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JOURNALS // Matematicheskoe modelirovanie // Archive

Matem. Mod., 2022 Volume 34, Number 9, Pages 71–82 (Mi mm4405)

This article is cited in 1 paper

Numerical investigation of optimization algorithms for the hydrodynamic model adaptation based on the well test results

D. N. Maykova, S. S. Makarovb

a SIAM MASTER Ltd
b Udmurt Federal Research Center of the Ural Branch of the Russian Academy of Sciences

Abstract: This study presents a numerical investigation of optimization algorithms for the adaptation of hydrodynamic models based on the well test results. The considered optimization algorithms are based on the Levenberg-Marquardt method and have differences in the updating method of the Hessian's main diagonal and the calculation of the Jacobian. Two algorithms are presented in the pseudocode form, which allow to configure variations of the Levenberg-Marquardt method. Functions that transform the unconditional Levenberg-Marquardt optimization into a conditional one are proposed. A comparative analysis of the speed and quality of well bottom rates calculation for ten wells with different types by the number of analytical model function calls, calculation time, average relative error showed positive results when using the proposed numerical optimization algorithms.

Keywords: adaptation of the hydrodynamic model, Levenberg-Marquadt algorithm, Broyden's method, search with bounds, Hessian update, Numerical investigation, pressure transient analysis.

Received: 31.01.2022
Revised: 07.04.2022
Accepted: 16.05.2022

DOI: 10.20948/mm-2022-09-05


 English version:
Mathematical Models and Computer Simulations, 2023, 15:2, 289–296

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© Steklov Math. Inst. of RAS, 2024