Distributed Coverage Control for Mobile Camera Sensor Networks With Anisotropic Perception

被引:10
作者
An, Qier [1 ,2 ]
Shen, Yuan [1 ,2 ]
机构
[1] Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China
[2] Tsinghua Univ, Beijing Natl Res Ctr Informat Sci & Technol BNRis, Beijing 100084, Peoples R China
基金
中国国家自然科学基金;
关键词
Distributed coverage control; anisotropic sensor; visual perception; multi-sensor networks; AVOIDANCE CONTROL; DYNAMIC COVERAGE; DEPLOYMENT;
D O I
10.1109/JSEN.2021.3075627
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Coverage control is an essential technique in many autonomous multi-sensor systems, and how to realize efficient coverage control with mobile anisotropic sensors receives wide concern. In this paper, we design a coverage performance metric considering both the perception quality and the cover rate, and propose a distributed coverage control scheme for mobile anisotropic sensor networks with communication capability. Then we focus on a specific anisotropic sensor, the camera, to derive the distributed camera coverage control schemes under the front-view, top-view and pan-tilt-position camera scenarios, based on a camera sensing model characterizing the dependence of anisotropic perception trait on relative pose, field of view and focal length. Geometric interpretations are also derived by separating the gradient into integrals within the interior and along the boundary of partition cells. Numerical results validate the performance of our scheme in terms of cover rate, perception quality and communication cost, and show the improvement brought by simultaneous optimization of position and orientation as well as the influence of obstacles, communication loss and delay.
引用
收藏
页码:16264 / 16274
页数:11
相关论文
共 50 条
[21]   A Mobile Sensor Distributed Cooperative Searching and Coverage Strategy in Unknown Environments [J].
Zheng Zhi ;
Peng Zhihong .
2015 34TH CHINESE CONTROL CONFERENCE (CCC), 2015, :7682-7687
[22]   Improved Distributed Virtual Forces Algorithm for 3D Terrains Coverage in Mobile Wireless sensor Networks [J].
Boufares, Nadia ;
Ben Saied, Yosra ;
Azouz Saidane, Leila .
2018 IEEE/ACS 15TH INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS AND APPLICATIONS (AICCSA), 2018,
[23]   Maximum Target Coverage Problem in Mobile Wireless Sensor Networks [J].
Liang, Dieyan ;
Shen, Hong ;
Chen, Lin .
SENSORS, 2021, 21 (01) :1-13
[24]   ISOGRID: an efficient algorithm for coverage enhancement in mobile sensor networks [J].
Lam, Miu-ling ;
Liu, Yun-hui .
2006 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-12, 2006, :1458-+
[25]   A Nonlinear Optimization Approach to Coverage Problem in Mobile Sensor Networks [J].
Habibi, Jalal ;
Mahboubi, Hamid ;
Aghdam, Amir. G. .
2011 50TH IEEE CONFERENCE ON DECISION AND CONTROL AND EUROPEAN CONTROL CONFERENCE (CDC-ECC), 2011, :7255-7261
[26]   Cooperative Coverage of Mobile Robots with Distributed Estimation and Control of Connectivity [J].
Li, Xiaoli ;
Zhao, Shuguang ;
Xu, Haiqin .
2013 9TH ASIAN CONTROL CONFERENCE (ASCC), 2013,
[27]   A Coverage-Aware Distributed k-Connectivity Maintenance Algorithm for Arbitrarily Large k in Mobile Sensor Networks [J].
Akram, Vahid Khalilpour ;
Dagdeviren, Orhan ;
Tavli, Bulent .
IEEE-ACM TRANSACTIONS ON NETWORKING, 2022, 30 (01) :62-75
[28]   Optimal Mobile Sensor Scheduling for a Guaranteed Coverage Ratio in Hybrid Wireless Sensor Networks [J].
Fu, Zhixin ;
You, Keyou .
INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2013,
[29]   Minimizing Movement for Target Coverage and Network Connectivity in Mobile Sensor Networks [J].
Liao, Zhuofan ;
Wang, Jianxin ;
Zhang, Shigeng ;
Cao, Jiannong ;
Min, Geyong .
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2015, 26 (07) :1971-1983
[30]   Coverage Capacity Optimization for Mobile Sensor Networks Based on Evolutionary Games [J].
Liu, Jianhua ;
Yue, Guangxue ;
Shen, Shigen ;
Shang, Huiliang ;
Li, Hongjie .
INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2014,