Preliminary results in using Deep Learning to emulate BLOB, a nuclear interaction model

A. Ciardiello, M. Asai,B. Caccia,G.A.P. Cirrone,M. Colonna, A. Dotti, R. Faccini,S. Giagu,A. Messina,P. Napolitani,L. Pandola, D.H. Wright,C. Mancini-Terracciano

Physica Medica（2020）

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摘要

•Nuclear reactions are fundamental for Ion-therapy simulations.•Theoretical models running time are too long for medical applications.•We are proposing the idea of using a Deep Learning algorithm to emulate the model.•We obtained promising preliminary results.

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关键词

Monte Carlo simulations,Deep Learning,Nuclear reactions,Ion-therapy,Hadron-therapy

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