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Close-Loop System Identification Using Over-sampling Scheme and Its Estimate Accuracy Analysis

Close-Loop System Identification Using Over-sampling Scheme and Its Estimate Accuracy Analysis
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摘要 A new identification method for a linear discrete-time closed-loop system is proposed based on an output over-sampling scheme. When the system outputs are over-sampled the new output sequences would contain more information about the plant structure. Using general least squares method (GLS) the plant over-sampled model should be recognized. Then the original plant model should be obtained by its relationship with the over-sampled model. Compared with conventional approaches the advantage of the new method is that even if the ordinary identifiability conditions are not satisfied, a close-loop system can be identified by using the oversampled output without utilizing any external test signal. Accuracy analysis shows the relationship between the estimation error and the over-sampling rate. Numerical simulation illnstrates its effectiveness. A new identification method for a linear discrete-time closed-loop system is proposed based on an output over-sampling scheme. When the system outputs are over-sampled the new output sequences would contain more information about the plant structure. Using general least squares method (GLS) the plant over-sampled model should be recognized. Then the original plant model should be obtained by its relationship with the over-sampled model. Compared with conventional approaches the advantage of the new method is that even if the ordinary identifiability conditions are not satisfied, a close-loop system can be identified by using the oversampled output without utilizing any external test signal. Accuracy analysis shows the relationship between the estimation error and the over-sampling rate. Numerical simulation illnstrates its effectiveness.
出处 《Journal of Shanghai University(English Edition)》 CAS 2005年第5期437-444,共8页 上海大学学报(英文版)
基金 Project supported by National Natural Science Foundation ofChina (Grant No .60174030)
关键词 system identification close-loop OVER-SAMPLING estimate accuracy. system identification, close-loop, over-sampling, estimate accuracy.
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