Second MODE Workshop on Differentiable Programming for Experiment Design

Session

Applications in Nuclear Physics

14 Sept 2022, 18:10

OAC conference center, Kolymbari, Crete, Greece.

Conveners

Applications in Nuclear Physics

• Shahid Khan (University of Tuebingen)

82. Adaptive Experimentation to assist the detector design of the future Electron Ion Collider

Cristiano Fanelli (William & Mary)

14/09/2022, 18:10

Nuclear Physics

Talk

The Electron Ion Collider (EIC), the future ultimate machine to study the strong force, is a large-scale experiment with an integrated detector that covers the central, far-forward, and far-backward regions. EIC is utilizing AI starting from the design phase in order to deal with compute intensive simulations and a design made by multiple sub-detectors --- each characterized by multiple design...

93. FAST EMULATION OF DEPOSITED DOSE DISTRIBUTIONS BY MEANS OF DEEP LEARNING

Lorenzo Arsini (Department of Physics, University of Rome “La Sapienza”, Rome, Italy, NFN, Section of Rome, Rome, Italy)

14/09/2022, 18:35

Nuclear Physics

Talk

Background: The aim of our work is to build a Deep Learning algorithm capable of generating the distribution of absorbed dose by a medium interacting with a given particle beam.
Such an algorithm can provide a precise and faster alternative to a Monte Carlo (MC) simulation, which are currently employed in the optimisation process of radio therapy treatment (RT) planning.
A faster dose data...