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3D conductivity structure of the Malmberget iron oxide–apatite deposit from robust 3D inversion of magnetotelluric data
Luleå University of Technology, Department of Civil, Environmental and Natural Resources Engineering, Geosciences and Environmental Engineering.ORCID iD: 0009-0000-3348-9250
Luleå University of Technology, Department of Civil, Environmental and Natural Resources Engineering, Geosciences and Environmental Engineering.ORCID iD: 0000-0002-5600-5375
Luleå University of Technology, Department of Civil, Environmental and Natural Resources Engineering, Geosciences and Environmental Engineering.ORCID iD: 0000-0003-1627-7058
Luleå University of Technology, Department of Civil, Environmental and Natural Resources Engineering, Geosciences and Environmental Engineering.ORCID iD: 0000-0002-1629-2920
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2026 (English)In: Exploration Geophysics, ISSN 0812-3985, E-ISSN 1834-7533, Vol. 57, no 3, p. 9-21Article in journal (Refereed) Published
Abstract [en]

Malmberget is located in the northern Norrbotten ore province, Sweden, and hosts an iron oxide–apatite deposit of Kiruna type. The area is actively mined by the state-owned LKAB company, making it an electromagnetically noisy environment. New broadband magnetotelluric data have been collected and analysed, and the 3D electrical conductivity structure has been developed to improve the understanding of, and connection between, the local deposit and more regional structures. To mitigate the influence of noisy data on the inversion results, Huber’s loss function has been introduced and implemented based on an iteratively reweighted least squares scheme. The resulting robust 3D model shares major features such as the mine location and regional anomaly model acquired by standard L2 optimisation but shows differences on a local scale. Sites which received lower weights are generally identified as potentially noisy measurements due to the proximity to sources of anthropogenic noise, emphasising the ability of the scheme to quantitatively identify and deal with measurements contaminated by noise and improving overall data fit. Three main geological conclusions are gained from the 3D resistivity model. Firstly, a large east–west striking conductive anomaly at ~3−4 km depth is present in a large part of the model area. Secondly, three narrow, vertical, conductive structures connect the known mineralisation to the deep conductive anomaly. Thirdly, a second, deep conductive anomaly striking east–west in the south connects to the surface close to the Dundret ultramafic intrusion. Conductivity anomalies in the area are hypothesised to originate from a combination of magnetite mineralisation when close to the surface and iron-rich mafic rocks at depth, with possible presence of sulphides and/or graphite.

Place, publisher, year, edition, pages
Australian Society of Exploration Geophysicists , 2026. Vol. 57, no 3, p. 9-21
Keywords [en]
magnetotellurics, inversion, mining
National Category
Geophysics
Research subject
Applied Geophysics; Ore Geology
Identifiers
URN: urn:nbn:se:ltu:diva-119563DOI: 10.63929/08123985.2026.57.08OAI: oai:DiVA.org:ltu-119563DiVA, id: diva2:2096435
Note

Full text license: CC BY-NC-ND 4.0

Available from: 2026-08-28 Created: 2026-08-28 Last updated: 2026-10-08Bibliographically approved
In thesis
1. Integrated 3-D Geophysical Modelling and Inversion for Mineral Exploration: Methods and Applications in Norrbotten, Sweden
Open this publication in new window or tab >>Integrated 3-D Geophysical Modelling and Inversion for Mineral Exploration: Methods and Applications in Norrbotten, Sweden
2026 (English)Doctoral thesis, comprehensive summary (Other academic)
Alternative title[sv]
Integrerad geofysisk 3-D-modellering och inversion i mineralprospekteringssyfte: metoder och tillämpningar i Norrbotten, Sverige
Abstract [en]

This thesis has two interconnected aims: to develop geophysical modelling and inversion methods, and to apply them to mineral exploration through case studies from Norrbotten, Sweden. Mineral exploration increasingly targets deposits at greater depth, where surface observations alone do not constrain subsurface structure. Integrated geoscientific investigations, and geophysical methods in particular, are then one of the few ways to obtain information on physical properties at depth.

The five case studies comprise magnetotelluric, controlled-source electromagnetic, magnetic, and gravity methods, interpreted together with other geoscientific information, most commonly geological and petrophysical. The methodological work centres on the MR3DMod modelling and inversion framework developed for multi-resolution grids. In this thesis the framework was extensively used for electromagnetic data and further developed for 3-D inversion of potential-field data. Three studies, carried out in collaboration with LKAB, investigate iron mineralisation in active mining districts. The remaining two address regional exploration and an electromagnetic exploration workflow focused on a poorly characterised electrical-conductivity anomaly.

The studies present several 3-D geophysical models at local and regional scales and demonstrate their use in geological interpretation and mineral exploration. A central methodological contribution is a robust inversion scheme based on the Huber loss function and implemented through iteratively reweighted least squares. Applied to all magnetotelluric studies, it reduces the influence of observations that cannot be fitted consistently by standard inversion, providing a more quantitative complement to manual data selection and reducing the need to apply substantial error floors. The thesis also shows the value of integrating multiple geophysical models with petrophysical and geological information and presents a clustering approach to support that integration.

Beyond the individual case studies, the thesis identifies two mineral-prospectivity signatures. First, paired extreme positive and negative magnetic-susceptibility contrasts in 3-D models can form a recognisable signature of magnetic, commonly iron-rich, mineralisation. Although the negative contrasts may reflect inversion artefacts from the limitations of smooth inversion and unmodelled magnetic remanence, the physical volumes that produce such artefacts remain of prospectivity interest. Second, regional crustal-scale conductive anomalies can be refined by local magnetotelluric surveys into testable exploration targets. 

Taken together, the results demonstrate a practical multi-scale workflow: regional geophysical models identify prospective structures, and targeted local surveys resolve their 3-D geometry and exploration relevance. By combining improved inversion methods with geological and petrophysical information, 3-D geophysical models can strengthen geological understanding and support more focused mineral exploration workflows.

Place, publisher, year, edition, pages
Luleå: Luleå tekniska universitet, 2026
Series
Doctoral thesis / Luleå University of Technology, ISSN 1402-1544
Keywords
Geophysics, Inversion, 3-D, Magnetotellurics, CSEM, Norrbotten, Iron oxide-apatite (IOA) deposits, Mineral systems, Mineral exploration, Geofysik, Inversion, 3-D, Magnetotellurik, CSEM, Norrbotten, Järnoxid-apatit (IOA) fyndigheter, Mineralsystem, mineralprospektering
National Category
Geophysics
Research subject
Applied Geophysics
Identifiers
urn:nbn:se:ltu:diva-120092 (URN)978-91-8142-173-6 (ISBN)978-91-8142-174-3 (ISBN)
Public defence
2026-12-04, E632, Luleå University of Technology, Luleå, 09:00 (English)
Opponent
Supervisors
Projects
LKAB-Kiruna CEMLKAB-Geophysical data interpretation and integration
Available from: 2026-10-09 Created: 2026-10-08 Last updated: 2026-10-09Bibliographically approved

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Rydman, OskarSmirnov, Maxim Yu.Bauer, TobiasRasmussen, Thorkild Maack

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