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Original Articles

A fast convergent extended Kalman observer for nonlinear discrete-time systems

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Pages 1051-1058 | Published online: 26 Nov 2010

  • AZIMI-SADJADI , M. R. , XIAO , R. and Yu , X. 1999 . Neural network decision directed edge-adaptive Kaiman filter for image estimation . IEEE Transactions on Image Processing , 8 : 589 – 592 .
  • BOUTAYEB , M. and AUBRY , D. 1999 . A strong tracking extended Kaiman observer for non-linear discrete time systems . IEEE Transactions on Automatic Control , 44 : 1550 – 1556 .
  • BOUTAYEB , M. , RAFARALAHY , H. and DAROUACH , M. 1997 . Convergence analysis of the extended Kaiman filter used as an observer for nonlinear deterministic discrete-time systems . IEEE Transactions on Automatic Control , 42 : 581 – 586 .
  • BROWN , R. G. and HWANG , P. Y. C. 1992 . Introduction to Random Signals and Applied Kaiman Filtering , New York : Wiley .
  • GEO , F. , WANG , F. and Li , M. 1999 . Neural-network-based nonlinear controller using an extended Kaiman filter . Industrial and Engineering Chemistry Research , 38 : 2345 – 2349 .
  • GIELMO , L. , SETOLA , R. and VASCA , F. 1999 . An interlaced extended Kaiman filter . IEEE Transactions on Automatic Control , 44 : 1546 – 1549 .
  • HARRIS , C. J. , Wu , Z. Q. and GAN , Q. 1999 . Neurofuzzy state estimators and their applicaqtions . Annual Review in Control , 23 : 149 – 158 .
  • HORNIK , K. , STINCHCOMBE , M. and WHITE , H. 1989 . Multilayer feedforward networks aie universal approximations . Neural Networks , 2 : 359 – 366 .
  • HAYKIN , S. 1994 . Neural Networks , Oxford : Macmillan College .
  • KO , H. and AROZULLAH , M. 2000 . Background noise suppression for signal enhancement by novelty filtering . IEEE Transactions on Aerospace and Electronic Systems , 36 : 102 – 113 .
  • LIU , W. 1999 . An extended Kaiman filter and neural network cascade fault diagnosis strategy for the glutamic acid fermentation . Artificial Intelligence in Engineering , 13 : 131 – 140 .
  • MORAAL , P. E. and GRIZZLE , J. W. 1995 . Observer design for nonlinear systems with discrete-time measurement . IEEE Transactions on Automatic Control , 40 : 395 – 404 .
  • PARLOS , A. G. , MENON , S. K. and ATIYA , A. F. 2001 . An algorithmic approach to adaptive state filtering using recurrent neural networks . IEEE Transactions on Neural Networks , 12 : 1411 – 1432 .
  • REIF , K. , SONNEMANN , F. and UNBEHAUEN , R. 1998 . An EKF-based nonlinear observer with a prescribed degree of stability . Automatica , 34 : 1119 – 1123 .
  • SONG , Y. and GRIZZLE , J. W. The extended Kaiman filter as a local asymptotic observer for nonlinear discrete-time systems . Proceedings of the American Control Conference . Chicago, IL, USA. vol. 4 , pp. 3365 – 3369 .
  • SONG , Y. and GRIZZLE , J. W. 1995 . The extended Kaiman filter as a local asymptotic observer for non-linear discrete-time systems . Journal of Math., Estimation, Contr. , S : 59 – 78 .
  • TAKABA , K. , IIGUNI , Y. and TOKUMARU , H. 1996 . An improved tracking Kaiman filter using a multilayered neural network . Mathematics and Computer Modelling , 23 : 119 – 128 .
  • WILSON , J. A. and ZORZETTO , L. F. M. 1997 . A generalised approach to process state estimation using hybrid artificial network/mechanistic models . Computers and Chemical Engineering , 21 : 951 – 963 .

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