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A long-term prediction approach based on long short-term memory neural networks with automatic parameter optimization by Tree-structured Parzen Estimator and applied to time-series data of NPP steam generators

Hoang-Phuong Nguyen, Jie Liu, Enrico Zio

2020Applied Soft Computing187 citationsDOIOpen Access PDF

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Computer sciencePrognosticsEstimatorHyperparameterTerm (time)Artificial neural networkKey (lock)Time seriesMachine learningData miningTree (set theory)Artificial intelligenceSeries (stratigraphy)MathematicsMathematical analysisStatisticsQuantum mechanicsBiologyComputer securityPaleontologyPhysicsEnergy Load and Power ForecastingNuclear reactor physics and engineeringSolar Radiation and Photovoltaics
A long-term prediction approach based on long short-term memory neural networks with automatic parameter optimization by Tree-structured Parzen Estimator and applied to time-series data of NPP steam generators | Litcius