2 papers
cs.LG2026
Reconstructing Multi-Scale Physical Fields from Extremely Sparse Measurements with an Autoencoder-Diffusion Cascade
Letian Yi, Tingpeng Zhang, Mingyuan Zhou +3
Extreme sensor sparsity makes full-field reconstruction a fundamentally ill-posed problem in scientific sensing,where the goal is to infer physical fields from sparse measurements.…
cs.LG2025
Mechanical in-sensor computing: a programmable meta-sensor for structural damage classification without external electronic power
Tingpeng Zhang, Xuzhang Peng, Mingyuan Zhou +2
Structural health monitoring (SHM) involves sensor deployment, data acquisition, and data interpretation, commonly implemented via a tedious wired system. The information processin…