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蓝牙室内测距模型研究与精度分析
引用本文:张亚磊,王坚,韩厚增,杨燈.蓝牙室内测距模型研究与精度分析[J].测绘科学,2021,46(3):1-7,66.
作者姓名:张亚磊  王坚  韩厚增  杨燈
作者单位:北京建筑大学测绘与城市空间信息学院,北京102616
基金项目:国家自然科学基金项目(41874029);北京建筑大学研究生创新项目(PG2019054)。
摘    要:针对低功耗蓝牙进行室内定位过程中,蓝牙信号在室内传播过程中受到多路径、反射、非视距等误差的影响,导致蓝牙信号值存在波动性、奇异值等问题,进一步导致测距误差较大。为了验证环境对信号传播的影响,本文验证了3种主要影响因素对信号值的影响,并提出3种滤波方法对采集的初始值进行预处理;根据实际环境利用最小二乘法分段拟合测距模型;根据拟合的测距模型与处理后的RSSI值,得到准确的测距信息。实验表明,利用分段拟合的测距模型和混合滤波方法处理后的强度值,测距精度得到了明显的提高。

关 键 词:RSSI  低功耗蓝牙  高斯滤波  中值滤波  分段拟合

Research and precision analysis of indoor ranging model based on Bluetooth
ZHANG Yalei,WANG Jian,HAN Houzeng,YANG Deng.Research and precision analysis of indoor ranging model based on Bluetooth[J].Science of Surveying and Mapping,2021,46(3):1-7,66.
Authors:ZHANG Yalei  WANG Jian  HAN Houzeng  YANG Deng
Institution:(School of Geomatics and Urban Spatial Informatics,Beijing University of Civil Engineering and Architecture,Beijing 102616,China)
Abstract:Aiming at the problem that the Bluetooth signal value existed fluctuation and singular value due to the influence of multipath,signal reflection and NLOS,et al.in the process of indoor positioning,therefore,Bluetooth ranging error was large.In order to verify the influence of environmental factors on Bluetooth signal propagation,three experiments with different environmental influence factors were designed.Firstly,three filtering methods were proposed to preprocess the initial values of Bluetooth signals.Then,least square method was used to fit the ranging model in different segment according to the actual environment.Finally,accurate ranging information was obtained according to the fitted ranging model and the processed RSSI value.The final experiments showed that using the segmented-fitting ranging model and the intensity value processed by the hybrid filtering method,the ranging accuracy had been significantly improved.
Keywords:RSSI  low power bluetooth  Gaussian filtering  median filtering  piecewise fitting
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