Distributed Optimization for Multiply High-Order Nonlinear Local Cost Functions

Shengshuai Wu, Yu Zhao
{"title":"Distributed Optimization for Multiply High-Order Nonlinear Local Cost Functions","authors":"Shengshuai Wu, Yu Zhao","doi":"10.1109/CCDC.2019.8832981","DOIUrl":null,"url":null,"abstract":"The distributed optimization problem of multi-agent system with multiple high-order Lipschiz-type nonlinear local cost functions is studied in this brief. The objective is for a multi-agent system to achieve the goal of minimizing team performance function formed by the sum of local performance functions where each local objective function is known to only one agent. Then a new distributed optimization algorithm is proposed, and the asymptotical convergence is guaranteed through the Lyapunov stability and optimization analysis.","PeriodicalId":254705,"journal":{"name":"2019 Chinese Control And Decision Conference (CCDC)","volume":"27 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 Chinese Control And Decision Conference (CCDC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CCDC.2019.8832981","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

The distributed optimization problem of multi-agent system with multiple high-order Lipschiz-type nonlinear local cost functions is studied in this brief. The objective is for a multi-agent system to achieve the goal of minimizing team performance function formed by the sum of local performance functions where each local objective function is known to only one agent. Then a new distributed optimization algorithm is proposed, and the asymptotical convergence is guaranteed through the Lyapunov stability and optimization analysis.
多重高阶非线性局部代价函数的分布优化
研究了具有多个高阶liplic型非线性局部代价函数的多智能体系统的分布式优化问题。多智能体系统的目标是实现由局部性能函数之和构成的团队性能函数的最小化,其中每个局部目标函数只有一个智能体知道。然后提出了一种新的分布式优化算法,并通过Lyapunov稳定性和优化分析保证了算法的渐近收敛性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信