Discrete-time modeling and identification of continuous-time systems: a general framework

作者: H. hamme , R. Pintelon , J. Schoukens

DOI: 10.1007/978-94-011-3558-0_2

关键词:

摘要: A general framework for modeling of a time-varying continuous-time SISO system from its sampled input and output while retaining the parameters with their physical interpretation is presented. The theory can be specialized to Poisson moment functional approach, integrated sampling instantaneous approach or use state variable filters. In all methods, initial conditions removed by applying an appropriate discrete-time operator. Digital filtering used explicitly implicitly reconstruct time-derivatives signals involved. thorough study approximations resulting converting model version It shown how these errors controlled that parameter estimates obtained arbitrary accuracy. digital exhibit optimal properties among methods fit in framework. Moreover, using filter designs instead numerical integration allows slower sampling. maximum likelihood estimator derived time-invariant systems errors-in-variables stochastic Finally, verified through simulations.

参考文章(21)
Bo Wahlberg, On the Identification and Approximation of Linear Systems Linköping University. ,(1987)
H. Unbehauen, G. P. Rao, Identification of continuous systems ,(1987)
K. Ramakrishna, K. Soundararajan, V. Aatre, Effect of amplifier imperfections on active networks IEEE Transactions on Circuits and Systems. ,vol. 26, pp. 922- 931 ,(1979) , 10.1109/TCS.1979.1084583
Peter Young, Parameter estimation for continuous-time models-A survey Automatica. ,vol. 17, pp. 23- 39 ,(1981) , 10.1016/0005-1098(81)90082-0
H. Unbehauen, G.P. Rao, Continuous-time approaches to system indentification—a survey Automatica. ,vol. 26, pp. 23- 35 ,(1990) , 10.1016/0005-1098(90)90155-B
AA, Alan Stuart, Keith Ord, Kendall's advanced theory of statistics Journal of the American Statistical Association. ,vol. 90, pp. 398- ,(1987) , 10.2307/2291187
A. H. WHITFIELD, N. MESSALI, Integral-equation approach to system identification International Journal of Control. ,vol. 45, pp. 1431- 1445 ,(1987) , 10.1080/00207178708933819
T. Henderson, Geometric methods for determining system poles from transient response IEEE Transactions on Acoustics, Speech, and Signal Processing. ,vol. 29, pp. 982- 988 ,(1981) , 10.1109/TASSP.1981.1163675
R. Pintelon, L. Van Biesen, Identification of transfer functions with time delay and its application to cable fault location IEEE Transactions on Instrumentation and Measurement. ,vol. 39, pp. 479- 484 ,(1990) , 10.1109/19.106276