LAUSR.org creates dashboard-style pages of related content for over 1.5 million academic articles. Sign Up to like articles & get recommendations!

Three-Dimensional Inversion of Transient EM Data for IP Parameters Based on Local Pearson Correlation Constraints

Induced polarization (IP) effects can distort late-time transient electromagnetic (TEM) signals, sometimes even leading to their sign reversal. These distortions are closely linked to subsurface IP effects. However, the significantly… Click to show full abstract

Induced polarization (IP) effects can distort late-time transient electromagnetic (TEM) signals, sometimes even leading to their sign reversal. These distortions are closely linked to subsurface IP effects. However, the significantly different sensitivities of the IP parameters often result in strong nonuniqueness in TEM data inversion. Here, we present a 3-D TEM-IP inversion method that incorporates local Pearson correlation constraints (LPCCs). By establishing LPCC between the resistivity and the IP parameters, we achieve a joint inversion framework that stabilizes the estimation of these parameters. Numerical experiments on synthetic models demonstrate that, compared with unconstrained inversion, our method yields results that can more accurately recover the true distributions of chargeability, time constant, and frequency-dependent coefficient. We further investigate the impact of the size of the correlation window in the LPCC domain, and achieve practical guidance for optimal constraint selection. Finally, we apply the proposed method to a TEM dataset collected from a bauxite exploration site in Guangxi Province, Southern China, to validate our method for real-world geological settings.

Keywords: correlation; tem; local pearson; inversion; pearson correlation; correlation constraints

Journal Title: IEEE Transactions on Geoscience and Remote Sensing
Year Published: 2025

Link to full text (if available)


Share on Social Media:                               Sign Up to like & get
recommendations!

Related content

More Information              News              Social Media              Video              Recommended



                Click one of the above tabs to view related content.