arrow
返回

A distributed algorithm for solving quadratic optimization problems

delete2024-10-01
delete0
PRE
AI
M
Mohammad Jahvani *
M
Martin Guay
DOI:10.1016/j.compchemeng.2024.108778delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
Unconstrained quadratic optimization problems are a common mathematical challenge encountered in various domains. These problems involve optimizing quadratic functions without explicit constraints. In a distributed computing environment, solving these optimization problems collectively among multiple computational nodes is a complex and crucial task. This paper introduces a distributed algorithm within a multi-agent framework that aims to find the global minimizer for such problems. The proposed algorithm demonstrates exponential convergence, assuming a static and connected communication network. Additionally, numerical simulations are conducted to support the theoretical findings.
Keyword:
Distributed optimization
Duality
Multi-agent systems

期刊

C
Computers and Chemical Engineering
IF:
3.9
论文数:
8.1K
被引数:
1.7W

机构

Q
queens university - canada
学者数:
1.8W
论文数: 1.7W
被引数: 29
引用论文

引用论文

err分享
err收藏
Distributed least squares solver for network linear equations
err2020-03-01
err48
errOAAI
errYang, Tao; George, Jemin; Qin, Jiahu; Yi, Xinlei; Wu, Junfeng
err分享
err收藏
Newton-Raphson Consensus for Distributed Convex Optimization分布式凸优化的牛顿-拉夫逊一致性
err2016-04-01
err166
errOAAI
errVaragnolo, Damiano; Zanella, Filippo; Cenedese, Angelo; Pillonetto, Gianluigi; Schenato, Luca
err分享
err收藏
err分享
err收藏
Fast Distributed Gradient Methods快速分布梯度法
err2014-05-01
err463
errOAAI
errJakovetic, Dusan; Xavier, Joao; Moura, Jose M. F.
err分享
err收藏
err
IF0
err
err0
PREAI
err
err分享
err收藏
学者 查看更多内容