Node Deployment with k-Connectivity in Sensor Networks for Crop Information Full Coverage Monitoring

被引:10
|
作者
Liu, Naisen [1 ,2 ]
Cao, Weixing [1 ]
Zhu, Yan [1 ]
Zhang, Jingchao [3 ]
Pang, Fangrong [1 ]
Ni, Jun [1 ]
机构
[1] Nanjing Agr Univ, Collaborat Innovat Ctr Modern Crop Prod, Jiangsu Collaborat Innovat Ctr Technol & Applicat, Natl Engn & Technol Ctr Agr,Jiangsu Key Lab Infor, Nanjing 210095, Jiangsu, Peoples R China
[2] Huaiyin Normal Univ, Jiangsu Key Lab Ecoagr Biotechnol Hongze Lake, Jiangsu Collaborat Innovat Ctr Reg Modern Agr & E, Huaian 223300, Peoples R China
[3] Natl Minist Agr, Nanjing Inst Agr Mechanizat, Nanjing 210014, Jiangsu, Peoples R China
来源
SENSORS | 2016年 / 16卷 / 12期
关键词
node deployment; k-connectivity; full coverage; communications silos; farmland scale; crop information; genetic algorithm; GENETIC ALGORITHM APPROACH; PRECISION AGRICULTURE; CANOPY REFLECTANCE; VEGETATION INDEXES; NITROGEN-CONTENT; EVOLUTIONARY ALGORITHM; SPECTRAL INDEXES; POWER ASSIGNMENT; LEAF; CLASSIFICATION;
D O I
10.3390/s16122096
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Wireless sensor networks (WSNs) are suitable for the continuous monitoring of crop information in large-scale farmland. The information obtained is great for regulation of crop growth and achieving high yields in precision agriculture (PA). In order to realize full coverage and k-connectivity WSN deployment for monitoring crop growth information of farmland on a large scale and to ensure the accuracy of the monitored data, a new WSN deployment method using a genetic algorithm (GA) is here proposed. The fitness function of GA was constructed based on the following WSN deployment criteria: (1) nodes must be located in the corresponding plots; (2) WSN must have k-connectivity; (3) WSN must have no communication silos; (4) the minimum distance between node and plot boundary must be greater than a specific value to prevent each node from being affected by the farmland edge effect. The deployment experiments were performed on natural farmland and on irregular farmland divided based on spatial differences of soil nutrients. Results showed that both WSNs gave full coverage, there were no communication silos, and the minimum connectivity of nodes was equal to k. The deployment was tested for different values of k and transmission distance (d) to the node. The results showed that, when d was set to 200 m, as k increased from 2 to 4 the minimum connectivity of nodes increases and is equal to k. When k was set to 2, the average connectivity of all nodes increased in a linear manner with the increase of d from 140 m to 250 m, and the minimum connectivity does not change.
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页数:23
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