Joint modeling of rayleigh wave dispersion and H/V spectral ratio using pareto-based multiobjective particle swarm optimization

Ersin Büyük*, Ekrem Zor, Abdullah Karaman

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

6 Citations (Scopus)

Abstract

Estimating the shear wave velocity and thickness of geologic units in a sedimentary structure is important for quantifying the local site effect caused by an earthquake. Inversion of the Rayleigh wave dispersion alone is sensitive to the absolute average shear wave velocity, while the H/V spectral ratio is sensitive to velocity contrasts. The solution of these models in a joint system using conventional inversion techniques suffers from difficulties while evaluating partial derivatives, dependencies to the initial model that is sometimes difficult to estimate, and trapping at a local minimum. Herein, a joint model using the Pareto optimality technique with multiobjective particle swarm optimization was constructed as an effective global optimization method to decrease weakness and increase performance while estimating the depths and velocities. The presented approach is a multiobjective optimization method that does not require weighting, and allows evaluations of the individual objective function separately in a joint system. This study presents 2 synthetic joint system examples to account for a gradient-type and sharp velocity contrast cases, and an application from field data obtained from the Bursa Basin in Turkey. With these examples, an automated parameter search space was demonstrated to account for the abrupt velocity changes and a number of additional key points that are essential for a reasonable optimal solution.

Original languageEnglish
Pages (from-to)684-695
Number of pages12
JournalTurkish Journal of Earth Sciences
Volume29
Issue number4
DOIs
Publication statusPublished - 2020
Externally publishedYes

Bibliographical note

Publisher Copyright:
© TÜBİTAK.

Funding

We wish to thank the Earth and Marine Sciences Institute of the Marmara Research Center at The Scientific and Technological Research Council of Turkey (TÜBİTAK) for sharing the seismologic data acquired through a project entitled “Site Classification and Seismic Hazard Assessment of Bursa Province”.

FundersFunder number
Hazard Assessment of Bursa Province
Marmara Research Center
Türkiye Bilimsel ve Teknolojik Araştirma Kurumu

    Keywords

    • Earthquake
    • H/V spectral ratios
    • Joint inversion
    • Multiobjective optimization
    • Pareto optimality
    • Particle swarm optimization
    • Rayleigh wave dispersion

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