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(BIMRT)-R-2: BWAS-immune mechanism based multipath reliable transmission with fault tolerance in wireless sensor networks

机译:(BIMRT)-R-2:基于BWAS-IMMUNS机构的多径可靠传输,无线传感器网络的容错差

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摘要

Transmission reliability is one of the most important metrics to evaluate the performance of wireless sensor networks. However, fault nodes or links always affect transmission reliability and comprehensive performance of network due to the characteristics of network itself and working scenario. Intelligent computing, BWAS (Best Worst Ant System) and immune mechanism, provide new ideas and methods to the collaborative optimization in reliable transmission in wireless sensor networks. BWAS-Immune Mechanism based Multipath Reliable Transmission algorithm ((BIMRT)-R-2) with fault tolerance is presented which includes BWAS based Multipath Established algorithm (BME) and Immune based Multipath Transmission algorithm (IMT). BME establishes all possible transmission paths from the source node to the destination node quickly by the guidance of pheromone information generated by artificial ants. These multipaths are the input and constitute the initial variation population for the next IMT which executes the mutation on the initial variation antibody population. IMT establishes optimum transmission paths with good convergence due to initial optimal solution by BME and avoids to get local optima. It converts the issue of multipath establishment into multi-objective optimization which not only gives the consideration to the factors of transmission delay and energy consumption but also the hops/distance. Combining with load balance mechanism, fault tolerance of multipath transmission is proved by the redundant routing and transmission. Mathematical model is established to analyze the comprehensive performance of multipath transmission through the metrics of data receiving rate, efficiency of energy consumption and transmission delay. Simulation result shows good performance of data transmission reliability and fault tolerance.
机译:传输可靠性是评估无线传感器网络性能的最重要的指标之一。然而,由于网络本身的特征和工作场景,故障节点或链接始终影响网络的传输可靠性和全面的性能。智能计算,BWA(最佳最差蚂蚁系统)和免疫机制,为无线传感器网络中可靠传输中的协作优化提供了新的思路和方法。基于BWAS免疫机构的多径可靠传输算法((BIMRT)-2),其包括基于BWA的多径建立算法(BME)和免疫基于多径传输算法(IMT)。 BME通过人工蚂蚁产生的信息素信息的指导,快速地将来自源节点到目的节点的所有可能的传输路径。这些多径是输入,并构成下一个IMT的初始变异群体,其在初始变异抗体群体上执行突变。 IMT由于BME的初始最佳解决方案,建立了具有良好收敛性的最佳传输路径,并避免获得本地Optima。它将多径建立问题转换为多目标优化,这不仅可以考虑到传输延迟和能量消耗的因素,而且还要跳跃跳跃/距离。结合负载平衡机制,通过冗余路由和传输证明了多径传输的容错。建立数学模型来分析通过数据接收率的度量,能量消耗效率和传输延迟的多径传输综合性能。仿真结果显示了数据传输可靠性和容错性的良好性能。

著录项

  • 来源
    《Swarm and Evolutionary Computation》 |2019年第2019期|共12页
  • 作者单位

    Chongqing Three Gorges Univ Chongqing Municipal Inst Higher Educ Key Lab Intelligent Informat Proc &

    Control Chongqing 404100 Peoples R China;

    Chongqing Three Gorges Univ Chongqing Municipal Inst Higher Educ Key Lab Intelligent Informat Proc &

    Control Chongqing 404100 Peoples R China;

    Chongqing Three Gorges Vocat Coll Dept Mech &

    Elect Engn Chongqing 404155 Peoples R China;

    Chongqing Three Gorges Univ Chongqing Municipal Inst Higher Educ Key Lab Intelligent Informat Proc &

    Control Chongqing 404100 Peoples R China;

    Chongqing Three Gorges Univ Chongqing Municipal Inst Higher Educ Key Lab Intelligent Informat Proc &

    Control Chongqing 404100 Peoples R China;

    Chongqing Technol &

    Business Univ Sch Comp Sci &

    Informat Engn Chongqing 400067 Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 计算技术、计算机技术;
  • 关键词

    Wireless sensor networks; Reliable transmission; Multipath routing; BWAS-Immune; Fault tolerance;

    机译:无线传感器网络;可靠的传输;多径路由;Bwas-免疫;容错;

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