Co-Design of Dissipative Deconvolution Filter and Round-Robin Protocol for Networked 2-D Digital Systems: Optimization and Application

被引:7
|
作者
Song, Jun [1 ,2 ]
Wang, Zidong [3 ,4 ]
Niu, Yugang [5 ]
Yi, Xiaojian [6 ]
Han, Qing-Long [7 ]
机构
[1] Anhui Univ, Engn Res Ctr Autonomous Unmanned Syst Technol, Minist Educ, Hefei 230601, Peoples R China
[2] Anhui Univ, Anhui Prov Engn Res Ctr Unmanned Syst & Intelligen, Sch Artificial Intelligence, Hefei 230601, Peoples R China
[3] Shandong Univ Sci & Technol, Coll Elect Engn & Automat, Qingdao 266590, Peoples R China
[4] Brunel Univ London, Dept Comp Sci, Uxbridge UB8 3PH, England
[5] East China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R China
[6] Beijing Inst Technol, Sch Mechatron Engn, Beijing 100081, Peoples R China
[7] Swinburne Univ Technol, Sch Sci Comp & Engn Technol, Melbourne, Vic 3122, Australia
来源
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS | 2023年 / 53卷 / 10期
基金
中国国家自然科学基金;
关键词
Deconvolution filter; image restoration; particle swarm optimization (PSO); round-robin protocol; two-dimensional (2-D) digital systems; INFINITY STATE ESTIMATION; SLIDING MODE CONTROL; STABILITY ANALYSIS;
D O I
10.1109/TSMC.2023.3284223
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article is concerned with the dissipative deconvolution filtering issue for networked two-dimensional (2-D) digital systems. By orchestrating the sensor outputs with a prescribed dynamic transmission order, a new multinode Round-Robin protocol (RRP) under the 2-D setting is developed on the sensor-to-filter channel to ease the communication overheads, and a novel compensation strategy is proposed for enhancing the deconvolution filter performance. A sufficient condition is established for ensuring the dissipativity of the deconvolution filter in terms of coupled matrix inequalities. Furthermore, a particle swarm optimization (PSO) algorithm is formulated to design the filter gain with certain optimized performance. Finally, by transforming the color image into three gray images, the proposed algorithms are applied to the remote color image restoration problem under RRP. It is shown that the use of RRP saves 33.3% communication burden, and the saving of communication resources reduces the signal-to-noise ratio (SNR) by 18.5%. In comparison to the RRP using zero-input compensation strategy in available literature, the introduction of the novel multinode RRP with compensation strategy can indeed improve the reconstruction SNR.
引用
收藏
页码:6316 / 6328
页数:13
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