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Simultaneous Source Localization and Formation via a Distributed Sign Gradient-Free Algorithm

delete2024-03-01
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PRE
AI
Y
Yong Du
陈飞 cover
陈飞 (Fei Chen) *
L
Linying Xiang
G
Ge Guo
陈光荣 (Guanrong Chen)
DOI:10.1109/TCNS.2023.3281369delete
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Abstract

Abstract

En 中文
This article develops a distributed sign gradient-free algorithm for simultaneous source localization and formation of a multirobot system. A distinguished feature of the algorithm is that it takes into account robots' measure noise as well as ternary communication, which significantly reduces the communication cost of the overall network. Considering the presence of noise, the algorithm is designed to be gradient-free. In addition, an inherent connection is established between the selection of control parameters and the convergence property of the sign gradient-free algorithm, as well as signal strength, noisy intensity, formation radius, and the number of informed robots.
Keywords:
Distributed source localization
formation control
gradient-free algorithm
multiagent system
signum function

Journal

IEEE Transactions on Control of Network Systems cover
IEEE Transactions on Control of Network Systems
IF:
5
Papers:
1.6K
Citations:
5.8K

Organization

C
City University of Hong Kong
Scholars:
2.3W
Papers: 3.0W
Citations: 6.1W
N
northeastern university - china
Scholars:
3.1W
Papers: 2.7W
Citations: 37
T
Tiangong University
Scholars:
1.2W
Papers: 7.7K
Citations: 1.1W
N
nankai university
Scholars:
4.7W
Papers: 3.2W
Citations: 74
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