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Brain storm optimization algorithms for optimal coverage of wireless sensor networks

机译:头脑风暴优化算法可实现无线传感器网络的最佳覆盖

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Optimal coverage plays an essential role in the service quality of wireless sensor networks because the monitoring can be accurate and meaningful if and only if information from all interesting areas is collected. To ensure high coverage and reduce cost in coverage problems, efficient deployments of sensor nodes in wireless sensor networks become the target of coverage optimization. This paper focuses on using the fewest number of sensor nodes to cover more areas in regular or irregular interesting areas with irregular obstacles inside. To optimize the deployment of sensor nodes, in this paper, a brain storm optimization algorithm is utilized and simulation results show that the algorithm performs well on optimizing the coverage percentage and minimizing the needed sensor nodes under complex environments. In addition, the balance of coverage percentage and needed sensor nodes' number can be adjusted according to specific requirements of different networks. For better optimization results in coverage problems, the step size in the generation process of the brain storm optimization algorithm has also been modified to reach higher coverage using fewer sensor nodes under the same environment.
机译:最佳覆盖范围在无线传感器网络的服务质量中起着至关重要的作用,因为当且仅当收集了来自所有有趣领域的信息时,监视才是准确而有意义的。为了确保高覆盖范围并减少覆盖问题的成本,无线传感器网络中传感器节点的有效部署成为覆盖优化的目标。本文着重于使用最少数量的传感器节点来覆盖规则或不规则有趣区域中的更多区域,且内部具有不规则障碍物。为了优化传感器节点的部署,本文采用了一种脑力激荡优化算法,仿真结果表明,该算法在复杂环境下优化覆盖率和最小化所需传感器节点方面表现良好。另外,可以根据不同网络的具体要求,调整覆盖率和所需传感器节点数量的平衡。为了更好地实现覆盖问题的优化,还对脑风暴优化算法的生成过程中的步长进行了修改,以在相同环境下使用更少的传感器节点来达到更高的覆盖率。

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