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- W2890967454 abstract "Abstract The problem of modeling a linear dynamic system is discussed and a novel approach to automatically combine black-box and white-box models is introduced. The solution proposed in this contribution is based on the usage of regularized finite-impulse-response (FIR) models. In contrast to classical gray-box modelling, which often only optimizes the parameters of a given model structure, our approach is able to handle the problem of undermodeling as well. Therefore, the amount of trust in the white-box or gray-box model is optimized based on a generalized cross-validation criterion. The feasibility of the approach is demonstrated with a pendulum example. It is furthermore investigated, which level of prior knowledge is best suited for the identification of the process." @default.
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- W2890967454 date "2018-09-01" @default.
- W2890967454 modified "2023-10-06" @default.
- W2890967454 title "Gray-box identification with regularized FIR models" @default.
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- W2890967454 doi "https://doi.org/10.1515/auto-2018-0026" @default.
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