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基于KF/PF测距滤波的UWB精确定位试验研究 被引量:5
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作者 姚健 刘送永 +1 位作者 崔玉明 顾聪聪 《煤炭工程》 北大核心 2021年第9期122-126,共5页
针对UWB定位过程中,因NLOS误差和测距噪声干扰,存在定位精度和可靠性较低的问题,在UWB定位解算的基础上,利用KF和PF对UWB测距值进行滤波,以削弱NLOS误差和测距噪声的影响。实验结果表明,基于KF和PF测距滤波的方法可以较好的抑制NLOS误... 针对UWB定位过程中,因NLOS误差和测距噪声干扰,存在定位精度和可靠性较低的问题,在UWB定位解算的基础上,利用KF和PF对UWB测距值进行滤波,以削弱NLOS误差和测距噪声的影响。实验结果表明,基于KF和PF测距滤波的方法可以较好的抑制NLOS误差和测距噪声的影响,KF滤波后测距误差小于3cm, PF滤波后测距误差小于1cm,相较于UWB直接测距解算,静态定位条件下,经KF和PF测距滤波处理后,KF测距滤波定位误差降低了39.3%,PF测距滤波定位误差降低了75.4%;动态定位条件下,KF测距滤波定位误差降低了39.21%,PF测距滤波定位误差降低了50.48%。 展开更多
关键词 UWB 定位 测距滤波 卡尔曼滤波 粒子滤波
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Hybrid ToA and IMU indoor localization system by various algorithms 被引量:4
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作者 CHEN Xue-chen CHU Sheng +1 位作者 LI Fan CHU Guang 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第8期2281-2294,共14页
In this paper, we integrate inertial navigation system (INS) with wireless sensor network (WSN) to enhance the accuracy of indoor localization. Inertial measurement unit (IMU), the core of the INS, measures the accele... In this paper, we integrate inertial navigation system (INS) with wireless sensor network (WSN) to enhance the accuracy of indoor localization. Inertial measurement unit (IMU), the core of the INS, measures the accelerated and angular rotated speed of moving objects. Meanwhile, the ranges from the object to beacons, which are sensor nodes with known coordinates, are collected by time of arrival (ToA) approach. These messages are simultaneously collected and transmitted to the terminal. At the terminal, we set up the state transition models and observation models. According to them, several recursive Bayesian algorithms are applied to producing position estimations. As shown in the experiments, all of three algorithms do not require constant moving speed and perform better than standalone ToA system or standalone IMU system. And within them, two algorithms can be applied for the tracking on any path which is not restricted by the requirement that the trajectory between the positions at two consecutive time steps is a straight line. 展开更多
关键词 indoor localization time of arrival (ToA) inertial measurement unit (IMU) Bayesian filter extended Kalman filter MAP algorithm
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Passive ranging algorithm in terms of polar coordinates 被引量:1
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作者 浦甲伦 崔乃刚 荣思远 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2009年第3期428-430,共3页
For the missile with passive seeker,the improvement of passive ranger's precision is one of the key issues in development of the defense penetrate strategy. On the offensive warheads,the infrared imaging device wa... For the missile with passive seeker,the improvement of passive ranger's precision is one of the key issues in development of the defense penetrate strategy. On the offensive warheads,the infrared imaging device was used to measure the line-of-sight angle information of the blocker,and then using the algorithm of Kalman Filter under polar coordinates,the distance from the blocker to the warheads was obtained. The simulation result under polar coordinates was compared with that of Cartesian coordinate. The validity of the method was analyzed,and the schemes of improvement were brought out. 展开更多
关键词 KF passive ranging polar coordinate
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ESTIMATION OF TIME DEPENDENT CARBON TRANSFER COEFFICIENTS USING NET ECOSYSTEM EXCHANGE DATA
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作者 Luther WHITE 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2010年第3期640-664,共25页
Time dependent carbon transfer coefficients are estimated using ecosystem exchange databy minimizing over variable observational intervals,Kalman filter,and variational minimization techniques.Transfer coefficients ar... Time dependent carbon transfer coefficients are estimated using ecosystem exchange databy minimizing over variable observational intervals,Kalman filter,and variational minimization techniques.Transfer coefficients are determined by application of estimation procedures to subintervalsfrom a partition of the observational time period,minimizing the variance of analyzed errors withoutthe imposition of a priori transfer coefficient models in Kalman filters,and minimization with respectto transfer coefficients in variational fit-to-data functionals.Results are compared between methodsand seasonal variability is observed in the transfer coefficients. 展开更多
关键词 Inverse problems kalman filter stochastic differential equations variance minimization.
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