Search Results for author: Shourya Bose

Found 7 papers, 0 papers with code

Addressing Heterogeneity in Federated Load Forecasting with Personalization Layers

no code implementations1 Apr 2024 Shourya Bose, Yu Zhang, Kibaek Kim

The advent of smart meters has enabled pervasive collection of energy consumption data for training short-term load forecasting models.

Federated Learning Load Forecasting +1

Privacy-Preserving Load Forecasting via Personalized Model Obfuscation

no code implementations21 Nov 2023 Shourya Bose, Yu Zhang, Kibaek Kim

The widespread adoption of smart meters provides access to detailed and localized load consumption data, suitable for training building-level load forecasting models.

Federated Learning Load Forecasting +1

Federated Short-Term Load Forecasting with Personalization Layers for Heterogeneous Clients

no code implementations22 Sep 2023 Shourya Bose, Kibaek Kim

The advent of smart meters has enabled pervasive collection of energy consumption data for training short-term load forecasting (STLF) models.

Federated Learning Load Forecasting +1

Unsupervised Deep Learning for AC Optimal Power Flow via Lagrangian Duality

no code implementations7 Dec 2022 Kejun Chen, Shourya Bose, Yu Zhang

Non-convex AC optimal power flow (AC-OPF) is a fundamental optimization problem in power system analysis.

Co-optimization of Battery Routing and Load Restoration for Microgrids with Mobile Energy Storage Systems

no code implementations24 May 2022 Shourya Bose, Sifat Chowdhury, Yu Zhang

Mobile energy storage systems (MESS) offer great operational flexibility to enhance the resiliency of distribution systems in an emergency condition.

Differentially Private Load Restoration for Microgrids with Distributed Energy Storage

no code implementations29 Apr 2022 Shourya Bose, Yu Zhang

Distributed energy storage systems (ESSs) can be efficiently leveraged for load restoration (LR) for a microgrid (MG) in island mode.

Load Restoration in Islanded Microgrids: Formulation and Solution Strategies

no code implementations3 Nov 2021 Shourya Bose, Yu Zhang

In this paper, we consider the problem of load restoration in a microgrid (MG) that is islanded from the upstream DS.

Model Predictive Control

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