3 papers
cs.LG2026
Adaptive Sampling for Automated Post-Disaster Rapid Damage Assessment via Level-Set Cost-Aware Bayesian Optimization
Boyang Xu, Mostafa Reisi Gahrooei, Mohammad Ilbeigi +1
Natural disasters frequently inflict severe damage to the built environment, which demands a rapid, reliable, and cost-effective damage assessment for emergency response. However,…
stat.ML2026
General Value Functions for Remaining Useful Life and Failure-Mode Prediction
Hao Yan, Ali Sarabi, Qing Zou +1
Remaining useful life (RUL) prediction and failure-mode classification are central tasks in predictive maintenance. Many data-driven pipelines use fixed-window supervised learning…
stat.AP2025
Partially Observable Markov Decision Process Framework for Operating Condition Optimization Using Real-Time Degradation Signals
Boyang Xu, Yunyi Kang, Xinyu Zhao +2
In many engineering systems, proper predictive maintenance and operational control are essential to increase efficiency and reliability while reducing maintenance costs. However, o…