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Deepthi Vaidhynathan

National Renewable Energy Laboratory

1617 Cole Blvd.

Golden, CO 80401-3393

United States

  • National Renewable Energy Laboratory

SCHOLARLY PAPERS

5

DOWNLOADS

272

TOTAL CITATIONS

0

Scholarly Papers (5)

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1.

AI-Based Analytics and Energy Modeling Framework for Characterizing Urban Energy Systems

Number of pages: 33 Posted: 22 May 2025
Rawad El Kontar, Maryam Almaian, Deepthi Vaidhynathan, Sanjana Vijayshankar, Jiazhen Ling, Ryan King and Tarek Rakha
National Renewable Energy Laboratory, National Renewable Energy Laboratory, National Renewable Energy Laboratory, National Renewable Energy Laboratory, National Renewable Energy Laboratory, National Renewable Energy Laboratory and Georgia Institute of Technology
Downloads 120 (596,393)

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Urban Energy Modeling, Model Characterization, Machine Learning, Artificial Intelligence, Energy Efficiency

2.

Demonstrating the Data Center as a Flexible Grid Asset using a C-HIL setup

Number of pages: 48 Posted: 03 Oct 2025
Saurav Talukdar, Shilpa Marti, Sangsun Kim, Ben Wheeler, Christopher Coco, Matthieu Monsch, Jeremy Rice, Anand Ramesh, Jimmy Clidaras, Deepthi Vaidhynathan, Kumaraguru Prabakar and Gregory Martin
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, National Renewable Energy Laboratory, National Renewable Energy Laboratory and National Renewable Energy Laboratory
Downloads 60 (989,921)

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data. center, microgrid, grid resilience

3.

A bi-level advanced control framework for large-scale control of buildings with system-level impact

Number of pages: 72 Posted: 13 Sep 2025
Dylan Wald, Olga Doronina, Kathryn Johnson, Ryan King, Michael Sinner, Kevin Griffin, Rohit Chintala, Deepthi Vaidhynathan, Jibonananda Sanyal and Marc Day
National Renewable Energy Laboratory, National Renewable Energy Laboratory, Colorado School of Mines, National Renewable Energy Laboratory, National Renewable Energy Laboratory, National Renewable Energy Laboratory, National Renewable Energy Laboratory, National Renewable Energy Laboratory, National Renewable Energy Laboratory and National Renewable Energy Laboratory
Downloads 32 (1,290,922)

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Model predictive control, Building modeling, Building HVAC control, Distributed control, Gridreliability, Bayesian neural networks, Online learning

4.

Impacts of Human Behavior Incorporation on Grid Control Simulations

Number of pages: 21 Posted: 22 Jun 2024
Caitlyn Clark, Deepthi Vaidhynathan, Jennifer King, Paty Romero-Lankao and Andrey Bernstein
National Renewable Energy Laboratory, National Renewable Energy Laboratory, National Renewable Energy Laboratory, affiliation not provided to SSRN and National Renewable Energy Laboratory
Downloads 32 (1,290,922)

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human behavior, agent-based modeling, autonomous energy systems, grid resilience, Distributed energy resources, control

5.

Learning Utility Demand from Balancing Authority Trends and Weather Patterns

Number of pages: 29 Posted: 15 Jan 2026
Sanjana Vijayshankar, Deepthi Vaidhynathan, Rawad El Kontar, Dylan Wald and Ryan King
National Renewable Energy Laboratory, National Renewable Energy Laboratory, National Renewable Energy Laboratory, National Renewable Energy Laboratory and National Renewable Energy Laboratory
Downloads 28 (1,345,526)

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Demand Disaggregation, Machine learning, SHAP, Visualization