XIAN JIANBO
Email: e1366917@u.nus.edu
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SONAR (Supply-chain Optimization and Network Analysis for Resilience)
SONAR is a data-driven supply chain intelligence platform that tells you not just which shipping route to take — but how vulnerable it is when the world stops cooperating. Built on UN maritime data across 200+ country corridors, it combines machine learning, graph theory, and resilience scoring to simulate real-world disruptions like Suez Canal closures or trade tariff shocks — and instantly reroutes around them.
#2
Smart Pathology Assistant
Smart Pathology Assistant brings AI directly into the pathology review workflow. Powered by UNI, it transforms gigapixel prostate biopsy slides into interactive maps of predicted tissue, aligning colour-coded Gleason regions and confidence scores with the original slide—turning black-box model output into transparent, spatially grounded evidence for human review.