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promote centers resourcefulness in terms of joint research project launch and executation with local univs- participation to industry day conducted division of operations research at NUS- supply chain digitalization initiative head Mr Goh

represented SGTC in reputed IEEE conferences, research promotion- outreach and PR

technology leadership involved engineers and trained them to navigate the process of publication of research papers in tier-1 IEEE conference

driven impactful results to earn trust from the user- procurement optimization project- as a result PIDSG is keen to expand the tech for other commodities such as lead, copper

awareness related to current trend in developing grounbreaking tech solutions and strategize tech development roadmap

demonstrated proactiveness in customer value creation- active lead in internal exhibition

contribution in smart factory project- patent on spare part inventory management- cross team collaboration with DIT and SAT

knowledge sharing- initiative to trasnfer knowledge- fueled inculcation across projects- conducted sharing session on causal knowledge graph with device AI members. offline sharing of concept in the aress of mathematical optimization with APP members

Meeting fixed during PDIC's visit: 13/03: 1:00 to 2:00 PIDSG 3:00 to 4:30 NTU NTU is working on joint price-demand uncertainty modeling- model completed. VAlidation and evaluation under progress. Code on CPP received from NTU. Before obtaining the trial license customization for PIDSG's usecase is under progress. Offline discussion with PDIC to support the demo for IE: render support on SAA result replication. Comparative study: SAA remains fairly insensitive to g/h ration when the variance in generated sample is small Notion of risk Notion of risk is proposed through empirical VaR vs cost (procurement + storage). Compute optimal tradeoff curve with a recommended sweetspot. Discussed with PDIC, feedback: compelling storytelling to engage the user Deployment with PIDSG New resut, monthly recommendation and deployment plan prepared, to be presented explained to PIDSG procurement and supply chain digitalization, meeting fixed on 27th.

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