[1] Deng Yan, Xu Qiao, Chai Liqun. Total internal reflection microscopy: a subsurface defects identification technique in optically transparent components[J]. High Power Laser and Particle Beams, 21, 835-840(2009).

[2] Ren Bingqiang, Huang Huijie, Zhang Weixin. Online inspection apparatus and experiments on optics damage[J]. High Power Laser and Particle Beams, 16, 465-468(2004).

[3] Zhao Yuanan, Shao Jianda, Liu Xiaofeng. Tracking and understanding laser damage events in optics[J]. High Power Laser and Particle Beams, 34, 011004(2022).

[4] Hu Zhengzheng, Ma Liuyang, Hu Hao. A fault diagnosis method for optical elements based on infrared and visible light videos[J]. High Power Laser and Particle Beams, 35, 089002(2023).

[5] Gers F A, Schmidhuber J, Cummins F. Learning to forget: continual prediction with LSTM[J]. Neural Computation, 12, 2451-2471(2000).

[6] [6] Panu R, Mikolov T, Bengio Y. On the difficulty of training recurrent neural wks[C]Proceedings of the 30th International Conference on Machine Learning. 2013: III1310III1318.

[7] [7] Cho K, van Merrienboer B, Gulcehre C, et al. Learning phrase representations using RNN encoderdecoder f statistical machine translation[C]Proceedings of 2014 Conference on Empirical Methods in Natural Language Processing. 2014: 17241734.

[8] Meng Xiangfu, Shi Haoyuan. Survey of Transformer-based model for time series forecasting[J]. Journal of Frontiers of Computer Science & Technology, 19, 45-64(2025).

[9] Liang Hongtao, Liu Shuo, Du Junwei. Review of deep learning applied to time series prediction[J]. Journal of Frontiers of Computer Science & Technology, 17, 1285-1300(2023).

[10] Yuan Ye, Zhang Yong, Ding Han. Research on key technology of industrial artificial intelligence and its application in predictive maintenance[J]. Acta Automatica Sinica, 46, 2013-2030(2020).

[11] [11] Feng Zeyu, She Shaobo, Li Chunyu, et al. Beam temperature prediction method optimization in nonunifm temperature space[JOL]. Vacuum Cryogenics, 2025. (20250630). http:kns.cnki.kcmsdetail62.1125.O4.20250213.1828.002.html.

[12] Chen Siyu, Xu Aidi, Wang Zhenxu. Corn kernel storage temperature prediction based on the LSTM algorithm[J]. Experimental Technology and Management, 41, 57-62(2024).

[13] [13] Vaswani A, Shazeer N, Parmar N, et al. Attention is all you need[C]Proceedings of the 31st International Conference on Neural Infmation Processing Systems. 2017: 60006010.

[14] [14] Wen Qingsong, Zhou Tian, Zhang Chaoli, et al. Transfmers in time series: a survey[C]Proceedings of the 32nd International Joint Conference on Artificial Intelligence. 2023: 759.

[15] Zhou Zhetao, Liu Lu, Song Xiao. Remaining useful life prediction method of rolling bearing based on Transformer model[J]. Journal of Beijing University of Aeronautics and Astronautics, 49, 430-443(2023).

[16] [16] Chowski J, Bahdanau D, Serdyuk D, et al. Attentionbased models f speech recognition[C]Proceedings of the 29th International Conference on Neural Infmation Processing Systems. 2015: 577585.

[17] [17] Bahdanau D, Cho K, Bengio Y. Neural machine translation by jointly learning to align translate[C]Proceedings of the 3rd International Conference on Learning Representations. 2015.