In this study, the long short-term memory (LSTM) neural network is first employed to forecast photovoltaic (PV) power generation and load demand, using operational data from a full-scale microgrid system. Subsequently, an optimization model for a full-scale PV–energy storage microgrid is developed. . Hydrogen-based renewable microgrid is considered as a prospective technique in power generation to reduce the carbon footprint, combat climate change and promote renewable energy sources integration. This paper presents a novel reinforcement learning (RL)-based methodology for optimizing microgrid energy management.
A Wind-Solar-Energy Storage system integrates electricity generation from wind turbines and solar panels with energy storage technologies, such as batteries. Energy storage systems are essential for integrating wind and solar power into the energy grid, 2. They mitigate the intermittent nature of these renewable sources, 3.
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