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作 者:YU Wenqiang CHENG Songsong HE Shuping
出 处:《Journal of Systems Science & Complexity》2023年第2期613-631,共19页系统科学与复杂性学报(英文版)
基 金:supported by the National Natural Science Foundation of China under Grant Nos.62103003,62073001,and 61973002;the Anhui Provincial Key Research and Development Project under Grant2022i01020013;the University Synergy Innovation Program of Anhui Province under Grant No.GXXT-2021-010;the Anhui Provincial Natural Science Foundation under Grant No.2008085J32;the National Postdoctoral Program for Innovative Talents under Grant No.BX20180346;the General Financial Grant from the China Postdoctoral Science Foundation under Grant No.2019M660834。
摘 要:This paper proposes a novel distributed optimization algorithm with fractional order dynamics to solve linear algebraic equations.Firstly,the authors proposed“Consensus+Projection”flow with fractional order dynamics,which has more design freedom and the potential to obtain a better convergent performance than that of conventional first order algorithms.Moreover,the authors prove that the proposed algorithm is convergent under certain iteration order and step-size.Furthermore,the authors develop iteration order switching scheme with initial condition design to improve the convergence performance of the proposed algorithm.Finally,the authors illustrate the effectiveness of the proposed method with several numerical examples.
关 键 词:Distributed optimization fractional order dynamics initial condition iteration order linear equations
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