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ERI: Bridging Sensing, Learning, and Reasoning for Trustworthy Manufacturing Defect Inspec — NSF Award to University of Wisconsin-

This Engineering Research Initiation (ERI) award will focus on improving the reliability and interpretability of automated inspection systems in modern manufacturing. As manufacturing processes become increasingly varied and technologically advanced, products, materials, and production environments vary widely across a

Award titleERI: Bridging Sensing, Learning, and Reasoning for Trustworthy Manufacturing Defect Inspec
Award ID2552918
AwardeeUniversity of Wisconsin-Oshkosh
CityOSHKOSH
StateWI
Amount obligated$200,000
Principal investigatorJiaqiong Li
ProgramAM-Advanced Manufacturing
Start date06/01/2026
AbstractThis Engineering Research Initiation (ERI) award will focus on improving the reliability and interpretability of automated inspection systems in modern manufacturing. As manufacturing processes become increasingly varied and technologically advanced, products, materials, and production environments vary widely across applications. Differences in raw materials, processing parameters, equipment conditions, and environmental influences can produce defects that differ substantially in appearance, co
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