TY - RPRT TI - Leveraging prior mean models for faster Bayesian optimization of particle accelerators AU - Boltz, Tobias [SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States); SLAC National Accelerator Laboratory] AU - Martinez, Jose L. [Argonne National Laboratory (ANL), Argonne, IL (United States)] AU - Xu, Connie [Duke University, Durham, NC (United States)] AU - Baker, Kathryn R. L. [Science and Technology Facilities Council (STFC), Oxford (United Kingdom). Rutherford Appleton Laboratory, ISIS Neutron Source] AU - Zhu, Zihan [SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States)] AU - Morgan, Jenny [SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States)] AU - Roussel, Ryan [SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States)] AU - Ratner, Daniel [SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States)] AU - Mustapha, Brahim [Argonne National Laboratory (ANL), Argonne, IL (United States)] AU - Edelen, Auralee L. [SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States)] PY - 2025 DO - 10.1038/s41598-025-95297-z UR - https://www.osti.gov/biblio/2540558 ID - 2540558 ER -