Input design for identification of zeros
Authors: | Mårtensson Jonas, KTH - Department of Signals, Sensors and Systems, Sweden Jansson Henrik, KTH - Department of Signals, Sensors and Systems, Sweden Hjalmarsson Håkan, KTH - Department of Signals, Sensors and Systems, Sweden |
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Topic: | 1.1 Modelling, Identification & Signal Processing |
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Session: | Input Design |
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Keywords: | non-minimum phase zeros, identification, input design, convexoptimization |
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Abstract
The objective of this contribution is input design for accurateidentification of non-minimum phase zeros in linear systems.Recently, several variance results regarding estimation ofnon-minimum phase zeros have been presented. Based on these results,we will show how to design the input that has the least energycontent required to keep the variance of an estimated zero below acertain limit. Both analytical and numerical results are presented. Astriking fact of the analytical results is that the variance of anestimated zero is independent of the model order when the optimalinput is applied. We will also quantify benefits of using the optimal design. Robustness issues will also be covered in this presentation.