一种改进的无线传感器网络蚂蚁路由协议

Ge Chen, Tiande Guo, Wenguo Yang, Tong Zhao
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引用次数: 63

摘要

无线传感器网络(WSNs)由于其固有的大规模、无全局识别、动态拓扑以及每个传感器的功耗、内存和计算能力非常有限的特点,路由是非常具有挑战性的。近年来对无线传感器网络路由协议的研究表明,需要以数据为中心的技术来实现网络内的数据聚合,从而实现高效的传播。蚁群优化算法作为一种有效的分布式方法,已被引入到以数据为中心的路由协议设计中,并取得了许多成果,但仍存在一些不足,阻碍了其在大规模无线传感器网络中的进一步应用。为了克服传统的基于蚁群的数据中心路由算法的缺陷,我们提出了一种改进的协议,通过添加一种新的蚂蚁——搜索蚂蚁来为后续蚂蚁提供先验信息。此外,我们引入了模拟全局信息素更新的策略来加快算法的收敛速度,并定义了一个“重试”规则来避免协议的死锁。所有这些改进使路由协议具有可扩展性、实用性和节能性。仿真结果表明了新协议的优越性
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An improved ant-based routing protocol in Wireless Sensor Networks
Routing in wireless sensor networks (WSNs) is very challenging due to their inherent characteristics of large scale, no global identification, dynamic topology, and very limited power, memory, and computational capacities for each sensor. Recent research on WSNs routing protocol has proved that data-centric technologies are needed for performing in-network aggregation of data to yield energy-efficient dissemination. As an effective distributed approach, ant colony optimization (ACO) algorithms have been introduced to the design of data-centric routing protocol and have got many achievements, but still have some shortcomings blocking their further application in the large scale WSNs. To overcome the flaws of conventional ant-based data-centric routing algorithms, we proposed an improved protocol by adding a new type of ant, search ant, to supply prior information to the following ants. Besides, we introduced the strategy of simulating global pheromone update to accelerate the convergence of our algorithm and defined a "retry" rule to avoid dead-lock of the protocol. All of these modifications made the routing protocol scalable, practicable and energy-conservative. Simulation results showed the great advantages of the new protocol
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