一种用于无线传感器网络QoS提供的新型协同通信协议

Xuedong Liang, Min Chen, Yang Xiao, I. Balasingham, Victor C. M. Leung
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引用次数: 21

摘要

协作通信已被证明可以有效地对抗无线网络中的多重衰落效应,并在自适应、可靠性、数据吞吐量和网络寿命方面提高网络性能。在本文中,我们研究了在资源受限的无线传感器网络中使用协作通信来提供服务质量(QoS),并提出了MRL-CC,一种基于多智能体强化学习的无线传感器网络多跳网格协作通信机制。为了在MRL-CC中可靠地传播数据,首先构造了一个多跳网格协作结构。然后利用多智能体强化学习算法实现了合作伙伴分配、编码和传输方案的合作机制。我们比较了MRL-CC和MMCC[1](一种基于多跳Mesh结构的协同通信方案)的网络性能,并研究了网络流量负载、干扰和传感器节点的移动性对网络性能的影响。仿真结果表明,MRL-CC在多个QoS指标方面表现良好,适合大规模网络和高动态环境。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A novel cooperative communication protocol for QoS provisioning in wireless sensor networks
Cooperative communications have been demonstrated to be effective in combating the multiple fading effects in wireless networks, and improving the network performance in terms of adaptivity, reliability, data throughput and network life time. In this paper, we investigate the use of cooperative communications for quality of service (QoS) provisioning in resource-constrained wireless sensor networks, and propose MRL-CC, a Multi-agent Reinforcement Learning based multi-hop mesh Cooperative Communication mechanism for wireless sensor networks. In order to disseminate data reliably in MRL-CC, a multi-hop mesh cooperative structure is first constructed. Then a cooperative mechanism with cooperative partner assignments, and coding and transmission schemes is implemented using a multi-agent reinforcement learning algorithm. We compare the network performance of MRL-CC with MMCC [1], a Multi-hop Mesh structure based Cooperative Communication scheme, and investigate the impacts of network traffic load, interference and sensor node's mobility on the network performance. Simulation results show that MRL-CC performs well in terms of a number of QoS metrics, and fits well in large-scale networks and highly dynamic environments.
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