Research Article

Modeling of a Liquid Leaf Target TNSA Experiment Using Particle-In-Cell Simulations and Deep Learning

Table 2

Table of the physical parameters to be optimized for the laser system. Both initial and optimized values are shown. Rows in bold remained fixed during optimization. The dimensionless laser amplitude also remained fixed during optimization to encourage the convergence towards nontrivial parameter combinations. is a measure for energy conversion efficiency (see equation (6)), normalized to the initial parameter case.

NoAttributeInitialOptimized Optimized Units

1Laser energy306.61.4J
2Focus-FWHM204.22μm
3Pulse length30149.9137.6fs
4Polarization
5Incidence angle12.232.229.3
6Wavelength800800800nm
7Thickness23.03.0μm

13.851.551.2MeV
1.07.841.3