Predicting nuclear power plant operational parameters using clustering and mutual information for feature selection and Transformer neural network optimized by TPE

Predicting nuclear power plant operational parameters using clustering and mutual information for feature selection and Transformer neural network optimized by TPE

IntroductionIn the domain of nuclear power plant operations, accurately and rapidly predicting future states is crucial for ensuring safety and efficiency. Data-driven methods are becoming increasingly important for nuclear power plant parameter forecasting. While Transformer neural networks have em...

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Bibliographic Details
Main Authors: Yanjie Tuo, Xiaojing Liu
Format: Article
Language:English
Published: Frontiers Media S.A. 2024-12-01
Series:Frontiers in Energy Research
Subjects:
nuclear power plant
prediction
clustering
Transformer
mutual inforamtion
Online Access:https://www.frontiersin.org/articles/10.3389/fenrg.2024.1462184/full
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