20 citations · 50 across the 24 of their papers we have counts for
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Decomposition of Nonlinear Dynamical Systems Using Koopman Gramians
Zhiyuan Liu, Soumya Kundu, Lijun Chen +1
In this paper we propose a new Koopman operator approach to the decomposition of nonlinear dynamical systems using Koopman Gramians. We introduce the notion of an input-Koopman ope…
Learning Deep Neural Network Representations for Koopman Operators of Nonlinear Dynamical Systems
Enoch Yeung, Soumya Kundu, Nathan Hodas
The Koopman operator has recently garnered much attention for its value in dynamical systems analysis and data-driven model discovery. However, its application has been hindered by…
Assessment of Optimal Flexibility in Ensemble of Frequency Responsive Loads
Soumya Kundu, Jacob Hansen, Jianming Lian +1
Potential of electrical loads in providing grid ancillary services is often limited due to the uncertainties associated with the load behavior. A knowledge of the expected uncertai…