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cs.LG2024
Concentration of Cumulative Reward in Markov Decision Processes
Borna Sayedana, Peter E. Caines, Aditya Mahajan
In this paper, we investigate the concentration properties of cumulative reward in Markov Decision Processes (MDPs), focusing on both asymptotic and non-asymptotic settings. We int…
eess.SY2024
Comparative Analysis of Learning-Based Methods for Transient Stability Assessment
Xingjian Wu, Xiaoting Wang, Xiaozhe Wang +2
Transient stability and critical clearing time (CCT) are important concepts in power system protection and control. This paper explores and compares various learning-based methods…
math.OC2024
Quadratic Optimal Control of Graphon Q-noise Linear Systems
Alex Dunyak, Peter E. Caines
The modelling of linear quadratic Gaussian optimal control problems on large complex networks is intractable computationally. Graphon theory provides an approach to overcome these…