Mohammed bin Rashid Al Maktoum Solar Park is a spread over a total area of 77 km (30 sq mi) in, about 50 km (31 mi) south of the city of in the (UAE). It is one of the world's largest renewable projects based on an (IPP) model. Besides using PV technology, the proj. . While being a major, the (UAE) has taken steps to introduce solar power on a large scale. However, solar power still accounts for a small share of energy production in the country. The country was the 6th top emitter per capita in the world in 2009, with 40.31 tonnes, but is planning to generate half of its electrical energy by 2050 from s.
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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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