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.CE2025
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…
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…