Review of Computational Intelligence Approaches for Microgrid Energy Management

IEEE Access, Год журнала: 2024, Номер 12, С. 123294 - 123321

Опубликована: Янв. 1, 2024

This research investigates implementing and optimizing microgrid energy management systems (EMS) utilizing artificial intelligence (AI). Inspired by the need for efficient resource utilization limitations of traditional control methods, it addresses essential aspects design, such as cost-effectiveness, system capacity, power generation mix, customer satisfaction. The primary goals are to optimize management, techniques, AI applications in microgrids. study critically examines classification systems, various EMS applications, their associated challenges. Additionally, discusses different optimization techniques relevant EMS, highlighting benefits, emphasizes importance hybrid demand-side storage addressing intermittency renewable sources. unsupervised learning (USL), supervised (SL), semi-supervised (SSL), extensively analyzed relation specific applications. explores AI-based hierarchical controls at primary, secondary, tertiary levels. Furthermore, methods like deep load forecasting reinforcement optimal emphasized substantial contributions enhancing reliability efficiency. concludes that integrating distributed resources (DER) using advanced algorithms can lead significant financial benefits improved sustainability operations. Over 200 papers were referenced this study.

Язык: Английский

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Behavioral flexibility in demand response: A comparison of energy communities and individual prosumers based on real consumption and flexibility data

Energy and Buildings, Год журнала: 2025, Номер unknown, С. 115346 - 115346

Опубликована: Янв. 1, 2025

Язык: Английский

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From Concept to Paradigm: A Book Introduction

Green energy and technology, Год журнала: 2025, Номер unknown, С. 3 - 19

Опубликована: Янв. 1, 2025

Язык: Английский

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Enhancing energy consumption forecasting for electric vehicle charging stations with Time Series Dense Encoder (TiDE)

e-Prime - Advances in Electrical Engineering Electronics and Energy, Год журнала: 2025, Номер unknown, С. 100997 - 100997

Опубликована: Апрель 1, 2025

Язык: Английский

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Enhancing Demand Response and Energy Management in Multi- Microgrid Systems with Renewable Energy Sources

Renewable Energy, Год журнала: 2025, Номер unknown, С. 123490 - 123490

Опубликована: Май 1, 2025

Язык: Английский

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Optimization of grid-connected hybrid renewable energy system for the educational institutes in Pakistan

e-Prime - Advances in Electrical Engineering Electronics and Energy, Год журнала: 2024, Номер 10, С. 100781 - 100781

Опубликована: Сен. 23, 2024

Язык: Английский

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Monte Carlo simulation-based economic risk assessment in energy communities

Energy Reports, Год журнала: 2024, Номер 13, С. 987 - 1003

Опубликована: Дек. 31, 2024

Язык: Английский

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