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Distributed Predefined-Time Algorithm for System of Linear Equations Over Directed Networks

delete2024-04-01
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PRE
AI
M
Mengke Lian
Z
Zhenyuan Guo *
S
Shiping Wen
T
Tingwen Huang
DOI:10.1109/TCSII.2023.3333325delete
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Abstract

Abstract

En 中文
In this brief, we propose a predefined-time algorithm based on multi-agent networks for solving linear equations of the form $Ax = b$ , where the predefined-time can be predesigned by the user and each agent only knows partial rows of the augmented matrix $(A\; b)$ . By reformulating the system of linear equations as an unconstrained optimization problem and applying the time-base generator technology to optimization approaches, we provide a gradient-based predefined-time algorithm over weight-balanced directed graphs, which can converge to a solution at a given time. Finally, this theoretical results are illustrated by a numerical examples.
Keywords:
Distributed algorithm
multi-agent network
predefined-time
directed graphs
system of linear equations

Journal

I
IEEE Transactions on Circuits and Systems and Express Briefs
IF:
4.9
Papers:
8.8K
Citations:
2.5W

Organization

H
hunan university
Scholars:
4.5W
Papers: 3.3W
Citations: 70
Q
qatar foundation (qf)
Scholars:
6.3K
Papers: 7.0K
Citations: 8