邓强,王航,彭敏俊,王晓昆,徐仁义.基于时间卷积胶囊网络的核动力装置事故诊断技术研究[J].原子能科学技术,2023(02).

孙原理,宋志浩.基于卷积长短期记忆网络和人工鲸鱼算法的核反应堆运行事件诊断方法研究[J].核动力工程,2022(04).

Liu Maolong,Wei Yiwei,Wang Lang,Xiong Zhenqin,Gu Hanyang.An accident diagnosis method of pressurized water reactor based on BI-LSTM neural network[J].Progress in Nuclear Energy,2023.

Lee Gyumin,Lee Seung Jun,Lee Changyong.A convolutional neural network model for abnormality diagnosis in a nuclear power plant[J].Applied Soft Computing,2020.

Jia Liu,Gao Qin,Liu Zhaopeng,Tan Haibo,Zhou Liwei.Multidisciplinary fault diagnosis of complex engineering systems: A case study of nuclear power plants[J].International Journal of Industrial Ergonomics,2020.

Hanan A. Saeed,Hang Wang,Minjun Peng,Anwar Hussain,Amjad Nawaz.Online fault monitoring based on deep neural network & sliding window technique[J].Progress in Nuclear Energy,2020.

Fundamental Science on Nuclear Safety and Simulation Technology Laboratory, Harbin Engineering University, Harbin, 150001, China,Fundamental Science on Nuclear Safety and Simulation Technology Laboratory, Harbin Engineering University, Harbin, 150001, China,Fundamental Science on Nuclear Safety and Simulation Technology Laboratory, Harbin Engineering University, Harbin, 150001, China,Fundamental Science on Nuclear Safety and Simulation Technology Laboratory, Harbin Engineering University, Harbin, 150001, China,Fundamental Science on Nuclear Safety and Simulation Technology Laboratory, Harbin Engineering University, Harbin, 150001, China,Fundamental Science on Nuclear Safety and Simulation Technology Laboratory, Harbin Engineering University, Harbin, 150001, China.Research on intelligent fault diagnosis method for nuclear power plant based on correlation analysis and deep belief network[J].Progress in Nuclear Energy,2018.

Mandal Shyamapada,Santhi B.,Sridhar S.,Vinolia K.,Swaminathan P..Nuclear Power Plant Thermocouple Sensor Fault Detection and Classification using Deep Learning and Generalized Likelihood Ratio Test[J].IEEE Transactions on Nuclear Science,2017.

Kyunghyun Cho,Bart van Merrienboer,Çaglar Gülçehre,Fethi Bougares,Holger Schwenk,Yoshua Bengio.Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation.[J].CoRR,2014.

Dong Hou,Meng Lin,Zhihong Xu,Yanhua Yang.Development and application of an extensible engineering simulator for NPP DCS closed-loop test[J].Annals of nuclear energy,2011.

Jianping Ma,Jin Jiang.Applications of fault detection and diagnosis methods in nuclear power plants: A review[J].Progress in nuclear engergy,2011.

Meng Lin,Dong Hou,Pengfei Liu,Zongwei Yang,Yanhua Yang.Main control system verification and validation of NPP digital I&C system based on engineering simulator[J].Nuclear Engineering and Design,2010.

Meng Lin,Yun Su,Rui Hu,Ronghua Zhang,Yanhua Yang.Development of a thermal–hydraulic system code for simulators based on RELAP5 code[J].Nuclear Engineering and Design,2005.

Hochreiter S,Schmidhuber J.Long short-term memory.[J].Neural computation,1997(8).