Dynamic Re-Weighting Matrix Inversion of Magnetic Data for Enhanced Identification of Mafic-Ultramafic Intrusions: A Case Study from the Tianfang Magmatic Sulfide Deposit, SW China

Abstract Identifying mafic-ultramafic intrusions is critical for exploring magmatic sulfide deposits, especially those with abrupt morphological changes that may host mineralization. A dynamic iterative re-weighting matrix inversion method enhances the resolution of magnetic susceptibility anomaly reconstruction and improves the characterization of intrusion morphology. This method initially constructs a weighted matrix based on cross-correlation coefficients between observed data and theoretical responses generated by unit source. It then optimizes a dual-objective function balancing data fitting and weight distribution, iteratively refining the weighted matrix to adapt to subsurface structures. Finally, the optimized weighting matrix is used as a constraint to solve for the magnetic susceptibility anomaly model. A synthetic model test demonstrates significant improvement in detecting a single magnetic body with varying dip angles at different depths. Applied to the Tianfang magmatic sulfide deposit in Sichuan Province, China, this method successfully maps intrusion distribution and morphology using UAV (unmanned aerial vehicle) aeromagnetic data. Two potential favorable ore-prospecting areas are identified: (i) transitional zones between steep and gentle dips, and (ii) neck regions of bottle-shaped intrusions. The integration with polarizability and resistivity anomalies led to two high-confidence drill targets, with drilling confirming disseminated sulfide mineralization at predicted depths of 340–400 m. These results indicate the effectiveness of dynamic re-weighting matrix inversion in guiding magmatic sulfide deposit exploration. The method may also be useful for exploring other mafic-ultramafic hosted deposits and magnetite ores.

Authors

Institutions

Publication Details

Journal
Geophysics
Published
2026-01-28
DOI
https://doi.org/10.1190/geo-2025-0257
Primary Topic
Geophysical and Geoelectrical Methods
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Dynamic Re-Weighting Matrix Inversion of Magnetic Data for Enhanced Identification of Mafic-Ultramafic Intrusions: A Case Study from the Tianfang Magmatic Sulfide Deposit, SW China

Shibin Xia, Guozhong Liao, Guangdong Zhao, Shengxian Liang et al.
Geophysics
Geophysical and Geoelectrical Methods
article

Dynamic Re-Weighting Matrix Inversion of Magnetic Data for Enhanced Identification of Mafic-Ultramafic Intrusions: A Case Study from the Tianfang Magmatic Sulfide Deposit, SW China

Shibin Xia, Guozhong Liao, Guangdong Zhao, Shengxian Liang, Xuben Wang, Zhengwei Xu, Bin Yang, Linkui Zhang, Tianlong Jiang
article en

Abstract

Abstract Identifying mafic-ultramafic intrusions is critical for exploring magmatic sulfide deposits, especially those with abrupt morphological changes that may host mineralization. A dynamic iterative re-weighting matrix inversion method enhances the resolution of magnetic susceptibility anomaly reconstruction and improves the characterization of intrusion morphology. This method initially constructs a weighted matrix based on cross-correlation coefficients between observed data and theoretical responses generated by unit source. It then optimizes a dual-objective function balancing data fitting and weight distribution, iteratively refining the weighted matrix to adapt to subsurface structures. Finally, the optimized weighting matrix is used as a constraint to solve for the magnetic susceptibility anomaly model. A synthetic model test demonstrates significant improvement in detecting a single magnetic body with varying dip angles at different depths. Applied to the Tianfang magmatic sulfide deposit in Sichuan Province, China, this method successfully maps intrusion distribution and morphology using UAV (unmanned aerial vehicle) aeromagnetic data. Two potential favorable ore-prospecting areas are identified: (i) transitional zones between steep and gentle dips, and (ii) neck regions of bottle-shaped intrusions. The integration with polarizability and resistivity anomalies led to two high-confidence drill targets, with drilling confirming disseminated sulfide mineralization at predicted depths of 340–400 m. These results indicate the effectiveness of dynamic re-weighting matrix inversion in guiding magmatic sulfide deposit exploration. The method may also be useful for exploring other mafic-ultramafic hosted deposits and magnetite ores.

Geophysics
Chengdu University of Information Technology (CN), China Geological Survey (CN), Chengdu University of Technology (CN)
Openalex Percentile: Top 82%
Geophysical and Geoelectrical Methods
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.