331C<\/a>\u00a0Feedback Control Systems\u00a0<strong><u>or<\/u><\/strong>\u00a0<a href=\"https:\/\/nusmods.com\/modules\/ME2142\/feedback-control-systems\">ME2142\/ME3142<\/a>\u00a0Feedback Control Systems<\/td>\n<\/tr>\n<tr>\n<td colspan=\"2\" width=\"480\"><a href=\"https:\/\/nusmods.com\/modules\/EE3306\/introduction-to-cyber-physical-systems\">EE3306\/ME3163<\/a>\u00a0Introduction to Cyber Physical Systems<\/td>\n<\/tr>\n<tr>\n<td width=\"106\">Three Electives\n(12 Units)<\/td>\n<td width=\"228\"><a href=\"https:\/\/nusmods.com\/modules\/EE4211\/data-science-for-the-internet-of-things\">EE4211<\/a>\u00a0Data Science for IoT\n<p><a href=\"https:\/\/nusmods.com\/modules\/EE4212\/computer-vision\">EE4212<\/a>\u00a0Computer Vision<\/p>\n<p><a href=\"https:\/\/nusmods.com\/modules\/EE4302\/advanced-control-systems\">EE4302<\/a>\u00a0Advanced Control System<\/p>\n<p><a href=\"https:\/\/nusmods.com\/modules\/EE4307\/control-systems-design-and-simulation\">EE4307<\/a> Control System Design and Simulation (not offered in AY23\/24)<\/p>\n<p><a href=\"https:\/\/nusmods.com\/courses?q=EE4311&amp;sem[0]=1&amp;sem[1]=2&amp;sem[2]=3&amp;sem[3]=4\">EE4311<\/a> Fuzzy Logic and Neuro Fuzzy Systems<\/p>\n<p><a href=\"https:\/\/nusmods.com\/courses?q=EE4312&amp;sem[0]=1&amp;sem[1]=2&amp;sem[2]=3&amp;sem[3]=4\">EE4312<\/a> Artificial Neural Networks<\/p>\n<p>EE4314 Eyes from above: Guidance, Navigation and Control<\/p>\n<a href=\"https:\/\/nusmods.com\/courses\/EE4315\/intelligent-industrial-control-systems\">EE4315<\/a> Industrial Control Systems with AI<\/td>\n<td width=\"252\"><a href=\"https:\/\/nusmods.com\/modules\/ME3242\/automation\">ME3242<\/a>\u00a0Automation\n<p><a href=\"https:\/\/nusmods.com\/modules\/ME4262\/automation-in-manufacturing\">ME4262<\/a>\u00a0Automation in Manufacturing<\/p>\n<p><a href=\"https:\/\/nusmods.com\/modules\/ME4248\/manufacturing-simulation-and-data-communication\">ME4248<\/a>\u00a0Manufacturing Simulation and Data Communication<\/p>\n<p><a href=\"https:\/\/nusmods.com\/modules\/ME4246\/modern-control-system\">ME4246<\/a>\u00a0Modern Control System<\/p>\n<p><a href=\"https:\/\/nusmods.com\/modules\/ME5405\/machine-vision\">ME5405<\/a>\u00a0Machine Vision<\/p>\n<p><a href=\"https:\/\/nusmods.com\/modules\/CN4227R\/advanced-process-control\">CN4227R<\/a>\u00a0Advanced Process Control<\/p>\n<p><a href=\"https:\/\/nusmods.com\/modules\/CN4221R\/control-of-industrial-processes\">CN4221R<\/a>\u00a0Control of Industrial Processes<\/p>\nRB4301 Robot Learning<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><strong>Careers<\/strong><\/h3>\n<p>Industry 4.0 encompasses various areas, viz., Artificial Intelligence, Augmented &amp; Virtual Reality, Blockchain, Collaborative Robotics, 3D Printing, Drones and Internet of Things (IoT). There is no integrated programme that brings together these areas. The programme is also targeted at engineering from various disciplines and focusses on practical applications.<\/p>\n<p>With the specialisation, students will have basic knowledge with their University-wide and respective department requirements in the first two years. The Industry 4.0 specialisation is aimed to expose students to various relevant areas and prepare them for the fast-changing industry with digitalization. The specialisation will enable the students to work in Industry 4.0 relevant areas.<\/p>\n<p>The target industries are widespread due to the various areas related to Industry 4.0. The industries include advanced engineering sectors, manufacturing, healthcare, and service industries. Relevant job scopes include industrial automation, robotics, IoT, technology development, engineering support and preventive maintenance, new product development and process development.<\/p>\n<h3><strong>Admission Requirements<\/strong><\/h3>\n<p>The Industry 4.0 specialisation is aimed to prepare future ready graduates where digitalization is transforming industries. With exposures along Industrial Automation, Internet of Things, Robotics, Artificial Intelligence and Deep Learning, the programme will ready the workforce for high-tech industries in Singapore.<\/p>\n<p>You may apply for admission at the point of entry into the NUS BEng programmes in Computer Engineering, Electrical Engineering, Mechanical Engineering or Chemical Engineering. You may also apply later in Stage 3 of your studies, subject to places being available and meeting a minimum Grade Point Average of 3.5. Your selection to and continuation in the specialisation is based on overall merit, as well as your aptitude in related foundational courses.<\/p>\n<p><strong>Note: <a href=\"https:\/\/www.nus.edu.sg\/registrar\/academic-information-policies\/undergraduate-students\/special-programmes\/specialisations\">NUS policy on Specialisation Double-counting rules<\/a><\/strong><\/p>\n\n","protected":false},"excerpt":{"rendered":"<p>What is ECE? Second Major \/ Minor in Computing (D&amp;E) Minor in Artificial Intelligence (D&amp;E) New Curriculum Structure Build Your Own Degree Electrical Engineering EE &#8211; Curriculum EE Curriculum Structure &#8211; AY2025\/26 Objectives and Outcomes Second Major \/ Minor in Computing (D&amp;E) Minor in Artificial Intelligence (D&amp;E) Specialisations and Minor Advanced Electronics Industry 4.0 Internet [&hellip;]<\/p>\n","protected":false},"author":17,"featured_media":0,"parent":933,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"full-width-container","site-content-style":"unboxed","site-sidebar-style":"unboxed","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-14646","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/pages\/14646","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/users\/17"}],"replies":[{"embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/comments?post=14646"}],"version-history":[{"count":4,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/pages\/14646\/revisions"}],"predecessor-version":[{"id":22917,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/pages\/14646\/revisions\/22917"}],"up":[{"embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/pages\/933"}],"wp:attachment":[{"href":"https:\/\/cde.nus.edu.sg\/ece\/wp-json\/wp\/v2\/media?parent=14646"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}