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Volume 25 Issue 3
Mar.  2003
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Wen Chcnglin, Chen Zhiguo, Yan Liping, Zhou Donghua. The multisacale recrsive fusion estimation based on dynamic systems of multirate sensors[J]. Journal of Electronics & Information Technology, 2003, 25(3): 306-312.
Citation: Wen Chcnglin, Chen Zhiguo, Yan Liping, Zhou Donghua. The multisacale recrsive fusion estimation based on dynamic systems of multirate sensors[J]. Journal of Electronics & Information Technology, 2003, 25(3): 306-312.

The multisacale recrsive fusion estimation based on dynamic systems of multirate sensors

  • Received Date: 2001-10-18
  • Rev Recd Date: 2002-03-26
  • Publish Date: 2003-03-19
  • By combining the model-based analysis method for dynamic systems with multi-scale signal transformation method based on statistical characteristics, this paper proposed a group of multiscale dynamic models and multiscale error models based on the dynamic systems which consist of a state model given at the finest scale and multisensor having different sample rates at different scales. A new multiscale recursive fusion estimation algorithm is put forward by use of the recursive relationship between scales. At the finest scale the optimal fusion estimates are obtained on the basis of global information. Finally the validity of the method is proved and the effectiveness of the new algorithm is illustrated by use of an example.
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  • 文成林,周东华,多尺度估计理论及其应用,北京,清华大学出版社,2002,9,221-233.[2]潘泉,张洪才,戴冠中,基于阈值决策的子波域滤波算法研究,电子学报,1998,26(1),583-586.[3]M. Basseville, A. Benveniste, K. C. Chou, S. A. Golden, R. Nikoukhah, A. S. Willsky, Modeling and estimation of multi-resolution stochastic processes, IEEE Trans. on Information Theory,1992, IT-38(2), 766-784.[4]K.C. Chou, A. S. Willsky, R. Nikoukhah, Multiscale systems, Kalman filters, and Riccati equations, IEEE Trans. on Automatic Control, 1994, AC-39(3), 479-492.[5]R. Cristi, M. Tummala, Multi-rate, multi-resolution, recursive Kalman filter, Signal Processing,2000, 80(9), 1945-1958.[6]文成林,周东华,潘泉,张洪才,多尺度动态模型单传感器动态系统分布式信息融合,自动化学报,2001,27(2),158-165.[7]文成林,多传感器单模型动态系统多尺度数据融合,电子学报,2001,29(3),341-345.[8]Wen Chenglin, Pan Quan, Zhang Hongcai, Dai Guanzhong, Multi-sensor single model multiscale fusion, Control Theory and Applications, 2000, 17(6), 841-846.
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