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An Immune Cooperative Particle Swarm Optimization Algorithm for Fault-Tolerant Routing Optimization in Heterogeneous Wireless Sensor Networks

机译:异构无线传感器网络中容错路由优化的免疫协同粒子群优化算法

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摘要

The fault-tolerant routing problem is important consideration in the design of heterogeneous wireless sensor networks (H-WSNs) applications, and has recently been attracting growing research interests. In order to maintain k disjoint communication paths from source sensors to the macronodes, we present a hybrid routing scheme and model, in which multiple paths are calculated and maintained in advance, and alternate paths are created once the previous routing is broken. Then, we propose an immune cooperative particle swarm optimization algorithm (ICPSOA) in the model to provide the fast routing recovery and reconstruct the network topology for path failure in H-WSNs. In the ICPSOA, mutation direction of the particle is determined by multi-swarm evolution equation, and its diversity is improved by immune mechanism, which can enhance the capacity of global search and improve the converging rate of the algorithm. Then we validate this theoretical model with simulation results. The results indicate that the ICPSOA-based fault-tolerant routing protocol outperforms several other protocols due to its capability of fast routing recovery mechanism, reliable communications, and prolonging the lifetime of WSNs.
机译:容错路由问题是在异构无线传感器网络(H-WSNS)应用程序设计中的重要考虑因素,最近一直吸引了日益增长的研究兴趣。为了将来自源传感器的k个不相交的通信路径从源传感器维持到MACRONO,我们介绍了混合路由方案和模型,其中预先计算和维护多个路径,并且一旦先前的路由被打破,创建备用路径。然后,我们提出了一种在模型中的免疫协同粒子群优化算法(ICPSOA),以提供快速路由恢复并重建H-WSN中的路径故障的网络拓扑。在ICPSOA中,颗粒的突变方向由多群演化方程确定,其多样性通过免疫机制提高,可以提高全球搜索的能力,提高算法的收敛速度。然后我们通过仿真结果验证了这种理论模型。结果表明,由于其快速路由恢复机制,可靠通信和延长了WSN的寿命,ICPSOA的容错路由协议可能占据了几种其他协议。

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