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Towards the Guaranteed System Identification: a Rényi Entropy Based Criterion Approach

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Abstract A minmax problem statement of a problem of the parameter identification of the input/output mapping of systems is considered, based on the quadratic Renyi entropy (in the sense) of… Click to show full abstract

Abstract A minmax problem statement of a problem of the parameter identification of the input/output mapping of systems is considered, based on the quadratic Renyi entropy (in the sense) of the identification error. As well, the quadratic Renyi entropy is used to construct a measure enabling one to select input variables (structure identification as a preliminary step) of the model subject to parametric identification in an adequate manner that is justified with the properties of the measure proposed. A case study is considered, with confirming the full practical suitability of the theoretical considerations of the paper.

Keywords: identification nyi; nyi entropy; towards guaranteed; system identification; guaranteed system; identification

Journal Title: IFAC-PapersOnLine
Year Published: 2017

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