PowerPyramid and EnergyTower are unique hybrid micro power plants to generate clean energy from wind and sun all year round. It can be easily installed on the roofs of buildings such as houses, farms and offices, or placed free-standing. We mount multiple solar panels on a wooden frame, add a dual. . Wind-solar integration with energy storage is an available strategy for facilitating the grid synthesis of large-scale renewable energy sources generation. Currently, the huge expenses of energy storage is a significant constraint on the economic viability of wind-solar integration. This paper aims. .
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This paper presents a variety of ML approaches combined with XAI to predict solar power generation, aiming to optimize energy management in smart grids. . Machine learning (ML) algorithms can provide highly accurate predictions, but their complexity often makes them difficult to interpret due to their black-box nature. Combining ML and Explainable Artificial Intelligence (XAI) makes these models more transparent and enables users to understand the. . This paper proposes a model called X-LSTM-EO, which integrates explainable artificial intelligence (XAI), long short-term memory (LSTM), and equilibrium optimizer (EO) to reliably forecast solar power generation. The LSTM component forecasts power generation rates based on environmental conditions. .
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