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《Electronics Optics & Control》 2009-11
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Application of Adaptive Kalman Filter Tolerant to Outliers in MEMS Accelerometer Signal Processing

YAN Xin,LIU Jieyu,NING Xiaolei,WANG Lei(The Second Artillery Engineering College,Xi'an 710025,China)  
The output signal of MEMS accelerometer may have outliers when used in complex environment,and the prior distribution to its noise characteristics is known insufficiently.An adaptive Kalman filtering algorithm tolerant to outliers was used to improve the measurement accuracy of the MEMS accelerometer.By adding a weighting function to the adaptive Kalman filter's new information,the method can adjust the weighting factor adaptively according to the changing of the variance and mean value of new information,so it can keep the initial properties.The method was used for output signal.The result showed that the method can eliminate the outliers on line effectively and prevent filtering divergence.Therefore it is feasible for improving the measurement accuracy of the accelerometer.
【CateGory Index】: TH824.4
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【References】
Chinese Journal Full-text Database 1 Hits
1 Luo Hao;Song Yu;Xichang satellite launch center of China;;Design and analysis of spherical accelerometer based on piezoelectricity[J];Electronic Measurement Technology;2013-11
【Citations】
Chinese Journal Full-text Database 4 Hits
1 ZHENG Jia-hua,WANG Hong-li,DUAN Xiao-qing,HOU Qing-jian(The Second Artillery Engineering Institute,Xi'an 710025,China);Application of adaptive Kalman filter in initial alignment of SINS on stationary base[J];Electronics Optics & Control;2008-06
2 ZHANG Shao-jun,WANG Hong-li,CAI Zong-ping (The Second Artillery Engineering College,Xi'an 710025,China);On fuzzy adaptive Kalman filtering for MIMU/GPS integrated navigation[J];Electronics Optics & Control;2008-08
3 LIU Hai feng,YAO Yu (Simulation Center, Harbin Institute of Technology,Harbin 150001,China);Study for Outliers Based on Kalman Filtering[J];Computer Automated Measurement & Control;2001-06
4 HU Feng SUN Guoji (System Engineering Institute,Xi'an Jiaotong University,Xi'an 710049);FAULT\|TOLERANT IMPROVEMENT ON KALMAN FILTER[J];;1999-05
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 YANG Peng,LI Qing(School of Automation,Beijing Information Science and Technology University,Beijing 100192,China);LS-SVM'S application in the initial alignment of SINS[J];Journal of Beijing Information Science & Technology University;2010-04
2 Kou Yanhong Zhang Qishan Li Xianliang(Dept. of Electronic Engineering, Beijing University of Aeronautics and Astronautics);Data Fusion Algorithm for GPS/DR Integrated Vehicle Navigation System[J];Journal of Beijing University of Aeronautics and Astronautics;2003-03
3 Wu Hongjie Qi Bojin Zheng Minxin Liu Yongzhe(School of Mechanical Engineering and Automation,Beijing University of Aeronautics and Astronautics,Beijing 100083,China);Ni-MH battery state-of-charge estimation based on Kalman filter[J];Journal of Beijing University of Aeronautics and Astronautics;2007-08
4 TANG Yu-zhi1,2,MA Yuan-liang1,CAI Zong-yi2, WU Zu-tang2,WANG Zhan-jiang2 (1.School of Marine Engineering,Northwestern Polytechnical University, Xi'an 710072,Shaanxi,China; 2.Northwest Institute of Nuclear Technology,Xi'an 710024,Shaanxi,China);Relevancy between ground-motion signals caused by underground chemical explosion[J];Explosion and Shock Waves;2009-05
5 FANG Lin1a,ZHAO Yue-fang1b,HE Ying-yun2(1.Southeast University,a.School of Mechanical Engineering,b.School of Instrument Science and Engineering,Nanjing Nanjing 210096,China;2.ChongQing Huayu Electric Meter Main Plant,ChongQing 400021,China);Study on EFRLS Algorithm for Strapdown Inertial Attitude Measurement System[J];Ship Engineering;2012-02
6 ZHU Lian-xiang,KUANG Lu-juan(Chongqing Key Laboratory of Signal and Information Processing,Chongqing University of Posts and Telecommunications,Chongqing 400065,China);Application of spherical simplex sampling based backward-smoothing UKF to single observer passive tracking[J];Journal of Chongqing University of Posts and Telecommunications(Natural Science Edition);2010-03
7 Tong Yude,Zhou Yongyu,Chen Yongbing,Zhou Gang (College of Naval Architecture and Power,Naval University of Engineering,Wuhan 430033,China);Kalman Filter Parameter Identification and Emulate Based on Matlab[J];Marine Electric & Electronic Engineering;2009-08
8 Chen Junjie1,Xin Guanjie2,Wang Zhanjun 1,Yan Hang3 (1.Navy 92323 Group,Qingdao 266000,China;2.Department of Navigation Engineering,Naval University of Engineering,Wuhan 430033,China;3.Department of Electronics and Information Engineering,Huazhong University of Science and Technology,Wuhan 430074,China);Post-assessment Algorithm of INS/GPS with Attitude Correction Integrated Navigation System Based on Interval Smoothing[J];Marine Electric & Electronic Engineering;2010-10
9 ZHANG Xinghua,LIU Chao(College of Physics and Electronic Engineering,Shanxi University,Shanxi,Taiyuan 030006,China);Study on Restraining Outliers of Kalman Filter Based on One-Step Singular Correlation Law[J];Journal of Test and Measurement Technology;2010-05
10 Jia Rong Xu Qihui Tian Lulin Li Hui Liu Wei (Xi’an University of Technology Xi’an 710048 China);Denoising of Partial Discharge Based on Empirical Mode Decomposition and Intrinsic Mode Function Reconstruction[J];Transactions of China Electrotechnical Society;2008-01
China Proceedings of conference Full-text Database 10 Hits
1 Liu Wenbin,Lai Xuzhi,Wu Min School of Information Science and Engineering,Central South University,Changsha 410083,P.R.China;State Fuzzy Estimation Based on Online Time-delay Detection for Industrial Wireless Networked Control Systems[A];[C];2008
2 ;Optimization of MultiTouch Based on Kalman Filter Tracking Algorithm[A];[C];2010
3 Zhang Ting Wang Bo (Department of Automatic Control, Beijing Institute and Technology, Beijing 100081, China);New judgment method of continuous outliers[A];[C];2005
4 Wu Liqiang Han Jingqing (Institute of Systems Science, Academy of Mathematics and Systems Science, CAS, Beijing 100080);A Method of Outliers-eliminating Based on TD filter[A];[C];2003
5 Zhang Ting Wang Bo (Department of Automatic Control, Beijing Institute and Technology, Beijing 100081, China);New judgment method of continuous outliers[A];[C];2005
6 Kuang Lu juan Zhu Lian xiang (Chongqing Key Laboratory of Signal and Information Processing(CqKLS&IP),Chongqing University Of Posts and Telecommunications(CQUPT),Chongqing,400065,China);Application of Backward-Smoothing UKF to Single Observer Passive Tracking[A];[C];2009
7 Hu Feng Huang Liusheng Department of Computer Science& Technology, University of Science&Technology of China,Hefei,230027 Sun Guoji Institute of System Engineering , Xi'an Jiaotong University, 710049;Review and Prospect for FDD of Process with Faults Time after Time[A];[C];2003
8 YANG Xiao-gang, CAO Fei, MIAO Dong, HU Li-yong, GU Mao-song (303 Section, The second artillery engineering college, Xi' an 710025, China);Novel filtering and fusion algorithm for sequence image matching navigation[A];[C];2006
9 XiaoLu Wu;XiaoHu Fan;LiYing Liu;GuanChao Wei;The Second Artillery Engineering College,Sergeancy Academy;;Maneuver Target Tracking Algorithm Based On Intelligent Fuzzy Adaptive Filtering[A];[C];2014
10 Li Gang;Xie Ruichun;Wei Shaoyuan;Han Hailan;Automobile & Transportation Engineering College,Liaoning University of Technology;State Key Laboratory of Automotive Simulation and Control,Jilin University;;Vehicle Driving State Estimation Based on Adaptive Kalman Filter[A];[C];2014
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 Qian Huaming Xia Quanxi Que Xingtao Zhang Qiang(College of Automation,Harbin Engineering University,Harbin 150001,China);Simulation and experiment of random errors of MEMS gyroscope[J];Journal of Beijing University of Aeronautics and Astronautics;2010-06
2 Huang XiaokaiChen YunxiaKang Rui(School of Reliability and Systems Engineering,Beijing University of Aeronautics and Astronautics,Beijing 100191,China);Bias and scale factor drift modeling methods for accelerometers[J];Journal of Beijing University of Aeronautics and Astronautics;2010-10
3 JI Xun-sheng 1,2 , WANG Shou-rong1 (1.Department of Instrument Science and Engineering, Southeast University, Nanjing 210096, China; 2.School of Communication&Control, Southern University, Wuxi Jiangsu 214063, China );Application of the Wavelet Transformation in the MEMS Gyroscope De-Noise[J];Chinese Journal of Sensors and Actuators;2006-01
4 LI Jie, ZHANG Wen-dong, LIU Jun National Key Laboratory for Electronic Measurement Technology, Department of Electronic Science and Technology, North University of China, Taiyuan 030051,china;Research on the Application of the Time-Serial Analysis Based Kalman Filter in MEMS Gyroscope Random Drift Compensation[J];Chinese Journal of Sensors and Actuators;2006-05
5 LI Guo-feng,WANG Jin,ZHANG Yong,SHAO Wei,DONG Hai-kun,LIANG Ke(Department of Electronic Science and Technology,Nankai University,Tianjin 300071,China);Intelligent Input System Based on MEMS Accelerometer[J];Chinese Journal of Sensors and Actuators;2009-05
6 JING Lei,MA Wenjun,CHANG Danhua(Institute of Information Science and Technology,Yanshan University,Qinhuangdao Hebei 066004,China);Gesture Acceleration Signals Recognition Based on Dynamic Time Warping[J];Chinese Journal of Sensors and Actuators;2012-01
7 CHEN Xuguang,YANG Ping,CHEN Yi(School of Mechatronics Engineering,University of Electronic Science and Technology of China,Chengdu 611731,China);Analysis and Processing on Zero Position Error of MEMS Gyroscope[J];Chinese Journal of Sensors and Actuators;2012-05
8 QIAN Hua-ming1,XIA Quan-xi1,2,AN Di1,ZHANG Qiang1(1.College of Automation,Harbin Engineering University,Harbin 150001,China;(2.Institute of Surveying and Mapping,Information Engineering University of PLA,Zhengzhou 450002,China);Application of heuristic drift reduction algorithm in data processing for MEMS gyroscope[J];Transducer and Microsystem Technologies;2010-03
9 GUO Xiao-hong1,YANG Zhong1,CHEN Zhe2,YANG Cheng-shun1,GONG Hua-jun1(1.School of Automation,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China; 2.UAV Research Institute,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China);Application of extended Kalman filter and complementary filter in attitude estimation[J];Transducer and Microsystem Technologies;2011-11
10 GAO Wei-guang1,3,YANG Yuan-xi2,ZHANG Ting3(1.Institute of Surveying and Mapping,University of Information Engineering,Zhengzhou 450052,China;2.Xi′an Research Institute of Surveying and Mapping,Xi′an 710054,China;3.61081 Troops,Beijing 100094,China);Neural Network Aided Adaptive Filtering for GPS/INS Integrated Navigation[J];Acta Geodaetica et Cartographica Sinica;2007-01
【Secondary Citations】
Chinese Journal Full-text Database 9 Hits
1 Zhang Yu\ Fang Jiancheng(School of Astronautics, Beijing University of Aeronautics and Astronautics, Beijing 100083, China);Fuzzy adaptive Kalman filtering for spacecraft celestial navigation[J];Journal of Beijing University of Aeronautics and Astronautics;2004-08
2 YUAN Qiong-qing,LI Yan-peng (National University of Defense Technology, Changsha 410073, China);Design of a noise eliminator based on Kalman adaptive filter[J];Electronics Optics & Control;2004-03
3 HE Hong-wen,Hu Chang-hua,HUANG Hai,YUAN Jing(The Second Artillery Engineering Institute,Xi'an 710025,China);A method for improving the static-state initial alignment accuracy of SINS[J];Electronics Optics & Control;2005-05
4 YAO Zhi-ying,LIU Dong,LIU Guang-bin(Second Artillery Engineering Institute,Xi'an 710025,China);INS/TAN navigation based on particle filter[J];Electronics Optics & Control;2006-03
5 LIU Wen-mei,DONG Chao-yang,WANG Qing(School of Automation Science and Electrical Engineering,Beijing University of Aeronautics & Astronautics,Beijing 100083,China);Design and simulation of a fuzzy target tracker based on H_∞ suboptimal filter[J];Electronics Optics & Control;2006-05
6 LIU Hai-feng, YAO Yu, LU Di, MA Jie(Simulation Center, Harbin Institute of Technology, Harbin 150001, China);Study for outliers based on Kalman filtering[J];Electric Machines and Control;2003-01
7 Bai Jing Liu Jianye Yuan XinCbllege cf Autcmation Engineering, Nanjing University ofAeronautics & Astronautics, Nanjing 210016;Study of Fuzzy Adaptive Kalman Filtering Technique[J];Aerospace Control;2002-01
8 LIU Hai feng,YAO Yu (Simulation Center, Harbin Institute of Technology,Harbin 150001,China);Study for Outliers Based on Kalman Filtering[J];Computer Automated Measurement & Control;2001-06
9 HU Fong (Xi'an Satellite Control Center Xi'an, 710043, PRC)FAN Jincheng (Department of Mathematics, Xi'an Jiaotong University Xi'an 710049, PRC);The Bounded Influence Filters for Dynamic-Measurement Systems[J];Control Theory & Applications;1993-01
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