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基于改进灰色-马尔可夫模型的LTE-R越区切换算法
引用本文:王瑞峰,范文静.基于改进灰色-马尔可夫模型的LTE-R越区切换算法[J].重庆大学学报(自然科学版),2023,46(7):44-52.
作者姓名:王瑞峰  范文静
作者单位:兰州交通大学 自动化与电气工程学院,兰州 730070
基金项目:国家自然科学基金资助项目(61661027)。
摘    要:高速列车在越区切换过程中,由于路径损耗和地形等因素的影响,参考信号接收功率(reference signal receiving power, RSRP)会发生上下波动,采用基于A3事件的传统越区切换判决方法,会导致发生乒乓切换和切换成功率下降。文中提出基于改进灰色-马尔可夫模型的切换算法,改进灰色-马尔可夫模型对参考信号接收功率进行处理和预测,结合预承载方法,利用处理结果作为切换判决依据执行切换过程。仿真结果表明,采用改进切换算法,使列车接收到的源小区和目标小区RSRP值的波动情况得到明显改善,乒乓切换概率更低,切换成功率得以有效提高。

关 键 词:高速铁路  LTE-R  列车通信系统  越区切换  灰色-马尔可夫模型  乒乓切换
收稿时间:2022/4/12 0:00:00

Research on LTE-R handover algorithm based on improved grey-Markov model
WANG Ruifeng,FAN Wenjing.Research on LTE-R handover algorithm based on improved grey-Markov model[J].Journal of Chongqing University(Natural Science Edition),2023,46(7):44-52.
Authors:WANG Ruifeng  FAN Wenjing
Institution:School of Automation and Electrical Engineering, Lanzhou Jiaotong University, Lanzhou 730070, P. R. China
Abstract:During the handover process of high-speed trains, the reference signal receiving power (RSRP) experiences fluctuations caused by path loss and terrain, leading to issues with the traditional A3 event-based handover decision method, such as ping-pong occurrences and a decrease in handover success rate. To address this problem, a handover algorithm based on an improved gray-Markov model is proposed. This algorithm processes and predicts the received power of the reference signal using an enhanced grey-Markov model. The handover process then utilizes the prediction results as the basis for the handover decision based on the preloading method. Simulation results demonstrate that the improved handover algorithm significantly reduces the fluctuation of RSRP values received by the train, lowers the probability of ping-pong handovers, and effectively improves the handover success rate.
Keywords:high speed railway  LTE-R  train communication system  handover  Grey-Markov  ping-pong handovers
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