Szczegóły publikacji
Opis bibliograficzny
A multi-objective memetic inverse solver reinforced by local optimization methods / Ewa GAJDA-ZAGÓRSKA, Robert SCHAEFER, Maciej SMOŁKA, David Pardo, Julen Álvarez-Aramberri // Journal of Computational Science ; ISSN 1877-7503. — 2017 — vol. 18, s. 85–94. — Bibliogr. s. 92–93, Abstr. — Publikacja dostępna online od: 2016-07-28. — E. Gajda-Zagórska - pierwsza afiliacja: IST Austria
Autorzy (5)
- AGHGajda-Zagórska Ewa
- AGHSchaefer Robert
- AGHSmołka Maciej
- Pardo David
- Álvarez-Aramberri Julen
Słowa kluczowe
Dane bibliometryczne
| ID BaDAP | 104786 |
|---|---|
| Data dodania do BaDAP | 2017-05-08 |
| Tekst źródłowy | URL |
| DOI | 10.1016/j.jocs.2016.06.007 |
| Rok publikacji | 2017 |
| Typ publikacji | artykuł w czasopiśmie |
| Otwarty dostęp | |
| Czasopismo/seria | Journal of Computational Science |
Abstract
We propose a new memetic strategy that can solve the multi-physics, complex inverse problems, formulated as the multi-objective optimization ones, in which objectives are misfits between the measured and simulated states of various governing processes. The multi-deme structure of the strategy allows for both, intensive, relatively cheap exploration with a moderate accuracy and more accurate search many regions of Pareto set in parallel. The special type of selection operator prefers the coherent alternative solutions, eliminating artifacts appearing in the particular processes. The additional accuracy increment is obtained by the parallel convex searches applied to the local scalarizations of the misfit vector. The strategy is dedicated for solving ill-conditioned problems, for which inverting the single physical process can lead to the ambiguous results. The skill of the selection in artifact elimination is shown on the benchmark problem, while the whole strategy was applied for identification of oil deposits, where the misfits are related to various frequencies of the magnetic and electric waves of the magnetotelluric measurements. (C) 2016 Elsevier B.V. All rights reserved.