Multi-objective and multi-fidelity Bayesian optimization of laser-plasma acceleration
Beam parameter optimization in accelerators involves multiple, sometimes competing, objectives. Condensing these individual objectives into a single figure of merit unavoidably results in a bias towards particular outcomes, often in an undesired way in the absence of prior knowledge. Finding an opti...
Main Authors: | , , |
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Format: | Article |
Language: | English |
Published: |
American Physical Society
2023-01-01
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Series: | Physical Review Research |
Online Access: | http://doi.org/10.1103/PhysRevResearch.5.013063 |