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Sensing / 2026

TIPS

Combine active thermal imaging and physics-informed learning to identify plastics.

TIPS thermal sensing and physics-informed classification pipeline
TIPS thermal sensing and physics-informed classification pipeline

About the project

TIPS classifies plastic types from their thermal response. A two-stage training strategy pretrains with simulated heat-transfer data and then adapts to real samples, connecting physical models with practical sensing.

What it enables

The project reports up to 100% classification accuracy for black plastics and 94.7% for white plastics in its evaluated samples.