Hybrid particle swarm optimization and grey wolf optimizer algorithm for Controlled Source Audio-frequency Magnetotellurics (CSAMT) one-dimensional inversion modelling; [Hibridni algoritam optimizacije roja čestica i optimizacije sivoga vuka za jednodimenzionalno inverzno modeliranje audiofrekvencijske magnetotelurike s kontroliranim izvorom (CSAMT)]

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Wahyu Eko Junian, Hendra Grandis

2023 Rudarsko Geolosko Naftni Zbornik Vol. 38 Issue 3 Article Cited by 4 SDG 17SDG 9 Quartile

Abstract

The Controlled Source Audio-frequency Magnetotellurics (CSAMT) is a geophysical method utilizing artificial electromagnetic signal source to estimate subsurface resistivity structures. One-dimensional (1D) inversion modelling of CSAMT data is non-linear and the solution can be estimated by using global optimization algorithms. Particle Swarm Optimization (PSO) and Grey Wolf Optimizer (GWO) are well-known population-based algorithms having relatively simple mathematical formulation and implementation. Hybridization of PSO and GWO algorithms (called hybrid PSO-GWO) can improve the convergence capability to the global solution. This study applied the hybrid PSO-GWO algorithm for 1D CSAMT inversion modelling. Tests were conducted with synthetic CSAMT data associated with 3-layer, 4-layer and 5-layer earth models to determine the performance of the algorithm. The results show that the hybrid PSO-GWO algorithm has a good performance in obtaining the minimum misfit compared to the original PSO and GWO algorithms. The hybrid PSO-GWO algorithm was also applied to invert CSAMT field data for gold mineralization exploration in the Cibaliung area, Banten Province, Indonesia. The algorithm was able to reconstruct the resistivity model very well which is confirmed by the results from inversion of the data using standard 2D MT inversion software. The model also agrees well with the geological information of the study area. © 2023, University of Zagreb, Faculty of Mining, Geology and Petroleum Engineering. All rights reserved.

Affiliations

Faculty of Mining and Petroleum Engineering, Institut Teknologi Bandung (ITB), Jalan Ganesha 10, Bandung, 40132, Indonesia; Dept. of Geophysical Engineering, Institut Teknologi Sumatera (ITERA), Jalan Terusan Ryacudu, Way Hui, Lampung Selatan, 35365, Indonesia

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