19–22 Jun 2023
Naples
Europe/Zurich timezone

TomOpt: Muon Tomography experiment optimization

21 Jun 2023, 09:00
20m
Naples

Naples

Centro Congressi Federico II Via Partenope, 36, 80121 Napoli NA
Oral presentation General purpose tools and methods General purpose tools and methods

Speaker

Mr Maxime Lagrange (Université Catholique de Louvain)

Description

The TomOpt software has been developed to optimize the geometrical layout
and specifications of detectors designed for muon scattering tomography.
Based on differentiable programming techniques, TomOpt consists in a modular pipeline that models all the aspects of a muon tomography task, from the generation and interaction of cosmic ray muons with a parameterized detector and passive material, to the inference on the volume properties. This enables the optimization of the detector parameters via gradient descent, to suggest optimal detector configurations and specifications. The geometry optimization will be studied for several relevant use case subject to various external constraints such as cost, logistic and material identification efficiency.

Authors

Dr Andrea Giammanco (Université Catholique de Louvain) Ms Anna Bordignon (National Institute for Nuclear Physics, University of Padova) Ms Federica Fanzago (National Institute for Nuclear Physics, University of Padova) Mr Federico Nardi (National Institute for Nuclear Physics, University of Padova) Dr Giles Strong (National Institute for Nuclear Physics, University of Padova) Prof. Haitham Zaraket (Lebanese University) Dr Jan Kiesler (CERN) Mr Max Lamparth (Technical University of Munich) Mr Maxime Lagrange (Université Catholique de Louvain) Prof. Pietro Vishia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias) Prof. Tommaso Dorigo (National Institute for Nuclear Physics, University of Padova)

Presentation materials