2 citations · 2 across the 6 of their papers we have counts for
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eess.SY2025
Functional Uncertainty Classes, Nonparametric Adaptive Contro Functional Uncertainty Classes for Nonparametric Adaptive Control: the Curse of Dimensionality
Haoran Wang, Shengyuan Niu, Henry Moon +4
This paper derives a new class of vector-valued reproducing kernel Hilbert spaces (vRKHS) defined in terms of operator-valued kernels for the representation of functional uncertain…
eess.SY2025
Vector-Valued Native Space Embedding for Adaptive State Observation
Shengyuan Niu, Haoran Wang, Heejip Moon +3
This paper combines vector-valued reproducing kernel Hilbert space (vRKHS) embedding with robust adaptive observation, yielding an algorithm that is both non-parametric and robust.…
eess.SY2021★ 2 cited
Strictly Decentralized Adaptive Estimation of External Fields using Reproducing Kernels
Jia Guo, Michael E. Kepler, Sai Tej Paruchuri +3
This paper describes an adaptive method in continuous time for the estimation of external fields by a team of agents. The agents each explore subdomains of a bounded…