Multiobjective Optimized Deployment of Edge-Enabled Wireless Visual Sensor Networks for Target Coverage

被引:15
|
作者
Zhu, Xiaojian [1 ]
Zhou, MengChu [2 ,3 ]
机构
[1] Changshu Inst Technol, Sch Comp Sci & Engn, Changshu 215500, Jiangsu, Peoples R China
[2] Zhejiang Gongshang Univ, Sch Informat & Elect Engn, Hangzhou 310018, Peoples R China
[3] New Jersey Inst Technol, Helen & John C Hartmann Dept Elect & Comp Engn, Newark, NJ 07102 USA
关键词
Sensors; Delays; Cameras; Routing; Visualization; Optimization; Image edge detection; Data offloading; differential evolution (DE); multiobjective differential evolution (MODE); multiobjective optimization; network deployment; target coverage; wireless sensor networks; wireless visual sensor networks; NONDOMINATED SORTING APPROACH; DIFFERENTIAL EVOLUTION; CAMERA COVERAGE; ALGORITHM; SURVEILLANCE; ALLOCATION; PLACEMENT; VEHICLES;
D O I
10.1109/JIOT.2023.3262849
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In wireless visual sensor networks, the generation and transmission of huge amounts of image data consume much energy of sensor nodes (SNs), and their routing and processing take quite a long time. It is of great importance to shorten event reporting delay (ERD) and prolong network lifetime, which can be achieved by the appropriate deployment of edge nodes (ENs) that can not only collect but also process data. This work investigates how to jointly optimize SN deployment, EN deployment, data routing, and data offloading to minimize the number of deployed SNs, the number of deployed ENs, and ERD and maximize network lifetime. We formulate this problem as a mixed-integer nonlinear program and propose a multiobjective differential evolution algorithm to solve it. A large number of simulation results demonstrate that it can deliver a more accurate Pareto set than the nondominated sorting genetic algorithm III.
引用
收藏
页码:15325 / 15337
页数:13
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