MODEL VALIDATION BY THE DISTORTION METHOD - LINEAR STATE-SPACE SYSTEMS

被引:1
作者
CAMERON, RG
机构
[1] Univ of Bradford, Bradford
来源
IEE PROCEEDINGS-D CONTROL THEORY AND APPLICATIONS | 1992年 / 139卷 / 03期
关键词
MODELING; MODEL VALIDATION; DISTORTION METHOD;
D O I
10.1049/ip-d.1992.0040
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 [电气工程]; 0809 [电子科学与技术];
摘要
The distortion method was introduced by Butterfield and others as a means of verifying a nominal system model, comprising a set of ordinary, nonlinear differential equations, by comparing the model response with a set of experimentally obtained data. The essence of the method is to make the minimum distortions to the model parameters necessary to ensure that the model output exactly matches the measured data. The distortions thus obtained can then be tested against a priori knowledge of the parameters, in particular to see if the variance of the distortions is less than the uncertainty in the expected parameter values. In the paper it is shown that, if the nominal model is linear, then, under certain conditions, explicit formulas can be obtained for the distortions, or significant simplifications can be made to the equations, thus removing or reducing the considerable computational overhead inherent in the method. The results of the paper could find application not only in the area of linear modelling (for example in compartmental modelling) but also in model reduction and linearisation, where the method offers a means of testing the validity of the linear or reduced-order model.
引用
收藏
页码:296 / 300
页数:5
相关论文
共 3 条
[1]
Barnett S., 1985, INTRO MATH CONTROL T
[2]
Butterfield M. H., 1986, Transactions of the Institute of Measurement and Control, V8, P182, DOI 10.1177/014233128600800403
[3]
Butterfield M. H., 1986, Transactions of the Institute of Measurement and Control, V8, P201, DOI 10.1177/014233128600800404