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Ticket-based QoS routing optimization using genetic algorithm for WSN applications in smart grid

机译:基于遗传算法的智能网络中基于票证的QoS路由优化

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摘要

Wireless sensor network (WSN) information network in Smart Grid is envisioned to handle diversified traffic such as real-time sensitive data and non-real-time traffic. Therefore, QoS routing protocol in smart grid network is essential. Ticket-based routing (TBR) protocol is a promising protocol because it can select routes based on several desired metrics, for example route cost and delay. However, the original TBR suffers the need for transmitting a huge number of tickets to probe the sensor network and discover the path cost and delay. Genetic algorithm can be used to minimize the number of tickets as well as discovery messages overhead. In this work, we implement genetic algorithm (GA-TBR) at the source sensor node to collect the state information inside the WSN environment of Smart Grid and hence optimize the selection of routes to ensure the required QoS. Extensive simulation experiments have been conducted to investigate the performance of GA-TBR. The simulation results have shown that with few tickets, the proposed algorithm is able to select routes with minimum possible delay and shows 28% improvement compared to ad hoc on demand distance vector routing (AODV) protocol.
机译:可以预见,Smart Grid中的无线传感器网络(WSN)信息网络可以处理各种流量,例如实时敏感数据和非实时流量。因此,智能电网中的QoS路由协议至关重要。基于票证的路由(TBR)协议是一种很有前途的协议,因为它可以基于几个所需的度量标准(例如,路由成本和延迟)选择路由。但是,原始的TBR需要传输大量票证以探测传感器网络并发现路径成本和延迟。遗传算法可用于最小化票证数量以及发现消息开销。在这项工作中,我们在源传感器节点处实施遗传算法(GA-TBR),以收集智能电网的WSN环境内的状态信息,从而优化路由选择以确保所需的QoS。已经进行了广泛的模拟实验以研究GA-TBR的性能。仿真结果表明,与很少的票证相比,所提出的算法能够以最小的可能延迟选择路由,并且与按需点播距离矢量路由(AODV)协议相比,改进了28%。

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