JOURNAL ARTICLE

Optimal Energy Management for Networked Microgrids via Distributed Neurodynamic

J. LiJianquan LuYang LiuJinde Cao

Year: 2024 Journal:   IEEE Transactions on Circuits and Systems I Regular Papers Vol: 71 (5)Pages: 2182-2192   Publisher: Institute of Electrical and Electronics Engineers

Abstract

Optimal energy management of a power system enables the economic operation of grids. However, traditional centralized methodologies face limitations when dealing with large-scale power systems. To overcome these challenges, an optimal energy management model is developed for networked microgrids (NMGs), and a distributed neurodynamic optimization algorithm is proposed for the optimization model. Before facilitating power exchange between neighboring microgrids (MGs), a strict priority scheme for power distribution is outlined. Distributed power generation takes precedence in meeting load requirements, followed by charging and discharging operations. Furthermore, to ensure the stability of the overall grid, power transmission is established between neighboring MGs. To solve the optimization problem, a distributed recurrent neural network is developed, and it is demonstrated to converge towards an optimal solution. An illustrative example involving 3-MG NMGs is elaborated to demonstrate the validity and effectiveness of the proposed algorithm.

Keywords:
Distributed generation Computer science Distributed computing Energy management Microgrid Electric power system Mathematical optimization Distributed power Stability (learning theory) Optimization problem Power (physics) Grid Power management Scheme (mathematics) Transmission (telecommunications) Smart grid Energy (signal processing) Engineering Renewable energy Control (management) Electrical engineering Algorithm Mathematics Telecommunications Artificial intelligence

Metrics

5
Cited By
3.18
FWCI (Field Weighted Citation Impact)
46
Refs
0.85
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Microgrid Control and Optimization
Physical Sciences →  Engineering →  Control and Systems Engineering
Smart Grid Energy Management
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Optimal Power Flow Distribution
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
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