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受限通信下线性系统辨识的多敏感器分配研究

蔺凤琴 梁栋 殷庆虎 于鹏

空间控制技术与应用2023,Vol.49Issue(6):104-112,9.
空间控制技术与应用2023,Vol.49Issue(6):104-112,9.DOI:10.3969/j.issn.1674-1579.2023.06.011

受限通信下线性系统辨识的多敏感器分配研究

Multi-Sensor Allocation Strategy for Linear System Identification Under Constrained Communication Resources

蔺凤琴 1梁栋 1殷庆虎 2于鹏3

作者信息

  • 1. 北京科技大学自动化学院,北京 100083
  • 2. 中国人民解放军91991部队,舟山 316001
  • 3. 北京科技大学自动化学院,北京 100083||工业过程知识自动化教育部重点实验室,北京 100083
  • 折叠

摘要

Abstract

This paper investigates the multi-sensor allocation strategy problem for linear system identification in a networked environment.A binary quantization mechanism is introduced to save communication bandwidth.For ad-dressing the redundancy and channel congestion issues during data transmission,a differential event-driven commu-nication mechanism is proposed,and its communication rate is provided.It is shown that such mechanism has the capability of complete information recovery.Based on the available data at the receiving end,identification algo-rithms for various finite impulse response systems are constructed,and their convergence performance is analyzed.Furthermore,the multi-sensor allocation problem under constrained communication resources is modeled as a con-strained optimization problem,and an improved genetic algorithm is designed to give the optimal solution.Finally,a numerical example is used to verify the correctness and effectiveness of theoretical results.

关键词

多敏感器/系统辨识/事件驱动/通信资源受限

Key words

multi-sensor/system identification/event-driven mechanism/constrained communication resources

分类

信息技术与安全科学

引用本文复制引用

蔺凤琴,梁栋,殷庆虎,于鹏..受限通信下线性系统辨识的多敏感器分配研究[J].空间控制技术与应用,2023,49(6):104-112,9.

基金项目

国家自然科学基金资助项目(62173030)和北京市自然科学基金资助项目(4222050)Supported by National Natural Science Foundation of China(62173030)and Beijing Natural Science Foundation(4222050) (62173030)

空间控制技术与应用

OA北大核心CSCDCSTPCD

1674-1579

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