Identification of parameters of interval nonlinear models of static systems using multidimensional optimization

Author:

Dyvak MykolaORCID, ,Manzhula VolodymyrORCID,Dyvak Taras, ,

Abstract

The article proposes an approach to parametric identification of interval nonlinear models of static systems based on the standard problem of minimizing the root mean square deviation between the values ​​of the modeled characteristics of the static object and the values ​​belonging to the experimental intervals. As a result of expanding the parameter space of nonlinear models by introducing additional coefficients to match the predicted and experimental values into the objective function, a multidimensional optimization problem with a nonlinear multiextremal objective function is obtained. The paper examines the characteristics of the objective function and the convergence of its optimization.

Publisher

Lviv Polytechnic National University

Subject

General Medicine

Reference34 articles.

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2. 2. M.P. Dyvak, N.P. Porplitsia, and T.M. Dyvak, Identification of discrete models of systems with distributed parameters based on the analysis of interval data [Text]: monograph, Ternopil: Economic Opinion TNEU, 2018. (in Ukrainian)

3. 3. R.E. Moore, Interval analysis, Englewood Cliffs: Prentice Hall, 1966.

4. 4. R.E. Moore, Methods and applications of interval analysis, Philadelphia: SIAM, 1979.

5. 5. R.E. Moore, Reliability in computing: the role of interval methods in scientific computing, Elsevier, 2014.

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