Adaptive conditional latent diffusion maps beam loss to 2D phase space projections

Control of the 6D (x,y,z,p x,p y,p z) phase space distribution of beams is important for all particle accelerators over a wide span of applications including beam - based imaging for material science, accelerator - based light sources, and plasma wakefield - based accelerators. At all large high intensity beam particle accelerators, such as the Los Alamos Neutron Science Center (LAN - SCE) [1] or the Spallation Neutron Source (SNS) [2], the beam's phase distribution must be controlled for proper acceleration and to prevent beam lo ss by matching to the accelerator's magnetic focusing lattice. At particle accelerator - based free electron laser (FEL) light sources, such as the Linac Coherent Light Source [3], the European X - ray FEL [4], and the Swiss FEL [5] the beam's phase space defi nes the properties of the generated light and must be adjusted between different experiments.