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Volumn 13, Issue 7, 2006, Pages 445-448

Neural network-aided adaptive unscented Kalman filter for nonlinear state estimation

Author keywords

Neural network (NN); Nonlinear filtering; Online training; Unscented Kalman filter (UKF)

Indexed keywords

APPROXIMATION THEORY; LEARNING ALGORITHMS; MATHEMATICAL MODELS; MATRIX ALGEBRA; NEURAL NETWORKS; NONLINEAR FILTERING; STATE ESTIMATION;

EID: 33745715003     PISSN: 10709908     EISSN: None     Source Type: Journal    
DOI: 10.1109/LSP.2006.871854     Document Type: Article
Times cited : (101)

References (10)
  • 1
    • 0026745182 scopus 로고
    • "On the problem of local minima in backpropagation"
    • Jan
    • M. Gori and A. Tesi, "On the problem of local minima in backpropagation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 14, no. 1, pp. 76-86, Jan. 1992.
    • (1992) IEEE Trans. Pattern Anal. Mach. Intell. , vol.14 , Issue.1 , pp. 76-86
    • Gori, M.1    Tesi, A.2
  • 2
    • 0026841022 scopus 로고
    • "A real-time learning algorithm for a multilayered neural network based on the extended Kalman filter"
    • Apr
    • Y. Iiguni, H. Sakai, and H. Tokumaru, "A real-time learning algorithm for a multilayered neural network based on the extended Kalman filter," IEEE Trans. Signal Process., vol. 40, no. 4, pp. 959-966, Apr. 1992.
    • (1992) IEEE Trans. Signal Process. , vol.40 , Issue.4 , pp. 959-966
    • Iiguni, Y.1    Sakai, H.2    Tokumaru, H.3
  • 3
    • 0000221272 scopus 로고
    • "Training multilayer perceptions with the extended Kalman algorithm"
    • San Mateo, CA: Morgan Kaufmann
    • S. Singhal and L. Wu, "Training multilayer perceptions with the extended Kalman algorithm," in Advances in Neural Information Processing System I. San Mateo, CA: Morgan Kaufmann, 1989, pp. 133-140.
    • (1989) Advances in Neural Information Processing System I , pp. 133-140
    • Singhal, S.1    Wu, L.2
  • 4
    • 0025554953 scopus 로고
    • "Approximation and estimation techniques for neural networks"
    • Honolulu, HI, Dec
    • A. Stubberud and H. Wabgaonkar, "Approximation and estimation techniques for neural networks," in Proc. 28th Conf. Decision Control, Honolulu, HI, Dec. 1990, pp. 2736-2740.
    • (1990) Proc. 28th Conf. Decision Control , pp. 2736-2740
    • Stubberud, A.1    Wabgaonkar, H.2
  • 5
    • 0029199714 scopus 로고
    • "A new approach for filtering nonlinear systems"
    • Seattle, WA, Jun
    • J. Julier, K. Uhlmann, and F. Durrant-Whyte, "A new approach for filtering nonlinear systems," in Proc. American Control Conf., Seattle, WA, Jun. 1995, pp. 1628-1632.
    • (1995) Proc. American Control Conf. , pp. 1628-1632
    • Julier, J.1    Uhlmann, K.2    Durrant-Whyte, F.3
  • 6
    • 0033723743 scopus 로고    scopus 로고
    • "A new method for the nonlinear transformation of means and covariances in filters and estimators"
    • Mar
    • J. Julier and K. Uhlmann, "A new method for the nonlinear transformation of means and covariances in filters and estimators," IEEE Trans. Autom. Control, vol. 45, no. 3, pp. 477-482, Mar. 2000.
    • (2000) IEEE Trans. Autom. Control , vol.45 , Issue.3 , pp. 477-482
    • Julier, J.1    Uhlmann, K.2
  • 7
    • 21244437999 scopus 로고    scopus 로고
    • "Unscented filtering and nonlinear estimation"
    • Mar
    • J. Julier, and K. Uhlmann, "Unscented filtering and nonlinear estimation," Proc. IEEE, vol. 92, no. 3, pp. 401-422, Mar. 2004.
    • (2004) Proc. IEEE , vol.92 , Issue.3 , pp. 401-422
    • Julier, J.1    Uhlmann, K.2
  • 8
    • 0031631601 scopus 로고    scopus 로고
    • "Adaptive extended Kalman filter using artificial neural networks"
    • R. N. Lobbia, S. C. Stubberud, and M. W. Owen, "Adaptive extended Kalman filter using artificial neural networks," Int. J. Smart Eng. Syst. Des., vol. 1, pp. 207-221, 1998.
    • (1998) Int. J. Smart Eng. Syst. Des. , vol.1 , pp. 207-221
    • Lobbia, R.N.1    Stubberud, S.C.2    Owen, M.W.3
  • 9
    • 0032681148 scopus 로고    scopus 로고
    • "A fast U-D factorization-based learning algorithm with applications to nonlinear system modeling and identification"
    • Jul
    • Y. Zhang and X. Rong Li, "A fast U-D factorization-based learning algorithm with applications to nonlinear system modeling and identification," IEEE Trans. Neural Netw., vol. 10, no. 4, pp. 930-937, Jul. 1999.
    • (1999) IEEE Trans. Neural Netw. , vol.10 , Issue.4 , pp. 930-937
    • Zhang, Y.1    Rong Li, X.2
  • 10
    • 33745723380 scopus 로고    scopus 로고
    • The Unscented Particle Filter Cambridge Univ. Eng. Dept., Tech. Rep. CUED/F-INFENG/TR-380, Aug
    • R. van der Merwe, N. de Freitas, A. Doucet, and E. A. Wan, The Unscented Particle Filter Cambridge Univ. Eng. Dept., Tech. Rep. CUED/F-INFENG/ TR-380, Aug. 2000.
    • (2000)
    • van der Merwe, R.1    de Freitas, N.2    Doucet, A.3    Wan, E.A.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.