2 papers
stat.ML2026
Prognostics for Autonomous Deep-Space Habitat Health Management under Multiple Unknown Failure Modes
Benjamin Peters, Ayush Mohanty, Xiaolei Fang +2
Deep-space habitats (DSHs) are safety-critical systems that must operate autonomously for long periods, often beyond the reach of ground-based maintenance or expert intervention. M…
cs.LG2024
Federated Multilinear Principal Component Analysis with Applications in Prognostics
Chengyu Zhou, Yuqi Su, Tangbin Xia +1
Multilinear Principal Component Analysis (MPCA) is a widely utilized method for the dimension reduction of tensor data. However, the integration of MPCA into federated learning rem…