Search Results - "Kalathil, Dileep"

Decentralized Learning for Multiplayer Multiarmed Bandits by Kalathil, Dileep, Nayyar, Naumaan, Jain, Rahul

“…We consider the problem of distributed online learning with multiple players in multiarmed bandit (MAB) models. Each player can pick among multiple arms. When…”
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Generative Adversarial Networks-Based Synthetic PMU Data Creation for Improved Event Classification by Zheng, Xiangtian, Wang, Bin, Kalathil, Dileep, Xie, Le

“…A two-stage machine learning-based approach for creating synthetic phasor measurement unit (PMU) data is proposed in this article. This approach leverages…”
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Fully Decentralized Reinforcement Learning-Based Control of Photovoltaics in Distribution Grids for Joint Provision of Real and Reactive Power by El Helou, Rayan, Kalathil, Dileep, Xie, Le

“…In this paper, we introduce a new framework to address the problem of voltage regulation in unbalanced distribution grids with deep photovoltaic penetration…”
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The impact of heavy-duty vehicle electrification on large power grids: A synthetic Texas case study by El Helou, Rayan, Sivaranjani, S., Kalathil, Dileep, Schaper, Andrew, Xie, Le

“…•As little as 11% of heavy-duty electric vehicles in Texas charging simultaneously can compromise grid reliability.•A few dozen HDEVs charging simultaneously…”
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Deep Reinforcement Learning-Based Robust Protection in DER-Rich Distribution Grids by Wu, Dongqi, Kalathil, Dileep, Begovic, Miroslav M., Ding, Kevin Q., Xie, Le

“…This paper introduces a new framework of deep reinforcement learning based protective relay design in power distribution systems with many distributed energy…”
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The Sharing Economy for the Electricity Storage by Kalathil, Dileep, Wu, Chenye, Poolla, Kameshwar, Varaiya, Pravin

“…The sharing economy has upset the market for housing and transportation services. Homeowners can rent out their property when they are away on vacation, car…”
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Meta-Learning for Fast Adaption in Caching Networks by Narasimha, Dheeraj, Kalathil, Dileep, Shakkottai, Srinivas

“…With the proliferation of short form high quality video content, it has become increasing important to find light weight and efficient edge caching algorithms…”
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Mechanism Design for Demand Response Programs by Muthirayan, Deepan, Kalathil, Dileep, Poolla, Kameshwar, Varaiya, Pravin

“…Demand response (DR) programs serve to reduce the consumption of electricity at times when the supply is scarce and expensive. Consumers or agents with…”
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On Regret-Optimal Learning in Decentralized Multiplayer Multiarmed Bandits by Nayyar, Naumaan, Kalathil, Dileep, Jain, Rahul

“…We consider the problem of learning in single-player and multiplayer multiarmed bandit models. Bandit problems are classes of online learning problems that…”
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DETERRENT: Detecting Trojans Using Reinforcement Learning by Gohil, Vasudev, Patnaik, Satwik, Guo, Hao, Kalathil, Dileep, Rajendran, Jeyavijayan

“…The globalized nature of the integrated circuits supply chain has given rise to several security problems. The insertion of malicious components, called…”
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Bounded Regret for Finitely Parameterized Multi-Armed Bandits by Panaganti, Kishan, Kalathil, Dileep

“…We consider the problem of finitely parameterized multi-armed bandits where the model of the underlying stochastic environment can be characterized based on a…”
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Empirical Dynamic Programming by Haskell, William B., Jain, Rahul, Kalathil, Dileep

“…We propose empirical dynamic programming algorithms for Markov decision processes. In these algorithms, the exact expectation in the Bellman operator in…”
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Learning to Cache and Caching to Learn: Regret Analysis of Caching Algorithms by Bura, Archana, Rengarajan, Desik, Kalathil, Dileep, Shakkottai, Srinivas, Chamberland, Jean-Francois

“…Crucial performance metrics of a caching algorithm include its ability to quickly and accurately learn a popularity distribution of requests. However, a…”
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Sharing economy and optimal investment decisions for distributed solar generation by Henriquez-Auba, Rodrigo, Hidalgo-Gonzalez, Patricia, Pauli, Patricia, Kalathil, Dileep, Callaway, Duncan S., Poolla, Kameshwar

“…This paper presents three different models to address the distributed solar photovoltaic (PV) investment problem: the status-quo of net-metering, a sharing…”
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Decoupled Data-Based Approach for Learning to Control Nonlinear Dynamical Systems by Wang, Ran, Parunandi, Karthikeya S., Yu, Dan, Kalathil, Dileep, Chakravorty, Suman

“…This article addresses the problem of learning the optimal control policy for a nonlinear stochastic dynamical. This problem is subject to the "curse of…”
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Optimal Decentralized Control With Asymmetric One-Step Delayed Information Sharing by Nayyar, Naumaan, Kalathil, Dileep, Jain, Rahul

“…We consider optimal control of decentralized LQG problems for plants having nested subsystems controlled by two players with asymmetric information sharing…”
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Selling Demand Response Using Options by Muthirayan, Deepan, Kalathil, Dileep, Li, Sen, Poolla, Kameshwar, Varaiya, Pravin

“…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…”
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Selling Demand Response Using Options by Muthirayan, Deepan, Kalathil, Dileep, Li, Sen, Poolla, Kameshwar, Varaiya, Pravin

“…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…”
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Estimating Phase Duration for SPaT Messages by Ibrahim, Shahana, Kalathil, Dileep, Sanchez, Rene O., Varaiya, Pravin

“…A signal phase and timing (SPaT) message describes the current phase at a signalized intersection for each lane, together with an estimate of the residual time…”
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Fully Decentralized Reinforcement Learning-Based Control of Photovoltaics in Distribution Grids for Joint Provision of Real and Reactive Power by El Helou, Rayan, Kalathil, Dileep, Xie, Le

“…In this paper, we introduce a new framework to address the problem of voltage regulation in unbalanced distribution grids with deep photovoltaic penetration…”
Get full text