具有不可控移动sink和QoS约束的传感器网络生存期优化

Francesco Restuccia, Sajal K. Das
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引用次数: 16

摘要

在过去的文献中,已经证明了移动接收器(MSs)的使用大大增加了无线传感器网络(wsn)的寿命。在MSs是人、动物或运输系统的应用程序中,MSs的移动性通常是不可控的,也可能是随机的和不可预测的。这意味着有必要定制算法来处理MS移动性的不确定性。在本文中,我们定义了存在不可控的汇聚移动和服务质量(QoS)约束的WSN的生命周期优化。在定义了一个可证明最大化网络生存期的理想方案(称为Oracle)之后,我们提出了一种新的基于群体智能的传感器选择算法(SISSA),该算法优化了网络生存期并满足预定义的QoS约束。然后对SISSA进行了数学分析,并推导了能量消耗、交换消息数和收敛时间的分析界。在实际实验装置上对该算法进行了实验评估,并将其性能与最优的Oracle方案以及IEEE 802.15.4 MAC和TDMA方案进行了比较。结果表明,SISSA平均提供Oracle提供的56%的生命周期,并且在产生的网络生命周期方面优于IEEE 802.15.4和TDMA。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimizing the Lifetime of Sensor Networks with Uncontrollable Mobile Sinks and QoS Constraints
In past literature, it has been demonstrated that the use of mobile sinks (MSs) increases dramatically the lifetime of wireless sensor networks (WSNs). In applications where the MSs are humans, animals, or transportation systems, the mobility of the MSs is often uncontrollable and could also be random and unpredictable. This implies the necessity of algorithms tailored to handle uncertainty on the MS mobility. In this article, we define the lifetime optimization of a WSN in the presence of uncontrollable sink mobility and Quality of Service (QoS) constraints. After defining an ideal scheme (called Oracle) which provably maximizes network lifetime, we present a novel Swarm-Intelligence-based Sensor Selection Algorithm (SISSA), which optimizes network lifetime and meets predefined QoS constraints. Then we mathematically analyze SISSA and derive analytical bounds on energy consumption, number of messages exchanged, and convergence time. The algorithm is experimentally evaluated on practical experimental setups, and its performances are compared to that by the optimal Oracle scheme, as well as with the IEEE 802.15.4 MAC and TDMA schemes. Results conclude that SISSA provides on the average the 56% of the lifetime provided by Oracle and outperforms IEEE 802.15.4 and TDMA in terms of yielded network lifetime.
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