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NLOS环境下的卡夫曼滤波跟踪定位算法 被引量:3
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作者 孙克辉 蔡永棋 《微计算机信息》 2009年第21期163-165,共3页
蜂窝网无线定位技术中,非视距(NLOS)误差的存在使得蜂窝网无线定位技术的定位精度急剧下降。针对NLOS环境,对基于卡夫曼滤波的动态跟踪定位算法进行了改进。首先引入判决机制鉴别测量值中NLOS信息,并根据鉴别信息对测量值进行加权重构处... 蜂窝网无线定位技术中,非视距(NLOS)误差的存在使得蜂窝网无线定位技术的定位精度急剧下降。针对NLOS环境,对基于卡夫曼滤波的动态跟踪定位算法进行了改进。首先引入判决机制鉴别测量值中NLOS信息,并根据鉴别信息对测量值进行加权重构处理,然后利用加权重构后的测量值再进行卡夫曼滤波跟踪定位,有效抑制了NLOS误差的影响。实验结果表明,算法在较为恶劣的NLOS环境下获得了较高定位精度。 展开更多
关键词 非视距误差 到达时间差 卡夫曼滤波 定位算法
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Pressure-tracking control of a novel electro-hydraulic braking system considering friction compensation 被引量:11
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作者 雍加望 高峰 +1 位作者 丁能根 HE Yu-ping 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第8期1909-1921,共13页
This work presents an integrated pressure-tracking controller for a novel electro-hydraulic brake(EHB) system considering friction and hydraulic disturbances. To this end, a mathematical model of an EHB system, consis... This work presents an integrated pressure-tracking controller for a novel electro-hydraulic brake(EHB) system considering friction and hydraulic disturbances. To this end, a mathematical model of an EHB system, consisting of actuator and hydraulic sub-systems, is derived for describing the fundamental dynamics of the system and designing the controller. Due to sensor inaccuracy and measurement noise, a Kalman filter is constructed to estimate push rod stroke for generating desired master cylinder pressure. To improve pressure-tracking accuracy, a linear friction model is generated by linearizing the nonlinear Tustin friction model, and the unmodeled friction disturbances are assumed unknown but bounded. A sliding mode controller is designed for compensating friction disturbances, and the stability of the controller is investigated using the Lyapunov method. The performance of the proposed integrated controller is evaluated with a hardware-in-the-loop(HIL) test platform equipped with the EHB prototype. The test results demonstrate that the EHB system with the proposed integrated controller not only achieves good pressure-tracking performance, but also maintains robustness to friction disturbances. 展开更多
关键词 electro-hydraulic brake brake-by-wire Kalman filter sliding mode control pressure-tracking friction compensation
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Mobile robot simultaneous localization and map building based on improved particle filter
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作者 厉茂海 Hong Bingrong Wei Zhenhua 《High Technology Letters》 EI CAS 2006年第4期385-391,共7页
We present an investigation into the use of pan tilt zoom camera and sonar sensors for simuhaneous localization and mapping with artificial colored landmarks. An improved particle filter is applied to estimate a poste... We present an investigation into the use of pan tilt zoom camera and sonar sensors for simuhaneous localization and mapping with artificial colored landmarks. An improved particle filter is applied to estimate a posterior of the pose of the robot, in which each particle has associated it with an entire map. The distributions of landmarks are also represented by particle sets, where separate particles are used to represent the robot and the landmarks. Hough transform is used to extract line segments from sonar observations and build map simultaneously. The key advantage of our method is that the full posterior over robot poses and landmarks can be nonlinearly approximated at every point in time by particles. Especially the landmarks are affixed on the moving robots, which can reduce the impact of the depletion problem and the impoverishment problem produced by basic particle filter. Experimental results show that this approach has advantages over the basic particle filter and the extended Kalman filter. 展开更多
关键词 mobile robot particle filter simultaneous localization and mapping Hough transform extended Kalman filter
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PEAK COVARIANCE STABILITY OF A RANDOM RICCATI EQUATION ARISING FROM KALMAN FILTERING WITH OBSERVATION LOSSES 被引量:2
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作者 Li XIE Lihua XIE 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2007年第2期262-272,共11页
We consider the stability of a random Riccati equation with a Markovian binary jump coefficient. More specifically, we are concerned with the boundedness of the solution of a random Riccati difference equation arising... We consider the stability of a random Riccati equation with a Markovian binary jump coefficient. More specifically, we are concerned with the boundedness of the solution of a random Riccati difference equation arising from Kalman filtering with measurement losses. A sufficient condition for the peak covariance stability is obtained which has a simpler form and is shown to be less conservative in some cases than a very recent result in existing literature. Furthermore, we show that a known sufficient condition is also necessary when the observability index equals one. 展开更多
关键词 Kalman filtering observation losses Random Riccati equations STABILITY stopping time
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