Efficient Routing Protocol for Wireless Sensor Network based on Reinforcement Learning

机译：基于强化学习的无线传感器网络高效路由协议

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Wireless sensor nodes are battery-powered devices which makes the design of energy-efficient Wireless Sensor Networks (WSNs) a very challenging issue. In this paper, we propose a new routing protocol for WSN based on distributed Reinforcement Learning (RL). The proposed approach optimises WSN lifetime and energy consumption. This routing protocol learns, over time, the optimal path to the sink node(s). With a dynamic path selection, our algorithm ensures higher energy efficiency, postpones nodes death and isolation. We consider while routing messages the distance between nodes, available energy and hop count to the sink node. The effectiveness of the proposed protocol is demonstrated through simulations and comparisons with some existing algorithms over different lifetime definitions.

机译：无线传感器节点是电池供电的设备，这使节能无线传感器网络（WSN）的设计成为一个非常具有挑战性的问题。在本文中，我们提出了一种基于分布式强化学习（RL）的WSN新路由协议。所提出的方法优化了WSN的寿命和能耗。随着时间的流逝，该路由协议会学习到宿节点的最佳路径。通过动态路径选择，我们的算法可确保更高的能源效率，推迟节点的死亡和隔离。我们在路由消息时考虑节点之间的距离，到接收节点的可用能量和跳数。通过仿真和与一些现有算法在不同生命周期定义上的比较和比较，证明了所提出协议的有效性。

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《International Conference on Advanced Technologies for Signal and Image Processing》|2020年|1-5|共5页
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S.E. Bouzid; Y. Serrestou; K. Raoof; M.N. Omri;
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WSN; Lifetime; Energy-efficiency; Routing protocol; Reinforcement learning.;

机译：WSN;生命周期;能源效率;路由协议;强化学习。;

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专利

1. An energy-efficient distributed adaptive cooperative routing based on reinforcement learning in wireless multimedia sensor networks [J] . Wang Denghui, Liu Jian, Yao Dezhong Computer networks . 2020,第Sepa4期

机译：基于无线多媒体传感器网络中的增强学习的节能分布式自适应配合路由
2. Q-Learning-Based Data-Aggregation-Aware Energy-Efficient Routing Protocol for Wireless Sensor Networks [J] . Wan-Kyu Yun, Sang-Jo Yoo Quality Control, Transactions . 2021,第1期

机译：基于Q基于学习的数据聚合感知无线传感器网络的节能路由协议
3. High Efficient Routing Protocol for Wireless Sensor Networks Based on Machine Learning [J] . DUO PENG, SUO PING LI, QIU-YU ZHANG Journal of Residuals Science & Technology . 2016,第3期

机译：基于机器学习的无线传感器网络高效路由协议
4. Reinforcement Learning Based Routing Protocol for Wireless Body Sensor Networks [C] . Farzad Kiani 2017 IEEE 7th International Symposium on Cloud and Service Computing . 2017

机译：基于增强学习的无线人体传感器网络路由协议
5. Energy efficient clustering and routing protocols for wireless sensor networks. [D] . Veyseh, Marziah. 2005

机译：无线传感器网络的节能集群和路由协议。
6. Energy-Efficient Fuzzy-Logic-Based Clustering Technique for Hierarchical Routing Protocols in Wireless Sensor Networks [O] . Abdulmughni Hamzah, Mohammad Shurman, Omar Al-Jarrah, 2019

机译：无线传感器网络中基于节能逻辑的分层路由协议聚类技术
7. Adaptive technique for energy management in wireless sensor networks. Development, simulation and evaluation of adaptive techniques for energy efficient routing protocols applied to cluster based wireless sensor networks. [O] . Ghneimat Ahmed Ali Hassan 2012

机译：无线传感器网络中能量管理的自适应技术。开发，仿真和评估适用于基于集群的无线传感器网络的节能路由协议的自适应技术。

Efficient Routing Protocol for Wireless Sensor Network based on Reinforcement Learning

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