Thermal Spread Functions (TSF): Physics-guided Material Classification
Thermal Spread Function (TSF)
- Heating-Cooling creates unique spatio-temporal curves that are unique to each material
Finite Differences Approach for the Inverse Problem
- We extract the diffusivity and absorption parameters from the TSFs. These form the basis for the classification
Classification based on recovered thermal properties
- We use the extracted thermal properties to train an MLP-based classifier for identifying a new material
Aniket Dashpute1,3, Vishwanath Saragadam3, Emma Alexander2, Florian Willomitzer4, Aggelos Katsaggelos1, Ashok Veeraraghavan3, Oliver Cossairt1,2
1Electrical and Computer Engineering, 2Computer Science, Northwestern University,
3Electrical and Computer Engineering, Rice University,
4Wyant College of Optical Sciences, University of Arizona