Submitted¶
1. Machine Learning¶
Machine Learning Meets the Challenges of HEP Research and Development - download pdf - Brendan O’Shea, et al.
Machine learning and surrogate models for simulation-based optimization of accelerator design - download pdf - Remi Lehe, et al.
Application of Machine Learning to Particle Accelerator Simulations - download pdf - Daniel Winklehner, et al.
Adaptive Machine Learning for Time Varying Systems: Noninvasive Diagnostics and Automatic Control for Short Intense Bunches - download pdf - Alexander Scheinker, et al.
2. Physics for Conventional Accelerators¶
Loss prediction through modeling of high dynamic range beam distributions - download pdf - Kiersten Ruisard, et al.
Electron Cooling Simulation Based on First Principles - download pdf - He Zhang, et al.
Interdisciplinary simulations: Integrating accelerator RF and particle-matter interaction codes - download pdf - Ao Liu, et al.
Physics-based high-fidelity modeling of high brightness beam injectors - download pdf - Chengkun Huang, et al.
Numerical Modeling for Superconducting Accelerator Magnets - download pdf - Lucas Brouwer, et al.
3. Physics for Advanced Accelerator Concepts¶
Computational modeling needs of plasma-based accelerators towards future colliders - download pdf - Warren Mori, et al.
Modeling of structured plasmas for next generation accelerators - download pdf - Nathan Cook, et al.
Modeling Needs for Structured Wakefield Accelerators - download pdf - Nathan Cook, et al.
5. Cross-Cutting Standardization and Practice¶
Develop/integrate data standards & start-to-end workflows for Accelerator Physics - download pdf - Axel Huebl, et al.
Aspiration for Open Science in Accelerator & Beam Physics Modeling - download pdf - Axel Huebl, et al.
Embracing modern software tools and user-friendly practices, when distributing scientific codes - download pdf - Remi Lehe, et al.
6. Community Organization¶
Center(s) for accelerator and beam modeling - download pdf - Jean-Luc Vay, et al.
Consortium for PIC Software in Accelerator Science - download pdf - Warren Mori, et al.
Collaboration between industry and the HEP community - download pdf - David Bruhwiler, et al.
7. Quantum Computing¶
Getting Ready in Algorithm and Software Development for the Arrival of the Quantum Computing Age - download pdf - He Zhang, et al.
We rely on the community (you) to inform us about proposed and submitted LOIs by sending emails to AccBeamModelSnowmass21@lbl.gov.