A Comprehensive Review of Control Strategies and Optimization Methods for Individual and Community Microgrids

IEEE Access, Год журнала: 2022, Номер 10, С. 15935 - 15955

Опубликована: Янв. 1, 2022

Community Microgrid offers effective energy harvesting from distributed resources and efficient consumption by employing an management system (EMS). Therefore, the collaborative microgrids are essentially required to apply EMS, underlying operative control strategy in order provide system. An EMS is apt optimize operation of several points view. Optimal production planning, optimal demand-side management, fuel emission constraints, revenue trading spinning non-spinning reserve capacity can effectively be managed EMS. Consequently, importance optimization explicit microgrid applications. In this paper, most common strategies community with potential pros cons analyzed. Moreover, a comprehensive review single objective multi-objective methods performed considering practical technical uncertainty, intermittency renewable energies sources. The Pareto-optimal solution as popular approach investigated for advanced algorithms. Eventually, feature selection neural network-based clustering algorithms analyze set introduced.

Язык: Английский

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Co-optimization method research and comprehensive benefits analysis of regional integrated energy system

Applied Energy, Год журнала: 2023, Номер 340, С. 121034 - 121034

Опубликована: Апрель 4, 2023

Язык: Английский

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K-Means and Alternative Clustering Methods in Modern Power Systems

IEEE Access, Год журнала: 2023, Номер 11, С. 119596 - 119633

Опубликована: Янв. 1, 2023

As power systems evolve by integrating renewable energy sources, distributed generation, and electric vehicles, the complexity of managing these increases. With increase in data accessibility advancements computational capabilities, clustering algorithms, including K-means, are becoming essential tools for researchers analyzing, optimizing, modernizing systems. This paper presents a comprehensive review over 440 articles published through 2022, emphasizing application K-means clustering, widely recognized frequently used algorithm, along with its alternative methods within modern The main contributions this study include bibliometric analysis to understand historical development wide-ranging applications research also thoroughly examines various variants, potential limitations, advantages. Furthermore, explores algorithms that can complete or substitute K-means. Some prominent examples K-medoids, Time-series BIRCH, Bayesian HDBSCAN, CLIQUE, SPECTRAL, SOMs, TICC, swarm-based methods, broadening understanding methodologies highlights techniques, from load forecasting fault detection quality system security assessment. Throughout examination, it has been observed number publications employing is following an exponential upward trend. emphasizes necessity professionals their benefits challenges, incorporate most suitable ones into studies.

Язык: Английский

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Multi-objective optimization and multi-criteria evaluation framework for the design of distributed multi-energy system: A case study in industrial park

Journal of Building Engineering, Год журнала: 2024, Номер 88, С. 109138 - 109138

Опубликована: Март 30, 2024

Язык: Английский

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Multi-objective optimization of an integrated energy system against energy, supply-demand matching and exergo-environmental cost over the whole life-cycle

Energy Conversion and Management, Год журнала: 2022, Номер 254, С. 115203 - 115203

Опубликована: Янв. 6, 2022

Язык: Английский

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Configuration optimization and selection of a photovoltaic-gas integrated energy system considering renewable energy penetration in power grid

Energy Conversion and Management, Год журнала: 2022, Номер 254, С. 115260 - 115260

Опубликована: Янв. 22, 2022

Язык: Английский

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A multi-criteria approach to optimize the design-operation of Energy Communities considering economic-environmental objectives and demand side management

Energy Conversion and Management, Год журнала: 2022, Номер 263, С. 115677 - 115677

Опубликована: Май 11, 2022

Язык: Английский

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General guidelines for the optimal economic aggregation of prosumers in energy communities

Energy, Год журнала: 2022, Номер 258, С. 124800 - 124800

Опубликована: Июль 15, 2022

Язык: Английский

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Data-driven stochastic energy management of multi energy system using deep reinforcement learning

Energy, Год журнала: 2022, Номер 261, С. 125187 - 125187

Опубликована: Авг. 17, 2022

Язык: Английский

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Reimagining multi-criterion decision making by data-driven methods based on machine learning: A literature review

Information Fusion, Год журнала: 2023, Номер 100, С. 101970 - 101970

Опубликована: Авг. 3, 2023

Язык: Английский

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