刘运兵, 赵渊, 李哲, 裴俊艺, 林艳青, 冯馨仪. 基于基站的计量终端定位算法研究[J]. 电力信息与通信技术, 2021, 19(5): 53-58. DOI: 10.16543/j.2095-641x.electric.power.ict.2021.05.008
引用本文: 刘运兵, 赵渊, 李哲, 裴俊艺, 林艳青, 冯馨仪. 基于基站的计量终端定位算法研究[J]. 电力信息与通信技术, 2021, 19(5): 53-58. DOI: 10.16543/j.2095-641x.electric.power.ict.2021.05.008
LIU Yunbing, ZHAO Yuan, LI Zhe, PEI Junyi, LIN Yanqing, FENG Xinyi. Research on Metering Terminal Positioning Algorithm Based on Base Station[J]. Electric Power Information and Communication Technology, 2021, 19(5): 53-58. DOI: 10.16543/j.2095-641x.electric.power.ict.2021.05.008
Citation: LIU Yunbing, ZHAO Yuan, LI Zhe, PEI Junyi, LIN Yanqing, FENG Xinyi. Research on Metering Terminal Positioning Algorithm Based on Base Station[J]. Electric Power Information and Communication Technology, 2021, 19(5): 53-58. DOI: 10.16543/j.2095-641x.electric.power.ict.2021.05.008

基于基站的计量终端定位算法研究

Research on Metering Terminal Positioning Algorithm Based on Base Station

  • 摘要: 针对电网公司对计量终端位置信息的要求,文章利用无线传输网络对计量终端定位的方法,进而对定位算法进行研究。基本定位算法采用典型的三点定位算法,利用终端接收到的周围基站的信号强度及位置信息对终端进行定位。同时,针对信号传输过程中存在的非视距误差,采用BP人工神经网络的算法依据环境调节权值以减少误差,并应用matlab进行了仿真。结果表明,利用BP神经网络训练后得到的距离值更接近期望值。同时,在实际应用训练模型过程中,对应用环境的湿度信息进行采集,调整参数使得计算结果更具实时性。

     

    Abstract: In order to meet the requirement of power grid company for position information of metering terminal, this paper adopts the method of positioning metering terminal by using wireless transmission network, and then studies the positioning algorithm. The basic positioning algorithm uses the typical three-point positioning algorithm, and uses the signal intensity and position information of the base station to locate the terminal. At the same time, aiming at the non-line-of-sight error in the process of signal transmission, BP artificial neural network algorithm is used to adjust the weight value according to the environment to reduce the error. The Matlab simulation results show that the distance trained by BP neural network is closer to the expected value. At the same time, in the process of applying the training model, the humidity information of the application environment is collected and the parameters are adjusted to make the results more real-time.

     

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