吉林大学学报(工学版) ›› 2015, Vol. 45 ›› Issue (1): 314-321.doi: 10.13229/j.cnki.jdxbgxb201501046

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Augmented target tracking algorithm based on SRCKF for joint estimation of state and sensor systematic error

LIU Yu,HE You,WANG Hai-peng,DONG Kai   

  1. Research Institute of Information Fusion, Naval Aeronautical and Astronautical University, Yantai 264001,China
  • Received:2013-05-02 Online:2015-02-01 Published:2015-02-01

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Abstract: Considering three dimensional target tracking systems with unknown systematic error, in order to obtain the joint estimation of target state and sensor systematic error, an augmented target tracking algorithm based on Square-root Cubature Kalman Filter (SRCKF) is proposed. The performance of proposed estimation method is analyzed with a numerical example taking account the root mean square error and average computational cost. Simulation results show that the effectiveness of the proposed algorithm is higher than that of the algorithm based on extended Kalman filter in the aspects of estimation accuracy and filtering stability.

Key words: communication, radar networking, sensor systematic error, joint state estimation, cubature Kalman filter

CLC Number: 

  • TN957
[1] Bar-Shalom Y, Li X R. Multitarget-Multisensor Tracking: Principles and Technique[M]. Stors C T: YBS Publishing, 1995.
[2] 何友, 王国宏, 关欣. 信息融合理论及应用[M]. 北京: 电子工业出版社, 2010.
[3] Farina A. Radar Data Processing (Vol. II)[M]. New York: Research Studies Press Ltd, 1985.
[4] Dana A M P. Registration: a prerequisite for multiple sensor tracking[C]∥Multitarget-multisensor Tracking, Advanced Applications, Bar-shalom Y Ed,Norwood: Artech House, 1990.
[5] Zhou Lin, Pan Quan, Liang Yan. Joint estimation of state and sensor systematic error in hybrid system[C]∥Proceedings of International Conference on Information Fusion, Singapore, 2012: 969-975.
[6] Burke J J. The SAGE real time quality control function and its interface with BUIC Ⅱ/BUIC Ⅲ[R]. MITRE Corporation Technical Report, No.308, 1996.
[7] Dana M P.Registration:a prerequisite for multiple sensor tracking[C]∥Multitarget-Multisensor Tracking,Advanced Applications,Bar-Shalom Y Ed, Norwood:Artech House, 1990.
[8] Zhou Yi-feng, Henry L. An exact maximum likelihood registration algorithm for data fusion[J]. IEEE Trans on Signal Processing, 1997, 45(6): 1560-1572.
[9] Zhou L, Pan Q, Liang Y. Application of improved SA-PSO in the system error registration[J]. Opto-Electronic Engineering, 2010, 37(9): 27-31,38.
[10] Lin X D, Bar-shalom Y. Multisensor-multitarget bias estimaiton for general asynchronous sensors[J]. IEEE Transactions on Aerospace and Electronic Systems, 2006, 41(3): 899-919.
[11] He Y, Song Q, Xiong W. A track registration correlation algorithm based on Fourier transform[J]. Acta Aeronautica et Astronautica Sinica, 2010, 31(2): 362-365.
[12] Nabaa N, Bishop R H. Solution to a multisensor tracking problem with sensor registration errors[J]. IEEE Trans on Aerospace and Electronic Systems, 1999, 35(1): 354-363.
[13] 宋强, 何友, 董云龙. 基于UKF的目标状态与系统偏差的联合估计算法[J]. 弹箭与制导学报,2007,27(3): 311-313,316.
Song Qiang, He You, Dong Yun-long. An augmented state target tracking algorithm with systematic errors based on the unscented Kalman filter[J]. Journal of Projectiles, Rockets, Missiles and Guidance,2007, 27(3): 311-313,316.
[14] Li Z H, Chen S Y, Leung H. Joint data association, registration, and fusion using EM-KF[J]. IEEE Transactions on Aerospace and Electronic Systems, 2010, 46(2): 496-507.
[15] Julier S J, Uhlmann J K. Unscented filtering and nonlinear estimation[J]. IEEE Review,2004,92(3): 401-421.
[16] Duník J, imandl M, Straka O. Performance analysis of derivative-free filters[C]∥Proceedings of the 44th IEEEConference on Decision and Control, and European Control Conference, Seville, 2005: 1941-1946.
[17] Arasaratnam I, Haykin S. Cubature Kalman filters[J]. IEEE Transactions on Automatic Control, 2009, 54(6): 1254-1269.
[18] 孙枫, 唐李军. Cubature 卡尔曼滤波与Unscented 卡尔曼滤波估计精度比较[J]. 控制与决策, 2013, 28(2): 303-308.
Sun Feng, Tang Li-jun. Estimation precision comparison of cubature Kalman filter and unscented Kalman filter[J]. Control and Decision,2013, 28(2): 303-308.
[19] 郝燕玲, 杨峻巍, 陈亮, 等. 基于SRCKF的水下航行器动基座初始对准技术[J]. 华中科技大学学报:自然科学版, 2012, 40(2): 123-127.
Hao Yan-ling, Yang Jun-wei, Chen Liang, et al. Initial alignment method of the dynamic based for underwater vehicles using SRCKF[J]. Journal of Huazhong University of Science and Technology(Natural Science Edition), 2012, 40(2): 123-127.
[20] 宋强, 何友, 董云龙. 一种目标状态与系统偏差的联合估计算法[J]. 弹箭与制导学报,2007, 27(4): 312-315,322.
Song Qiang, He You, Dong Yun-long. A joint estimation algorithm for state and systematic error[J]. Journal of Projectiles, Rockets, Missiles and Guidance, 2007, 27(4): 312-315,322.
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