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

机译:传感器网络中具有k连接性的节点部署,用于作物信息全覆盖监控

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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.
机译:无线传感器网络(WSN)适用于连续监测大规模农田中的作物信息。所获得的信息对于调节作物生长并在精密农业(PA)中实现高产非常有用。为了实现大规模覆盖和k-连通性的无线传感器网络部署,以大规模监测农田的作物生长信息,并确保所监测数据的准确性,提出了一种使用遗传算法(GA)的新型无线传感器网络部署方法。 GA的适应度函数是根据以下WSN部署标准构建的:(1)节点必须位于相应的图中; (2)WSN必须具有k-连通性; (3)WSN必须没有通信孤岛; (4)节点与地块边界之间的最小距离必须大于特定值,以防止每个节点受到农田边缘效应的影响。根据土壤养分的空间差异对天然农田和不规则农田进行了部署试验。结果表明,两个WSN都完全覆盖,没有通信孤岛,并且节点的最小连通性等于k。测试了部署的k值和到节点的传输距离(d)的不同。结果表明,当d设置为200 m时,随着k从2增加到4,节点的最小连通性增加,并且等于k。当k设置为2时,所有节点的平均连通性随着d从140 m增加到250 m线性增加,并且最小连通性不变。

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