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CREDIBLE SETS FOR SYSTEM PARAMETERS ANDTRANSFER FUNCTIONS

CREDIBLE SETS FOR SYSTEM PARAMETERS AND TRANSFER FUNCTIONS
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摘要 The credible sets for system parameters and transfer functions are discussedin this paper. The derivations of the credible sets via the Bayesian statistical methods aregiven in various cases and the credible sets of transfer functions are constructed on thebasis of the parameter credible sets. In the small sample case the credible set, which theparameters are in, has minimal volume with given credible probability. In the large samplecaset it is proved that if the critical boundary is taken properly then the probability, withwhich the parameters are in the credible set, will tend to one as the number of data tendsto infinity. The credible set for transfer function is an envelope on the complex plane.Under some assumptions, the envelope tends to the curve of true transfer function. The credible sets for system parameters and transfer functions are discussedin this paper. The derivations of the credible sets via the Bayesian statistical methods aregiven in various cases and the credible sets of transfer functions are constructed on thebasis of the parameter credible sets. In the small sample case the credible set, which theparameters are in, has minimal volume with given credible probability. In the large samplecaset it is proved that if the critical boundary is taken properly then the probability, withwhich the parameters are in the credible set, will tend to one as the number of data tendsto infinity. The credible set for transfer function is an envelope on the complex plane.Under some assumptions, the envelope tends to the curve of true transfer function.
出处 《Systems Science and Mathematical Sciences》 SCIE EI CSCD 1998年第2期150-160,共11页
关键词 Credible SET system identification ROBUST CONTROLLER ASYMPTOTIC property. Credible set, system identification, robust controller, asymptotic property.
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