Manufacturing Matter April 2021 - Issue 2

April 2021 | Issue 2 A publication of the Singapore Institute of Manufacturing Technology FEATURE SUSTAINABILITY MATTERS SIA*SIAEC*SIMTECH FIGHT CLIMATE CHANGE THROUGH ENERGY JOINT LAB PROFILE OPTIMISATION SKILLS MATTERS SUCCESS STORIES EXTENSION OF FIGHTING COVID-19 WITH T-UP SGUNITED SKILLS (SGUS) PROGRAMME

FEATURE NOTE FROM EDITOR... SIA*SIAEC*SIMTECH JOINT LAB Dear Friends and Industry Partners Accelerated collaboration in response to COVID-19 Public-private partnership is gaining critical roles in capability enhancement In July 2019, a joint laboratory was set up between Singapore Airlines (SIA), for manufacturing sectors. A case in point SIA Engineering Company (SIAEC) and SIMTech. This tripartite collaboration would be SIA*SIAEC*SIMTech Joint Lab aimed to accomplish the following goals: (1) to develop local manufacturing which will help not only develop a local capabilities for aircraft cabin interior components with improved product ecosystem for manufacturing aircraft cabin performance, reduced cost and component lead time; (2) to enhance the components, but also meet the urgent local manufacturing ecosystem for aircraft cabin interior components by demands in race with time during crisis. uplifting SMEs capabilities and helping them to move up the value chain The global Covid-19 pandemic has hit the and (3) to provide manpower training to support the local aerospace cabin industries seriously, particularly so for the interior manufacturing workforce. The established local supply chain and aerospace sector. To prepare for the return ecosystem will help Singapore become the R&D Centre of Excellence for of air travel, airlines have been looking cabin interior components design and manufacturing. at ways to ease the transition to future Anticipating the uptick in travel demand upon reopening of country travel amidst the coexistence of the COVID borders, two projects were recently completed by the joint laboratory to virus. The SIA*SIAEC*SIMTech Joint Lab provide new cabin fixtures that help to combat the pandemic. The rapid has developed a hand sanitiser dispenser deployment of these two projects demonstrates how product development holder using advanced simulation and could be accelerated by adopting advanced technologies. fabrication techniques within a short period Project 1 - Automated Hand Sanitiser Dispenser Holder of time, which is now fully deployed in SIA’s Hand sanitisers have become an indispensable weapon in our fight entire fleet. against COVID-19. In October 2020, SIA launched a successful limited- Read on more about the accelerated time Restaurant A380 @Changi. For this event, the holders for the collaboration story in our feature section. automated sanitiser dispensers installed throughout the aircraft cabin were commissioned by SIA to be designed and 3D printed by SIMTech. 2 MANUFACTURING MATTERS | AAPPRRIILL22002211 30 pieces of lightweight sanitiser dispenser holders were manufactured using 3D Additive Manufacturing technology (utilising SIMTech’s Stratasys Fused Deposition Modeling Fortus 400mc machine) and delivered within an accelerated 1-month turnaround time to support SIA’s high-mix low- volume fabrication demand.

The sanitiser dispenser holder design FEATURE was modelled and optimised using CAD modelling software (CREO). The CAD Cabin Hand Sanitiser Holder Assembly Model was subsequently imported into a Finite Element Analysis (FEA) simulation Enterprises (SMEs) like Dynamold study to evaluate the performance of Precision Pte Ltd and Lux Cabin the 3D printed part using ABS-M30 Interior Pte Ltd to form the second-tier material to ensure the design was supply chain for local aircraft interior capable of withstanding at least 20kg of component manufacturing. abuse load. The COVID-19 crisis has Project 2 - Cabin Hand Sanitiser brought about great Dispenser Holder Assembly opportunities for us to With the success of the SIA Restaurant integrate, create and A380 @Changi event, SIMTech was differentiate. We are glad consequently engaged to design and to have this opportunity to fabricate a lightweight aircraft cabin collaborate with SIMTech hand sanitiser holder assembly to be and SIAEC to design, installed on the SIA fleet of aircraft. The manufacture and install aim of installing the hand sanitisers on sanitiser holders on board board was to encourage the passengers our aircraft, as part of the to sanitise their hands frequently during enhanced health and safety flight to prevent the transmission of measures that we have viruses in the confined spaces. This embarked on to protect our product further strengthens our local customers and staff when aircraft cabin product design and they fly with us manufacturing value chain under the SIMTech Production Organisation Mr Sito Wai Seng, Senior Manager, Singapore Approval (POA). Airlines Automated Sanitiser Dispenser installed on SIA For the cabin hand sanitiser holder For enquiries, please contact Restaurant A380 @Changi assembly project, SIMTech designed, Mr Tan Chee Tat, Director, PE COI manufactured and assembled 1,150 Email: [email protected] pieces of lightweight hand sanitiser Web: www.a-star.edu.sg/SIMTech-PECOI holders using injection moulding technology. The hand sanitiser holder Scan for more information assembly was optimised using the CAD on Precision Engineering modelling software (CREO) to ensure Centre of Innovation that the sanitiser bottle can be secured without strap and is easy to change. A series of Finite Element Analysis (FEA) simulation studies and experimental design verification tests were conducted to ensure that the holders fulfilled the stringent structural and airworthiness requirements (meeting the G-load requirement during aircraft emergency landing condition and capable of withstanding at least 20kg of abuse load). A leather strap was incorporated into the holder assembly as a further safety measure to ensure that the sanitiser bottle remains secured in flight above design loads. SIMTech’s Stratasys Fused Deposition Modeling The project involved designing (FDM) Fortus 400mc machine the manufacturing process while maintaining POA protocol. Stringent quality controls were in place to ensure the process chain met the Civil Aviation Authority of Singapore (CAAS) airworthiness requirements with authorised release certificates (ARCs) issued for the parts manufactured. SIMTech with its own POA accreditation system provided the necessary counsel to develop local Small Medium 3MANUFACTURING MATTERS | APRIL 2021

SUCCESS STORY CREATING NEW COMPETITIVE ADVANTAGE Talents for loan Last year, one of our T-Up secondees, aerospace components repair, to which With this new competency, Fidel Mr Tnay Guan Leong, was awarded 3-axis machining cannot fulfil. has obtained the NACAP (National the T-Up Emerging Talent Award 2020 T-UP has enhanced Fidel’s competitive Aerospace and Defense Contractors by A*STAR HQ. This was in recognition advantage in two ways. Firstly, Fidel Accreditation Program) certificate and of his significant contributions to the now can provide more services in the Customer Service Excellent Award company’s R&D excellence and business complex precision components with from his customer company. impact. greater functionalities. Secondly, Fidel Guan Leong was seconded to Fidel can now attain product quality that Engineering and Trading Pte Ltd, where outperforms its competitors. The new he was leading the implementation competency established so far has and capabilities transfer of the 5-axis no technical hiccup. All components machining solutions. This resulted in machined are within the aerospace the increased competence of Fidel’s required specifications. In the operational staff. Together with Fidel’s foreseeable future, as Fidel continues staff, Guan Leong helped create process to increase the machine utilisation, know-hows and trade secrets that the same competency developed will enabled Fidel to offer new services enabled Fidel to secure more orders in to Aerospace companies. This new the range of million dollars. competency has opened up a new market segment for more complex The T-UP Programme has enabled my company to offer high value-added services to my existing customers! Mr Poon How Wan, Managing Director, Fidel Engineering & Trading Pte Ltd Note: The T-UP initiative is a multi-agency effort by A*STAR, the Economic Development Board, For more enquiries, please contact and Enterprise Singapore to access the pool of R&D talents in Research Institutes. Mr Lee Hock Wee, at [email protected] 4 MANUFACTURING MATTERS | APRIL 2021

SUSTAINABILITY MATTERS FIGHT CLIMATE CHANGE THROUGH ENERGY PROFILE OPTIMISATION Visualising thermal flow behavior using simulation for better system design One of the ways to address Figures 1 and 2 show the case studies be proposed. With a proper analysis, a climate change is to look at how we had worked on to simulate both suitable HVAC system can be sized the manufacturing industry and temperature and airflow to improve while still ensuring thermal comfort for commercial sectors are utilising energy. energy efficiency within an oven and people working in the room. It is common for manufacturing and a room respectively. In the case of a Companies can leverage on SIMTech’s facilities management equipment simulation of an oven as shown in Fig 1, capabilities in modelling, simulation designers to oversize its capacity to the air flow distribution can be studied and analysis to validate their products ensure the supplies of resources are and improved through strategic and processes design to achieve sufficient given limited information placement of ducts and louvres. the common sustainability goals or a lack of understanding on Subsequently, the requirements for towards a better energy profile. In energy demands. Most of the energy cooling and heating of the air can be this way, improving profitability and generated are used for heating and approximated for the given loading environmental impact can be achieved cooling purposes, leading to high non- condition within the oven allowing, hand in hand. productive energy usages and losses. new materials to be explored. Various There are other ways to improve energy loading conditions can be simulated to For enquiries, please contact efficiency including determine if the heating and cooling Dr Ng Sum Huan Gary, Deputy Director, SEAC 1. Using new methods and materials modules are sufficient for the intended Email: [email protected] in heating such as three-dimensional conditions. With this information, the Web: www.a-star.edu.sg/SIMTech/SEAC induction heating elements versus oven can be better designed. conventional oil heating. This In Fig 2, the simulation and analysis of Scan for more information enables more effective heat transfer a room is carried out to help identify on Sustainability & Emerging management and significantly reduces hot spots and to understand how it Applications Centre energy consumption. would affect the surroundings. The 2. Precision measurements that enable strategic placements of solutions, us to understand better on the energy such as air-conditioning units or fans, maps to address hotspots and reduce to aid in the cooling of the room can waste heat and non-productive usages. then be determined. In addition, the 3. Understanding human behaviours rearrangement of the room layout to and its usage patterns for smarter and better optimise the air flow within can accurate control. be studied. Different thermal insulating barriers and air vent louvres designs can Figure 1: Oven Optimisation: Improving heat distribution and air 5MANUFACTURING MATTERS | APRIL 2021

PRODUCTIVITY MATTERS Mr Edwin Seah, Founder and Chief Executive iPlast’s digitalisation specialist, Mr Benson Teng, User Acceptance Test at Feinmetall Singapore Officer, Enhazcom sharing his partnership journey conducting training on the use of the wfMobile™ Pte Ltd conducted by ASTrio at the SIMTech Annual Manufacturing Forum 2018 application for machine maintenance UNITE & TRANSFORM Accelerating digital transformation efforts with technology partners SIMTech Manufacturing Productivity SIMTech has also been working It is certainly a very synergistic Technology Centre (MPTC) have been with SME service providers such partnership between SIMTech collaborating with Technology Partners: as Enhanzcom Pte Ltd to enhance and iPlast. I’m confident that “ASTrio Pte Ltd, Asterisk Computer capabilities of other SMEs; providing together, we can better serve (Far East) Pte Ltd, SATO Asia-Pacific affordable, customisable and scalable the injection molding industry Pte Ltd, Tunity Technologies Pte Ltd, digital workflow solutions to local and smoothen the adoption Enhanzcom Pte Ltd, iPlast 4.0 Pte Ltd”, SMEs through its Fitprise software. curve for manufacturers to realise the national movement towards Enhanzcom licensed a Unified looking to upgrade their Industrial 4.0 and assist local companies Configurable Architecture (UCA) competitiveness on their path to productivity excellence. software development platform from These 6 companies have been our long- SIMTech, and further developed it to Mr Anston Tan, Principle, iPlast 4.0 term Technology Partners across multiple become its own product, Fitprise. In industries. 2017, Enhanzcom, with only a staff Over the years, SIMTech has accelerated strength of eight, had already served adoption of digital technologies Through the partnership with SIMTech, more than 100 clients in Singapore, with through our successful partnership ASTrio Pte Ltd has expanded their at least 90 per cent of them being SMEs. with Technology Partners. SIMTech portfolio of innovative technologies, (https://www.straitstimes.com/tech/ strongly encourage and welcome more expanded their market base and enhanzcom-an-sme-that-enhances- companies to come on board as our developed a diversified clientele. Today, other-smes) Technology Partners. Together, we can ASTrio’s continue to work closely with “Unite and Transform” our industries. SIMTech to develop a comprehensive In addition, SIMTech also partner with range of services on the cloud platform iPlast 4.0 Pte Ltd, which specialises For enquiries, please contact to enhance the competiveness of in Industries 4.0 Transformation by Mr Rick Yeo, Director, MPTC local companies, providing unrivalled providing an integrated suite of Email: [email protected] convenience and flexibility while keeping consultancy, training, equipment and Web: www.a-star.edu.sg/SIMTech-MPTC running cost lean. digitalisation services. To ramp up productivity gain for its international Scan for more information on There is so much more we can customer, iPlast 4.0 has added SIMTech’s Manufacturing Productivity do with the generous support Overall Equipment Effectiveness Technology Centre of SIMTech in terms of R&D and Monitoring System (OEEMS) and Mobile technical expertise Workflows System (wfMobile™) into its comprehensive solution portfolio and Mr Zhuang Liqun, Director and Co-founder, deployed them in regional countries ASTrio such as Malaysia and China. 6 MANUFACTURING MATTERS | APRIL 2021

INDUSTRY ALLIANCE 1 DAY DESIGN THINKING WORKSHOP Unlocking creativity and innovation to solving complex problems faced by our companies In January, SIMTech Innovation Factory precision engineering, fashion design prototyping and team discussions to curated a design thinking workshop for to F&B start up. promote sense-making, ethnography its members, to introduce the importance and narrative construction. At the of embracing a people-centred and The design thinking end of the design thinking workshop, needs-driven mindset to find solutions in workshop was a good participants are able to discover new a co-creative way. consolidation and ways to identify, understand and resolve formalisation of some problems, and develop an acumen for The one-day workshop was conducted of our thoughts and purposeful solutioning. by Dr Sarah Cheah, an Associate Professor gave us some good with the NUS Business School, with understandings on The workshop was thoughtfully curated research and practice in business model mapping our customer by the Innovation Factory to furnish innovation, corporate entrepreneurship, journey participants from various industries and technology commercialisation. She with an appreciation and knowledge has extensive experience in leading Mr Peter Tan, Director, Blue Incube Pte Ltd of the design thinking process. By design thinking and business model bringing participants together to the innovation programs with A*STAR. As the problems facing our society heart of the innovation district at one- become increasingly complex, design north, the workshop was also a shared The workshop was well-received by IF thinking is an approach that employs space for participants to network and members from various industry segments user-centric design principles to share experiences in their innovation and different sizes ranging from SME in discover, ideate and experiment to journey. gain insight and generate innovative The 3-hours workshop is solutions. The workshop was targeted For enquiries, please contact a great introduction to at business owners and professionals Mr Rayner Ng, Deputy Director, IF design thinking. I think who are key decision makers in their Email: [email protected] it would be great to have companies’ product and service Website: www.a-star.edu.sg/SIMTech/ a follow up workshop offerings. Participants went through Innovation-Factory that focused on practise the process of identifying the customer journey, developing an empathy map, Innovation Factory Mr Tamir, Director, GINLEE Pte Ltd before zooming in to brainstorming @SIMTech and identifying desirable features. The workshop also included hands-on Scan for more information on Innovation Factory@SIMTech 7MANUFACTURING MATTERS | APRIL 2021

SKILLS MATTERS EXTENSION OF SGUNITED SKILLS (SGUS) PROGRAMME Helping Singaporeans and PRs get re-employed during this pandemic, SIMTech is currently training 14 SGUS cohorts and counting Since the launch of the SGUnited Skills (SGUS) programme in May last year, SIMTech has been upskilling workers affected by the economic impact of COVID-19. From this month, our pioneer batches will be completing their 9-month training with us, and we are proud of what the trainees have to say about their journey with us. In his recent budget on 16 February, Deputy Prime Minister and Minister for Finance, Mr Heng Swee Keat announced that the SGUS will be extended for another year till 31 Mar 2022. SIMTech will continue to give our strong support for this programme. Scan the QR codes below to find out more about the 7 SGUS programmes that are offered by SIMTech in partnership with SkillsFuture Singapore. This postgraduate Diploma course that I am undergoing is very I truly enjoyed the Inventory Planning course as the concepts and informative. I am looking at new knowledge in every sense of the learning outcomes were well organised and delivered. Complex word. We are unlearning past methodologies and workflows and concepts for someone new to the industry was made simple to re-looking at designing from a new perspective, making this very understand and apply. This stimulates my interest to analyse data refreshing and challenging and I am totally enjoying it. deeper for greater insights, reinforcing learning. I must give special mention to all our lecturers for this course – every Cross-sharing and learning of diverse views through presentations single one of them are full of knowledge and have been through the and breakout discussions were constantly e ncouraged to expand my entire learning process of additive manufacturing themselves to learning horizon, benefiting more than giving. be able to guide us through, and it is done with immense patience, Dr Wang is a humble, patient, encouraging, and c ommitted tutor. understanding and humility. I have such good experience with them While imparting Inventory Planning skills and knowledge to us, his the past months. learn-it-all attitude impressed upon me as a role model for learning The lessons are well structured and delivered with hands-on lab and excelling in study and in life. My takeaway from him far e xceeds practice to enhance our understanding. We had regular class test the course objective of Inventory Planning. with a lot of guidance the minute we show that we are unsure. I have Thank you Dr Wang. only positives for my learning journey”. Thank You, SGUS! Thank You, SIMTech! Ms Veronica Chiu, Trainee from SGUS for Digital Transformation & Innovation™ Mr Steven Lim, Trainee from SGUS for Additive Manufacturing Scan for more information on Scan for more information For enquiries, please contact: our SGUS webinars on our programme details, Dr Fannon Lim, Deputy Director, Knowledge Transfer Office brochures, modules, FAQs & Email: [email protected] registrations Web: www.a-star.edu.sg/SIMTech/KTO 8 MANUFACTURING MATTERS | APRIL 2021

RESEARCH SPOTLIGHT IS YOUR ARTIFICIAL INTELLIGENCE MODEL SAFE FOR DEPLOYMENT? A black-box optimisation software library for rigorous testing of AI Having transformed industries in retail agent’s inputs with the deliberate intent The computational studies carried out and advertising, the potential of artificial of causing harm (see Figure 1). during the course of the research have intelligence (AI) in boosting productivity Through a collaboration between led to a suite of software libraries and of manufacturing processes is gaining NTU and SIMTech, it has recently been capabilities for rigorous testing of AI attention worldwide. From cyber- revealed that many state-of-the-art DRL across applications. physical production systems to smart algorithms are not as reliable as widely As an attestation of the scientific novelty robotics, AI-enabled digital technologies expected.The study focused on assessing and impact of the work, articles reporting have begun to proliferate all stages of the vulnerability of deep learning the aforementioned findings have been the manufacturing pipeline – spanning techniques in prescribing sequences of published in leading journals such as automated shop floor operations, actions to be taken by vision-based AI the IEEE Transactions on Cybernetics enterprise planning and supply chain agents, such as robots or autonomous and the IEEE Transactions on Cognitive decision support. vehicles with on-board camera sensors. and Developmental Systems. The work Advances in deep reinforcement learning The analysis was formulated as a black- has also been recognised as an A*STAR (DRL) has been one of the key drivers box optimisation problem, with the Research Highlight in June 2020. stimulating the widespread adoption of objective of quickly identifying sensitive AI, making it possible to train artificial pixels that have the most significant Although cutting-edge AI agents to independently act in uncertain impact on an agent’s performance. has focused on achieving environments. However – despite many Stunningly, the team found that a mere models of high accuracy, the success stories in controlled laboratory one-pixel change to an agent’s sensory robustness of these models experiments – DRL models are yet to be inputs was often sufficient to severely must be tested before they rigorously tested against the unknowns degrade its performance. What is more, are put into operational of the real-world. Anticipatory the AI’s sensitivity to changes in certain use, so as to ensure the analyses of AI’s decisions in unforeseen pixels was found to persist across similar integrity & reliability of AI circumstances are thus necessary to input frames. The result indicated that deployment. ensure trustworthy deployment of such even though DRL seems to thrive in models in safety-critical applications. Of familiar, standardised environments, particular relevance to ongoing research there are inherent weaknesses in its are scenarios where an intelligent performance against external variability adversary may calculatedly alter an AI – potentially to the detriment of safety in the presence of an adversary. For more information, please contact Dr Abhishek Gupta, Planning & Operations Management Group at abhishek_gupta@ SIMTech.a-star.edu.sg Fig. 1. An illustration of an intelligent adversary altering a STOP sign, causing an AI model to interpret it as a 100 speed limit. Notice that even though the AI perception system is fooled, the original and altered images look practically the same to the human eye. 9MANUFACTURING MATTERS | APRIL 2021

PAST EVENTS Webinar were organised to help industry respond to challenges posed by COVID-19 and ensure business continuity Webinar on Vertical Farming: “The Right Business Model for Vertical Farming”, 25 March Singapore has set out to achieve the “30 by 30” goal, to develop the capability and capacity of our local food production industry comprising agriculture, aquaculture and alternative protein sectors to locally produce 30% of Singapore’s nutritional needs by 2030. The Sustainability & Emerging Applications Centre (SEAC) in SIMTech organised a Vertical Farming Webinar on 25 March 2021 for participants who are keen to learn more about vertical farming. Dr Michael Dent from IDTechEx talked about “The right business model for vertical farming.” He shared on the state of vertical farming, pricing, consumer drivers, crop choice, location and automation for vertical farming. During the webinar, SIMTech also presented its capabilities on Automation, Operations Simulation Modeling and Climate Monitoring, Prediction and Control to support in the urban farming industry. The event attracted a turn out of more than 100 participants. 10 MANUFACTURING MATTERS | APRIL 2021

UPCOMING CIPs Collaborative Industry Projects (CIPs), initiatives, programmes and ready-to-go technologies are available to assist industry Advanced Machining Dynamics Analysis Real-time Dashboard Technology for Productivity and Quality Improvement A real-time dashboard that is customised to suit the company needs and to connect to multiple sources for congregation This programme aims to improve the machining productivity and analysis of real-time data. and quality of local manufacturing industry in precision machining of steel and non-ferrous metals through technology For enquiries, please contact Mr Gary Kwok at transfer and customisation. [email protected] For enquiries, please contact Dr Sun Zheng at [email protected] Collection & Delivery Management System (CDMS) This programme aims to equip companies with a real-time collection and delivery management solution with Cloud-based Mobile Apps to support courier/logistics industries in service improvement at reduced cost and time to achieve information accuracy, process efficiency and resource optimisation. For enquiries, please contact Mr Chai Lai Sing at [email protected] Inventory Planning This programme aims to facilitate the decision-making and development of inventory policy to control rightsized inventory with the evolution of data & analytics techniques to maximise inventory performance. For enquiries, please contact Mr Chai Lai Sing at [email protected] Energy Efficiency Monitoring and Analysis System (E2MAS) Last Mile Logistics This programme helps companies implement Energy Efficiency Monitoring and Analysis System (E2MAS) to assess A planning and tracking solution to improve the management the equipment’s energy usage in real-time and identify of drivers/vehicles to effectively meet customer-imposed hotspots of excessive energy usage. These hotspots can then pickup and delivery requirements amidst resource contraints. be analysed to derive quantifiable energy improvement. For enquiries, please contact Mr Gary Kwok at For enquiries, please contact Mr Joshua Thong at [email protected] [email protected] Manpower Scheduling System (MSS) This programme aims to equip companies with a manpower scheduling solution that enables users to create schedules with one click, reassign tasks effortlessly and share scheduling changes with employees instantly. For enquiries, please contact Mr Chua Tay Jin at [email protected] 11MANUFACTURING MATTERS | APRIL 2021

UPCOMING ACTIVITIES EVENTS Improve Machining Productivity through Dynamics Analysis & Simulation and Industry Application Examples 5 May 2021 | 10.00am – 11.00am | Webinar Milling and turning dynamics analysis and simulation are critical for achieving high productivity from precision machined components, which are of great economic importance to any precision industry including component machining, machine tool, mould-die, aerospace, electronics and construction. The WSQ “Improve Machining Productivity through Dynamics Analysis & Simulation” programme provides participants with practical and systematic training on machining dynamics analysis and simulation technologies that can be used to achieve high productivity with good surface quality, as well as high geometrical accuracy and efficiency. For enquiries, please contact Ms Charlotte Lim at [email protected] Watch this space for more exciting upcoming events for 2021! Scan for more events COURSES Understand the Microfluidics Manufacturing Graduate Diploma for Additive Manufacturing Processes_HP Module 4 6 May 2021 | 6.30pm - 9.30pm | SIMTech, Fusionopolis 2 12 April 2021 | 2pm - 5pm | Company Premises SGUS for Industrial Automation Graduate Diploma in Industrial Automation 13 April 2021 | 9am - 12pm or 1.30pm - 5.30pm | SIMTech, Module 1 Fusionopolis 2 10 May 2021 | 6.30pm - 9.30pm | SIMTech, Fusionopolis 2 Implement Manufacturing Data Mining Techniques Inventory Management 19 April 2021 | 6.30pm - 9.30pm | SIMTech, Fusionopolis 2 10 May 2021 | 6.30pm - 9.30pm | SIMTech, Fusionopolis 2 Data Analytics Driven Inventory Planning Data Analytics Driven Inventory Planning _I-Pex 29 April 2021 | 9am - 1pm | Company Premises 11 May 2021 | 8.30am - 12.30pm | Company Premises SGUS for Advanced Welding Technologies (Intake 2) Graduate Diploma in Mechatronics 3 May 2021 | 9am - 12pm or 1.30pm - 5.30pm | SIMTech, Module 2 Fusionopolis 2 11 May 2021 | 6.30pm - 9.30pm | SIMTech, Fusionopolis 2 Implement Fundamentals of Corrosion and Corrosion Improve Machining Productivity through Dynamic Prevention Analysis and Simulation 3 May 2021 | 6.30pm - 9.30pm | SIMTech, Fusionopolis 2 2 June 2021 | 6.30pm - 9.30pm | SIMTech, Fusionopolis 2 Product Design and Innovation 3 May 2021 | 6.30pm to 9.30pm | SIMTech, Fusionopolis 2 STORM_SP For course details and registration, please visit https://www.a-star.edu.sg/SIMTech/KTO 4 May 2021 | 9am - 6pm | Company Premises For general enquiries, please contact Tel: 6590 3193 or STORM _ Public email: [email protected] 5 May 2021 | 9am - 6pm | SIMTech, Fusionopolis 2 Scan for more courses Editorial Committee About SIMTech Dr John Yong Advisor The vision of the Singapore Institute of Manufacturing Technology (SIMTech) is a world-class innovation partner in Dr Sun Zheng Member advanced manufacturing technologies, systems and capabilities. It develops targeted high-value manufacturing Dr Fannon Lim Member technologies and human capital to enhance the competitiveness of Singapore’s manufacturing industry. It collaborates Mr Hock Wee Member with multinational and local companies in the precision engineering, medtech, aerospace, automotive, marine, oil & Dr Abhishek Gupta Member gas, electronics, semiconductor, logistics, and other sectors. Mr Joshua Thong Member Mr Alex Tay Member SIMTech is a research institute of the Agency for Ms Yuanchen Xueyan Member Science, Technology and Research (A*STAR). We are Ms Nurul Ain Designer committed to serving the manufacturing industry to develop the human, intellectual, and industrial capital in Singapore. 12All rights reMsAeNrvUeFdA.CCToUpRyINriGghMtA©TTSEIRMSTe| cAhPR|ILS2in0g21apore Institute of Manufacturing Technology, 2 Fusionopolis Way, #08-04, Innovis, Singapore 138634 04/2021 For enquiries, please contact us at Tel: 6501 1800 | Fax: 6250 3659 | Email: [email protected] | Web: www.SIMTech.a-star.edu.sg