TomOpt: Differential Optimisation for Task- and Constraint-Aware Design of Particle Detectors in the Context of Muon Tomography

Giles C. Strong,Maxime Lagrange,Aitor Orio, Anna Bordignon, Florian Bury,Tommaso Dorigo,Andrea Giammanco,Mariam Heikal,Jan Kieseler,Max Lamparth,Pablo Martinez Ruiz del Arbol,Federico Nardi,Pietro Vischia,Haitham Zaraket

Machine Learning Science and Technology（2024）

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关键词

detector design,differentiable programming,differentiable optimisation,end-to-end optimisation,muon tomography,inference aware learning,automatic differentiation

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