The paper presents a new multi-layered framework for smart energy management in microgrids by bringing together advanced forecasting, decentralized decision-making, evolutionary
Abstract This study presents a real-time energy management framework for hybrid community microgrids integrating photovoltaic, wind, battery energy storage systems, diesel
This paper presents a dynamic energy management system for a microgrid connected to a grid for residential application. The system models a smart metering system to collect data from
These studies aim to optimize a particular cost function but neglect the dynamic aspects of the system operation. This paper presents a dynamic model of an MEMG comprising of electricity
This research presents an adaptive energy management approach for grid-interactive microgrids.
Unlike traditional approaches, our proposed system leverages advanced DRL algorithms including Deep Q-Networks (DQN), Proximal Policy Optimization (PPO), and Deep Deterministic
Abstract—This paper presents the development of an intelli-gent dynamic energy management system (I-DEMS) for a smart microgrid. An evolutionary adaptive dynamic programming and reinforcement
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