首页|基于区分服务的IEEE 802.15.4信道接入机制

基于区分服务的IEEE 802.15.4信道接入机制

扫码查看
在部署密集、流量较大的物联网场景下,传统的IEEE 802。15。4 网络的区分服务机制无法保证数据信道接入的可靠性和高效性,因此设计了基于区分服务的 802。15。4 网络自适应CSMA/CA机制。首先在MAC上层,设计LAW排队策略为不同优先级数据提供区分服务;此外,引入强化学习提出QCSMA自适应退避算法,利用强化学习为退避参数BE创建Q值来有效地改进CSMA/CA退避策略,使节点能高效接入信道。仿真结果表明,设计的算法与IEEE 802。15。4 协议相比,高优先级数据平均端到端延迟降低了 13。35%,数据包投递率提升了32。79%,每个数据包的平均能耗降低了23。8%。
IEEE 802.15.4 channel access mechanism based on Differentiated services
In the Internet of Things scenario with dense deployment and heavy traffic,the traditional discriminant service mechanism of IEEE 802.15.4 network cannot guarantee the reliability and efficiency of data channel access.Therefore,this paper designs an adaptive CSMA/CA mechanism of 802.15.4 network based on discriminant service.Firstly,at the upper level of MAC,the LAW queuing strategy is designed to provide differentiated services for data with different priorities.In addition,a QCSMA adaptive backoff algorithm is proposed by introducing reinforcement learning.The algorithm uses reinforcement learning to create Q values for the backoff parameter BE to effectively im-prove the CSMA/CA backoff strategy,so that nodes can access the channel efficiently.Simulation results show that compared with the IEEE 802.15.4 protocol,the proposed algorithm can reduce the average end-to-end delay of high-priority data by 13.35%,improve the packet delivery rate by 32.79%,and reduce the average energy consumption of each packet by 23.8%.

Wireless sensor networkDifferentiated services(DS)Reinforcement learning

邓祺盛、彭大芹

展开 >

重庆邮电大学通信与信息工程学院,重庆 400065

无线传感器网络 区分服务 强化学习

国家自然科学基金

62171072

2024

计算机仿真
中国航天科工集团公司第十七研究所

计算机仿真

CSTPCD
影响因子:0.518
ISSN:1006-9348
年,卷(期):2024.41(4)
  • 17