Search Results for author: Sanjay Lall

Found 6 papers, 0 papers with code

Markov Decision Processes with Noisy State Observation

no code implementations13 Dec 2023 Amirhossein Afsharrad, Sanjay Lall

This paper addresses the challenge of a particular class of noisy state observations in Markov Decision Processes (MDPs), a common issue in various real-world applications.

Noise Estimation

Convex Methods for Constrained Linear Bandits

no code implementations7 Nov 2023 Amirhossein Afsharrad, Ahmadreza Moradipari, Sanjay Lall

Recently, bandit optimization has received significant attention in real-world safety-critical systems that involve repeated interactions with humans.

Resistance Distance and Control Performance for bittide Synchronization

no code implementations9 Nov 2021 Sanjay Lall, Calin Cascaval, Martin Izzard, Tammo Spalink

We analyze the performance of approximate proportional-integral control of the synchronization mechanism and develop a simple continuous-time model to show the resulting dynamics are stable for any positive choice of gains.

Shape-Based Approach to Household Load Curve Clustering and Prediction

no code implementations5 Feb 2017 Thanchanok Teeraratkul, Daniel O'Neill, Sanjay Lall

Consumer Demand Response (DR) is an important research and industry problem, which seeks to categorize, predict and modify consumer's energy consumption.

Clustering Dynamic Time Warping

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