A convex optimization algorithm for frequency‐domain identification in the v‐gap metric |
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Authors: | Li‐Hui Geng Shi‐Gang Cui Li Zhao Hai‐Qi Lin |
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Affiliation: | Tianjin Key Laboratory of Information Sensing and Intelligent Control, School of Automation and Electrical Engineering, Tianjin University of Technology and Education, Tianjin 300222, China |
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Abstract: | This paper proposes a convex optimization algorithm to minimize the v‐gap metric for parameter estimation of a SISO system using frequency‐domain measurements. According to a geometrical interpretation for this metric, its evaluation for two SISO linear systems is the supreme of sine values of the apertures between their normalized right graph symbols. As a result, the minimization of the v‐gap metric becomes that of the maximum of sine values of those apertures at sampling frequencies and can be efficiently solved by a sequence of feasibility problems with a decreasing line search. Compared with the related algorithms, the proposed one has global convergence and much lower computational loads. Finally, a numerical simulation shows the effectiveness of the proposed algorithm. Copyright © 2014 John Wiley & Sons, Ltd. |
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Keywords: | convex optimization frequency‐domain identification v‐gap metric normalized right graph symbol |
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