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Distributed De La Garza algorithm for load-balancing routing in wireless sensor networks

机译:无线传感器网络中用于负载均衡路由的分布式De La Garza算法

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摘要

Large scale wireless sensor networks raise many challenges in the design of efficient and effective routing algorithm due to their complexity and hardware constraints. However, the scalability challenge may be mitigated from a macroscopic perspective. One example is the distributed De la Garza iteration (DDLGI) algorithm for global routing load-balancing, based on a set of partial differential equations iteratively solved by the De la Garza method. We theoretically analyze the parallelism of DDLGI and illustrate that the region of interest may impact the degree of parallelism and error. Furthermore, though DDLGI always converges, the slow convergence and long-range information exchange problems may lead to excess energy consumption in communication. Thus, we propose various enhanced De la Garza routing (E-DLGR) algorithms to alleviate the energy consumption problem by which nodes may exchange less information and only need to exchange information with closer nodes to complete each iteration. Our theoretical analysis and simulation results show that the proposed E-DLGR algorithms may have less transmission overhead, thus further reducing energy consumption, and converge faster while still maintaining adequate accuracy.
机译:大型无线传感器网络由于其复杂性和硬件限制,在高效路由算法的设计中提出了许多挑战。但是,从宏观角度来看,可伸缩性挑战可以得到缓解。一个示例是用于基于全局路由负载均衡的分布式德拉加尔萨迭代(DDLGI)算法,该算法基于一组由德拉加尔萨方法迭代求解的偏微分方程组。我们从理论上分析了DDLGI的并行性,并说明了感兴趣的区域可能会影响并行性和错误的程度。此外,尽管DDLGI总是收敛,但是收敛速度慢和信息交换距离长的问题可能导致通信中的能耗过多。因此,我们提出了各种增强的De Garza路由(E-DLGR)算法,以缓解能耗问题,即节点可以交换较少的信息,而只需要与较近的节点交换信息即可完成每次迭代。我们的理论分析和仿真结果表明,所提出的E-DLGR算法可能具有较少的传输开销,从而进一步降低了能耗,并且收敛速度更快,同时仍保持足够的精度。

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