A uniqueness theorem in potential theory with implications for tomography-assisted inversion

TL;DR

This paper proves a mathematical uniqueness theorem in potential theory, ensuring that potential field measurements on a surface can distinguish between different source regions, thereby advancing the theoretical foundation of source localization in inverse problems.

Contribution

It introduces a new uniqueness theorem in potential theory that guarantees source region differentiation from surface measurements, improving the theoretical understanding of potential-field inversion.

Findings

Guarantees differentiation between signals from different source regions.

Non-uniqueness only affects source distribution within regions.

Provides a mathematical foundation for source localization in potential field inversion.

Abstract

Inversion of potential field data is a central technique of remote sensing in physics, geophysics, neuroscience and medical imaging. In spite of intense research, uniqueness theorems for potential-field inversion are scarce. Applied studies successfully improve potential-field inversion results by including constraints from independent measurements, but so far no mathematical theorem guarantees that source localization improves the inversion in terms of uniqueness of the achieved assignment. Empirical inversion techniques therefore use numerical and statistical approaches to assess the reliability of their results. Especially when inverting magnetic field surface measurements, even seemingly advanced mathematical approaches require substantial additional assumptions about the source magnetization to achieve a useful reconstruction. Here, standard potential field theory is used to prove a uniqueness theorem which completely characterizes the mathematical background of source-localized inversion. It guarantees for an astonishingly large class of source localizations that it is possible by potential field measurements on a surface to differentiate between signals from different source regions. Non-uniqueness of potential field inversion only prevents that the source distribution within the individual regions can be uniquely recovered.