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cs.LG2025
From Physics to Machine Learning and Back: Part II - Learning and Observational Bias in PHM
Olga Fink, Ismail Nejjar, Vinay Sharma +13
Prognostics and Health Management ensures the reliability, safety, and efficiency of complex engineered systems by enabling fault detection, anticipating equipment failures, and op…
cs.LG2025
Learning Compositional Transferability of Time Series for Source-Free Domain Adaptation
Hankang Sun, Guiming Li, Su Yang +1
Domain adaptation is challenging for time series classification due to the highly dynamic nature. This study tackles the most difficult subtask when both target labels and source d…
cs.LG2024
Continuous Test-time Domain Adaptation for Efficient Fault Detection under Evolving Operating Conditions
Han Sun, Kevin Ammann, Stylianos Giannoulakis +1
Fault detection is crucial in industrial systems to prevent failures and optimize performance by distinguishing abnormal from normal operating conditions. Data-driven methods have…