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Automating Neutron Resonances Classification with Machine Learning [Slides]

Nuclear Criticality Safety Program (NCSP) Technical Program Review 2022, Held Virtually, Oak Ridge, TN (United States), 15-17 Feb 2022(2022)

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摘要
Team reported the following accomplishments: the development of a Machine-Learning method to properly assign spins to neutron resonances (automated, general, reproducible); full integration with evaluated resonances in the Atlas (automation of new editions); training and optimization in synthetic data; validation and deployment to real experimental resonances. Future perspectives include exploration of other classifiers and hyper-parameter combinations, further validation with well-known nucleus (e.g. 235 U), and publication pipeline.
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