JOURNAL ARTICLE

Privacy-Preserving Distributed Economic Dispatch for Microgrids Based on State Decomposition With Added Noises

Lei SunDerui DingHongli DongXingzhen Bai

Year: 2023 Journal:   IEEE Transactions on Smart Grid Vol: 15 (3)Pages: 2424-2433   Publisher: Institute of Electrical and Electronics Engineers

Abstract

This paper devotes itself to the issue of privacy-preserving distributed economic dispatch (ED) of microgrids. The desired algorithm in a distributed way not only ensures a balance between power supply and demand for the entire microgrid system at minimal cost but also effectively safeguards the confidentiality of sensitive information. To this end, both state decomposition and Laplace noises are embedded into a distributed optimization algorithm in the framework of consensus to improve the privacy-preserving capability. Then, both a sufficient condition about the strength of consensus coupling and the convergence accuracy induced by added noises are disclosed for the proposed algorithm via the Lyapunov stability theory and stochastic analysis. Furthermore, the privacy level is discussed in the framework of differential privacy and the lower bound of the convergence accuracy is found for the given privacy level and noise distribution. Finally, the effectiveness and correctness of our approach are demonstrated by applying an IEEE 39-bus system.

Keywords:
Microgrid Convergence (economics) Correctness Differential privacy Computer science Economic dispatch Mathematical optimization Dual (grammatical number) Stability (learning theory) Upper and lower bounds Noise (video) Distributed computing Power (physics) Electric power system Mathematics Algorithm Control (management) Artificial intelligence

Metrics

38
Cited By
9.46
FWCI (Field Weighted Citation Impact)
46
Refs
0.98
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
Distributed Control Multi-Agent Systems
Physical Sciences →  Computer Science →  Computer Networks and Communications
Smart Grid Energy Management
Physical Sciences →  Engineering →  Electrical and Electronic Engineering

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