Ai-Based Forecasting of Solar Photovoltaics Power Generation
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Photovoltaic energy generators large and small exhibit intermittency, making it hard to predict production to ensure grid power quality. Artificial intelligence (AI) and machine learning (ML) offer means to improve PV forecasting based on data from existing systems, weather forecast data, and other information. The ability to forecast PV generation is crucial for grid management, energy trading, and efficient energy utilization. AI-Based Forecasting of Solar Photovoltaics Power Generation blends theoretical knowledge with practical case studies, and covers both traditional and advanced deep le...
Photovoltaic energy generators large and small exhibit intermittency, making it hard to predict production to ensure grid power quality. Artificial intelligence (AI) and machine learning (ML) offer means to improve PV forecasting based on data from existing systems, weather forecast data, and other information. The ability to forecast PV generation is crucial for grid management, energy trading, and efficient energy utilization. AI-Based Forecasting of Solar Photovoltaics Power Generation blends theoretical knowledge with practical case studies, and covers both traditional and advanced deep learning techniques, and the intricacies of AI algorithms. Chapters cover data collection and processing, solar forecasting based on statistical time-series, machine and deep learning, hybrid and probabilistic approaches, model optimisation and hyperparameter performance evaluation, use of sky imager, and forecasting for energy system integration. This book is for researchers and advanced students involved with PV systems in industry and academia, as well as for data scientists involved with energy systems. It also serves advanced students in EE and photovoltaics and policymakers. It provides readers with a comprehensive understanding of how AI can be leveraged to forecast solar PV energy outputs more accurately.
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