3 papers
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…
cs.LG2024
Transferring self-supervised pre-trained models for SHM data anomaly detection with scarce labeled data
Mingyuan Zhou, Xudong Jian, Ye Xia +1
Structural health monitoring (SHM) has experienced significant advancements in recent decades, accumulating massive monitoring data. Data anomalies inevitably exist in monitoring d…
cs.CE2024
Parameter estimation of structural dynamics with neural operators enabled surrogate modeling
Mingyuan Zhou, Haoze Song, Wenjing Ye +2
Parameter estimation in structural dynamics generally involves inferring the values of physical, geometric, or even customized parameters based on first principles or expert knowle…