Hierarchically Distributed Energy Management in Distribution Systems: An Error-Tolerant and Asynchronous Approach

Distribution systems are becoming more complex with the integration of numerous distributed energy resources (DERs), such as distributed generators (DGs), distributed energy storages (DESs), and controllable end-users (EUs). Aggregators (Aggs) are emerging to bridge the gap between the distribution...

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Vydáno v:IEEE transactions on smart grid Ročník 15; číslo 3; s. 2909 - 2920
Hlavní autoři: Su, Yifan, Wu, Shiyong, Wang, Zhaojian, Bao, Zhiyuan, Liu, Feng
Médium: Journal Article
Jazyk:angličtina
Vydáno: Piscataway IEEE 01.05.2024
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Témata:
Algorithms
asynchronous algorithm
Computer architecture
Controllability
Costs
Distributed generation
distributed optimization
Distribution networks
dual decomposition
Energy distribution
Energy management
Energy sources
hierarchical architecture
inexact algorithm
Microgrids
Optimization
Upper bound
ISSN:1949-3053, 1949-3061
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Shrnutí:Distribution systems are becoming more complex with the integration of numerous distributed energy resources (DERs), such as distributed generators (DGs), distributed energy storages (DESs), and controllable end-users (EUs). Aggregators (Aggs) are emerging to bridge the gap between the distribution system operator (DSO) and EUs. This creates a hierarchical "DSO-Agg-EU" architecture that requires effective and efficient coordination among massive agents. However, this architecture faces challenges such as communication asynchrony and solution inexactness among different agents, which may undermine the performance of energy management or even cause unexpected failures. To address these challenges, this paper proposes an error-tolerant and asynchronous algorithm based on dual decomposition for hierarchically distributed energy management (HDEM). The algorithm is theoretically guaranteed to converge to a near-optimal value and can be further accelerated by Nesterov's method. The algorithm is tested on the IEEE 123-bus distribution system and demonstrates high effectiveness and efficiency under asynchrony and inexactness.
Bibliografie:ObjectType-Article-1
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ISSN:1949-3053
1949-3061
DOI:10.1109/TSG.2023.3328955