An application of the NSGA-II algorithm in Pareto joint inversion of 2D magnetic and gravity data Article Swipe
Katarzyna Miernik
,
Elżbieta Węglińska
,
Tomasz Danek
,
Andrzej Leśniak
·
YOU?
·
· 2021
· Open Access
·
· DOI: https://doi.org/10.7494/geol.2021.47.2.59
YOU?
·
· 2021
· Open Access
·
· DOI: https://doi.org/10.7494/geol.2021.47.2.59
Joint inversion is a widely used geophysical method that allows model parameters to be obtained from the observed data. Pareto inversion results are a set of solutions that include the Pareto front, which consists of non-dominated solutions. All solutions from the Pareto front are considered the most feasible models from which a particular one can be chosen as the final solution. In this paper, it is shown that models represented by points on the Pareto front do not reflect the shape of the real model. In this contribution, a collective approach is proposed to interpret the geometry of models retrieved in inversion. Instead of choosing single solutions from the Pareto front, all obtained solutions were combined in one “heat map”, which is a plot representing the frequency of points belonging to all returned objects from the solution set. The conducted experiment showed that this approach limits the problem of equivalence and is a promising way of representing the geometry of the model that was retrieved in the inversion process.
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- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.7494/geol.2021.47.2.59
- https://journals.agh.edu.pl/geol/article/download/4176/2621
- OA Status
- diamond
- Cited By
- 3
- References
- 29
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W3201289347
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Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W3201289347Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.7494/geol.2021.47.2.59Digital Object Identifier
- Title
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An application of the NSGA-II algorithm in Pareto joint inversion of 2D magnetic and gravity dataWork title
- Type
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articleOpenAlex work type
- Language
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enPrimary language
- Publication year
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2021Year of publication
- Publication date
-
2021-06-07Full publication date if available
- Authors
-
Katarzyna Miernik, Elżbieta Węglińska, Tomasz Danek, Andrzej LeśniakList of authors in order
- Landing page
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https://doi.org/10.7494/geol.2021.47.2.59Publisher landing page
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https://journals.agh.edu.pl/geol/article/download/4176/2621Direct link to full text PDF
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YesWhether a free full text is available
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diamondOpen access status per OpenAlex
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https://journals.agh.edu.pl/geol/article/download/4176/2621Direct OA link when available
- Concepts
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Inversion (geology), Pareto principle, Multi-objective optimization, Algorithm, Equivalence (formal languages), Mathematical optimization, Mathematics, Applied mathematics, Computer science, Geology, Discrete mathematics, Structural basin, PaleontologyTop concepts (fields/topics) attached by OpenAlex
- Cited by
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3Total citation count in OpenAlex
- Citations by year (recent)
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2025: 1, 2024: 1, 2023: 1Per-year citation counts (last 5 years)
- References (count)
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29Number of works referenced by this work
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10Other works algorithmically related by OpenAlex
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| referenced_works | https://openalex.org/W2590117298, https://openalex.org/W2983911421, https://openalex.org/W2898749352, https://openalex.org/W2990249590, https://openalex.org/W2126105956, https://openalex.org/W2786832265, https://openalex.org/W1214429388, https://openalex.org/W2962840996, https://openalex.org/W2082529897, https://openalex.org/W2103088474, https://openalex.org/W6662667363, https://openalex.org/W3011758108, https://openalex.org/W2998742542, https://openalex.org/W1653357460, https://openalex.org/W2523046479, https://openalex.org/W2945793181, https://openalex.org/W2146001101, https://openalex.org/W2113915104, https://openalex.org/W2985057205, https://openalex.org/W2755052565, https://openalex.org/W7047512190, https://openalex.org/W200853458, https://openalex.org/W2049864887, https://openalex.org/W2061348535, https://openalex.org/W2543580944, https://openalex.org/W2139065094, https://openalex.org/W2116661285, https://openalex.org/W2107074693, https://openalex.org/W2047449236 |
| referenced_works_count | 29 |
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