Comparative analysis of Q-learning, SARSA, and deep Q-network for microgrid energy management

Comparative analysis of Q-learning, SARSA, and deep Q-network for microgrid energy management

Abstract The growing integration of renewable energy sources within microgrids necessitates innovative approaches to optimize energy management. While microgrids offer advantages in energy distribution, reliability, efficiency, and sustainability, the variable nature of renewable energy generation a...

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Bibliographic Details
Main Authors: Sreyas Ramesh, Sukanth B N, Sri Jaswanth Sathyavarapu, Vishwash Sharma, Nippun Kumaar A. A., Manju Khanna
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Microgrid
Q-learning
SARSA
Deep Q-network
PyMGrid
Model predictive control
Online Access:https://doi.org/10.1038/s41598-024-83625-8
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