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Time Delay: An alternative definition for optimal System Identification | IEEE Conference Publication | IEEE Xplore

Time Delay: An alternative definition for optimal System Identification


Abstract:

This paper extends the notion of time delay into a threefold concept. Based on this renewed definition, a novel strategy for time delay estimation (TDE) that leads to a m...Show More

Abstract:

This paper extends the notion of time delay into a threefold concept. Based on this renewed definition, a novel strategy for time delay estimation (TDE) that leads to a model with optimal fit is presented. Its goal is to find the best time delay, so that a given model structure with a certain order and adjusted for an identification dataset best represents the true system. Such optimization strategy is said to be fit-driven, since it maximizes the fit index. A brief review of classical TDE techniques is presented and the problem of TDE is further inspected from a system identification perspective. Model quality (in the fit sense) is measured and compared in Monte Carlo simulations, using identified models with TDE derived from both classical and the proposed techniques.
Date of Conference: 10-13 December 2013
Date Added to IEEE Xplore: 10 March 2014
ISBN Information:
Print ISSN: 0191-2216
Conference Location: Firenze, Italy

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