Improving surrogate model accuracy for the LCLS-II injector frontend using convolutional neural networks and transfer learning
Author(s) -
Lipi Gupta,
Auralee Edelen,
Nicole Neveu,
Aashwin Mishra,
Christopher Mayes,
Y. K. Kim
Publication year - 2021
Publication title -
machine learning science and technology
Language(s) - English
Resource type - Journals
ISSN - 2632-2153
DOI - 10.1088/2632-2153/ac27ff
Subject(s) - surrogate model , convolutional neural network , computer science , leverage (statistics) , artificial neural network , transfer of learning , scalar (mathematics) , beam (structure) , artificial intelligence , machine learning , algorithm , physics , optics , mathematics , geometry
Accelerating Research
Robert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom
Address
John Eccles HouseRobert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom