Advanced electromagnetic methods for deep mineral exploration : development of a three-component transmitter system and principal component analysis for target discrimination

dc.contributor.advisorDr. Richard Smith
dc.contributor.authorZamperoni, Anthony
dc.date.accessioned2026-01-30T16:48:23Z
dc.date.issued2025-12-17
dc.description.abstractThe discovery of mineral deposits at increasing depths presents significant challenges for electromagnetic (EM) exploration methods. Traditional single-component transmitter systems face fundamental limitations in detection depth due to poor coupling with variably oriented conductors and low signal-to-noise ratios. This thesis addresses these challenges through two interconnected studies: the development of a novel three-component transmitter (3CTx) system and the application of principal component analysis (PCA) for differentiating conductor signatures in complex geological settings. The first study presents the design, construction, and initial field testing of a prototype 3CTx system comprising three orthogonal, co-located transmitter loops operating simultaneously at distinct base frequencies (30, 32.5, and 35 Hz). The system was validated through three field tests, demonstrating that individual transmitter signals can be successfully separated during processing with minimal cross-coupling. Cross-coupled signals were consistently two to three orders of magnitude smaller than primary signals. When compared with data from a conventional ground-loop system over a known conductive target, the 3CTx system produced comparable results, validating the fundamental methodology. The second study develops a PCA-based processing workflow for extracting localized conductive targets masked by dominant regional conductors. Using synthetic models generated with Maxwell plate-modeling software and a distributed array of three-component transmitters and receivers, the method successfully isolates the spatial signature of regional conductors, residual energy calculations then reveal otherwise masked local targets. Analysis of three distinct geometric configurations with 2% Gaussian noise demonstrates robust suppression of regional signatures and clear delineation of local target location and orientation. Comparison with single-component transmitter data validates that the multiplicity of data from the three-component system is critical for effective regional characterization and local target detection. Together, these studies establish the feasibility and advantages of three-component transmitter technology for mineral exploration. The 3CTx system provides enhanced coupling to variably oriented targets, while the PCA processing method offers a data-driven approach to isolate targets in conductively complex terrains. These advances represent important steps toward improving detection capabilities for deep mineral deposits and provide a foundation for future development of operational multi-component EM systems.
dc.description.sponsorshipNSERC Discovery grant, MITACS Accelerate Internship co-funded by DIAS Geophysics.
dc.identifier.urihttps://laurentian.scholaris.ca/handle/10219/4424
dc.language.isoen_CA
dc.publisherLaurentian University Library & Archives
dc.rights.holderAnthony Zamperoni
dc.rights.licenseLaurentian University ETD license
dc.subjectElectromagnetic (EM) exploration methods
dc.subjectDetection depth
dc.subjectSignal-to-noise ratios
dc.subjectDetection depth
dc.subjectThree-component transmitter (3CTx) system
dc.subjectPrincipal component analysis (PCA)
dc.titleAdvanced electromagnetic methods for deep mineral exploration : development of a three-component transmitter system and principal component analysis for target discrimination
dc.typeThesis
thesis.degree.disciplineMineral Deposits and Precambrian Geology
thesis.degree.grantorLaurentian University (en_CA)
thesis.degree.level2
thesis.degree.nameDoctor of Philosophy in Mineral Deposits and Precambrian Geology

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