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Raw-Hit Muon Tomography: A Measurement-Domain Formulation for Cosmic-Ray Muon Imaging
arXiv Physics
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이 매체는 공공·자유 라이선스로 본문을 직접 표시합니다.Physics > Instrumentation and Detectors
[Submitted on 18 Jun 2026]
Title:Raw-Hit Muon Tomography: A Measurement-Domain Formulation for Cosmic-Ray Muon Imaging
View PDF HTML (experimental)Abstract:Cosmic-ray muon tomography records only a few detector-plane crossings per particle, while material information enters through stochastic scattering and energy loss along the path. Most pipelines first compress these hits to a per-muon scattering summary and assign a nominal momentum, moving the inverse problem away from the raw measurements. We introduce Raw-Hit Muon Tomography (RHMT), a measurement-domain formulation built directly on detector hits. RHMT-S projects out the unknown straight track and evaluates the remaining hit contrast with a Fermi--Eyges covariance; marginalizing the unknown scattering scale gives a blank-calibrated Student-$t$-type likelihood. RHMT-E fits the hits in a six-plane magnetic spectrometer to estimate each muon's log momentum loss and models it as a Bethe--Bloch line integral of the electron-density-related contrast $\rho Z/A$. In a controlled Geant4 benchmark, RHMT-S improves the mean ROC-AUC over four-plane scattering baselines ($0.84$--$0.86$ versus $0.81$ for ASR), and RHMT-E provides a separate energy-loss contrast for aluminium, where scattering contrast is weak.
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