eess.SY · 2026-06-22 · No. 31
Systems and Control, 2026-06-22.
1 new papers in eess.SY. Titles, authors,
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01 — The papers
1 entries-
01
Topological Data Analysis for High-Dimensional Dynamic Process Monitoring
Angan Mukherjee, Tyler A. Soderstrom, Michael J. Kurtz, Victor M. Zavala
eess.SY · cs.LG · math.AT
Real-time process monitoring requires methods that extract actionable information from high-dimensional time-series data. In this work, we present a new approach for process monitoring that combines tools of topological data analysis (TDA) and machine learning. In the proposed approach, we represent multivariate time-series data as manifolds and use topological descriptors to summarize the structure of such data; we then use a neural ordinary...
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