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.
Citation:
D. N. Maykov, S. S. Makarov, “Numerical investigation of optimization algorithms for the hydrodynamic model adaptation based on the well test results”, Mat. Model., 34:9 (2022), 71–82; Math. Models Comput. Simul., 15:2 (2023), 289–296
\Bibitem{MayMak22}
\by D.~N.~Maykov, S.~S.~Makarov
\paper Numerical investigation of optimization algorithms for the hydrodynamic model adaptation based on the well test results
\jour Mat. Model.
\yr 2022
\vol 34
\issue 9
\pages 71--82
\mathnet{http://mi.mathnet.ru/mm4405}
\crossref{https://doi.org/10.20948/mm-2022-09-05}
\mathscinet{http://mathscinet.ams.org/mathscinet-getitem?mr=4375131}
\transl
\jour Math. Models Comput. Simul.
\yr 2023
\vol 15
\issue 2
\pages 289--296
\crossref{https://doi.org/10.1134/S2070048223020126}
Linking options:
https://www.mathnet.ru/eng/mm4405
https://www.mathnet.ru/eng/mm/v34/i9/p71
This publication is cited in the following 2 articles:
D. N. Maikov, S. V. Isupov, S. S. Makarov, “Raschetnaya model vertikalnoi skvazhiny s treschinoi avtomaticheskogo gidravlicheskogo razryva plasta dlya interpretatsii parametrov pri gidrodinamicheskikh issledovaniyakh skvazhin”, Vestn. Sam. gos. tekhn. un-ta. Ser. Fiz.-mat. nauki, 29:1 (2025) (to appear)
Dmitriy N. Maykov, Sergey S. Makarov, “The multilateral well model with complete vertical opening of naturally fractured reservoir”, TSU Herald. Phys Math Model. Oil, Gas, Energy, 9:3 (2023), 100