27 citations · 206 across the 63 of their papers we have counts for
10 papers · 1 filter
Structured Reinforcement Learning for Media Streaming at the Wireless Edge
Archana Bura, Sarat Chandra Bobbili, Shreyas Rameshkumar +3
Media streaming is the dominant application over wireless edge (access) networks. The increasing softwarization of such networks has led to efforts at intelligent control, wherein…
Meta-Learning-Based Adaptive Stability Certificates for Dynamical Systems
Amit Jena, Dileep Kalathil, Le Xie
This paper addresses the problem of Neural Network (NN) based adaptive stability certification in a dynamical system. The state-of-the-art methods, such as Neural Lyapunov Function…
Optimal Control of Material Micro-Structures
Aayushman Sharma, Zirui Mao, Haiying Yang +3
In this paper, we consider the optimal control of material micro-structures. Such material micro-structures are modeled by the so-called phase field model. We study the underlying…
Distributed Learning of Neural Lyapunov Functions for Large-Scale Networked Dissipative Systems
Amit Jena, Tong Huang, S. Sivaranjani +2
This paper considers the problem of characterizing the stability region of a large-scale networked system comprised of dissipative nonlinear subsystems, in a distributed and comput…
The Impact of Heavy-Duty Vehicle Electrification on Large Power Grids: a Synthetic Texas Case Study
Rayan El Helou, S. Sivaranjani, Dileep Kalathil +2
The electrification of heavy-duty vehicles (HDEVs) is a nascent and rapidly emerging avenue for decarbonization of the transportation sector. In this paper, we examine the impacts…
PyProD: A Machine Learning-Friendly Platform for Protection Analytics in Distribution Systems
Dongqi Wu, Dileep Kalathil, Miroslav Begovic +1
This paper introduces PyProD, a Python-based machine learning (ML)-compatible test-bed for evaluating the efficacy of protection schemes in electric distribution grids. This testbe…
Deep Reinforcement Learning-BasedRobust Protection in DER-Rich Distribution Grids
Dongqi Wu, Dileep Kalathil, Miroslav Begovic +1
This paper introduces the concept of Deep Reinforcement Learning based architecture for protective relay design in power distribution systems with many distributed energy resources…
Nested Reinforcement Learning Based Control for Protective Relays in Power Distribution Systems
Dongqi Wu, Xiangtian Zheng, Dileep Kalathil +1
This paper envisions a new control architecture for the protective relay setting in future power distribution systems. With deepening penetration of distributed energy resources at…
Selling Demand Response Using Options
Deepan Muthirayan, Dileep Kalathil, Sen Li +2
Wholesale electricity markets in many jurisdictions use a two-settlement structure: a day-ahead market for bulk power transactions and a real-time market for fine-grain supply-dema…
The Sharing Economy for the Smart Grid
Dileep Kalathil, Chenye Wu, Kameshwar Poolla +1
The sharing economy has disrupted housing and transportation sectors. Homeowners can rent out their property when they are away on vacation, car owners can offer ride sharing servi…