Full-spectrum modeling of mobile gamma-ray spectrometry systems in scattering media
David Breitenmoser, Alberto Stabilini, Malgorzata Magdalena Kasprzak, Sabine Mayer

TL;DR
This paper introduces a fast, generalized modeling framework for mobile gamma-ray spectrometry systems in scattering media, enabling near-real-time spectral template generation with high accuracy across various environments.
Contribution
A novel, platform-agnostic modeling approach that significantly accelerates spectral template generation for MGRS systems, reducing computational costs by over ten million times.
Findings
Achieves a 10^7 speedup over brute-force Monte Carlo simulations.
Maintains median spectral deviations below 6%.
Applicable across marine, terrestrial, and airborne environments.
Abstract
Mobile gamma-ray spectrometry (MGRS) systems are essential for localizing, identifying, and quantifying gamma-ray sources in complex environments. Full-spectrum template matching offers the highest accuracy and sensitivity for these tasks but is limited by the computational cost of generating the required spectral templates. Here, we present a generalized full-spectrum modeling framework for MGRS systems in scattering media, enabling near-real-time template generation through dynamic, anisotropic instrument response functions. Benchmarked against high-fidelity brute-force Monte Carlo simulations, our method yields a computational speedup by a factor of , while achieving comparable accuracy with median spectral deviations below 6%. The methodology presented is platform-agnostic and applicable across marine, terrestrial, and airborne domains, unlocking new capabilities…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
