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Postdoctoral Fellow
Lawrence Berkeley National Laboratory | |
United States, California, Berkeley | |
1 Cyclotron Road (Show on map) | |
Aug 20, 2024 | |
Lawrence Berkeley National Lab's (LBNL) Accelerator Technology & Applied Physics (ATAP) Division has an opening for a Postdoctoral Scholar to join the team to work in the ALS Accelerator Physics Program (ALS AP) matrixed into the Advanced Light Source (ALS) Division in support of ALS accelerator systems. We are seeking a highly motivated Postdoctoral Scholar with expertise in Accelerator Physics or Computer Science, with an emphasis on Machine Learning. The position requires engagement in pioneering research at the crossroads of machine learning and accelerator physics, aimed at improving the performance and capabilities of our light source facility. In this exciting role, you will study beam-based diagnostics to identify machine errors and optimize performance, as well as explore and develop advanced control methods for injectors and storage rings. Additionally, the position requires using ML methods to analyze operational data, predict component failures, and enhance maintenance schedules. Modern complex accelerators at large-scale scientific user facilities face increasing challenges as new machines push the boundaries of technology in the pursuit of higher performance. Working with a team of accelerator physicists and engineers, the position requires tackling these challenges by applying machine learning techniques to accelerator tuning and control. Alongside the cutting-edge research facilities at ALS, one of the world's leading synchrotron light sources, the candidate will have access to the National Energy Research Scientific Computing Center (NERSC), including the Perlmutter GPU cluster. This access will provide outstanding computational resources for data analysis, simulation, and the development of advanced machine learning algorithms. What You Will Do:
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