A Distributed Dynamic Event-Triggered Algorithm With Linear Convergence Rate for the Economic Dispatch Problem

被引:13
|
作者
Dong, Ziwei [1 ]
Mao, Shuai [1 ]
Perc, Matjaz [2 ,3 ,4 ]
Du, Wei [1 ]
Tang, Yang [1 ]
机构
[1] East China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Minist Educ, Shanghai 200237, Peoples R China
[2] Univ Maribor, Fac Nat Sci & Math, Maribor 2000, Slovenia
[3] Alma Mater Europaea, Maribor 2000, Slovenia
[4] Kyung Hee Univ, Dept Phys, Seoul, South Korea
基金
中国国家自然科学基金;
关键词
Distributed economic dispatch problem; linear convergence rate; dynamic event-triggered scheme; distributed optimization; power system; RESOURCE-ALLOCATION; COORDINATION; OPTIMIZATION; CONSENSUS; NETWORK; AC;
D O I
10.1109/TNSE.2022.3216572
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
With the rapid development of the scale of distributed energy resources, the implementation of distributed algorithms imposes ever-increasing requirements on communication resources. With the aim of reducing the communication burden required to solve the economic dispatch problem, we here consider three key aspects, namely the amount of information exchanged per broadcast, the broadcast frequency per iteration, and the number of iterations needed to achieve a certain accuracy. The proposed primal-dual based algorithm is integrated with a discrete dynamic event-triggered scheme and enjoys significant advantages in all three mentioned aspects. We prove that the proposed algorithm converges to the optimal point at a linear convergence rate for suitable operating parameters and for cost functions that are strongly convex and smooth. We confirm the effectiveness and demonstrate the advantages of our approach by means of a set of simulation experiments.
引用
收藏
页码:500 / 513
页数:14
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