High Power Laser and Particle Beams, Volume. 33, Issue 4, 044008(2021)
Prototype of an early warning system based on deep learning for the CSNS accelerator
[1] Wei Jie, Chen Hesheng, Chen Yanwei, et al. China Spallation Neutron Source: design, R& D, and outlook[J]. Nuclear Instruments & Methods in Physics Research Section A—Accelerators Spectrometers Detectors and Associated Equipment, 600, 10-13(2009).
[2] Wei Jie, Fu Shinian, Tang Jingyu, et al. China Spallation Neutron Source—An overview of application prospects[J]. Chinese Physics C, 33, 1033-1042(2009).
[3] Wang Sheng, Fang Shouxian, Fu Shinian, et al. Introduction to the overall physics design of CSNS accelerators[J]. Chinese Physics C, 33, 1-3(2009).
[4] [4] Fu S N, Chen H S, Chen Y W, et al. Status of CSNS project[C]Proceedings of IPAC. 2013: 3995–3999.
[5] Chen H, Wang X L. China's first pulsed neutron source[J]. Nature Materials, 15, 689-691(2016).
[6] Liu Huachang, Peng Jun, Gong Keyun, et al. The design and construction of CSNS drift tube linac[J]. Nuclear Inst and Methods in Physics Research A, 911, 131-137(2018).
[7] LeCun Y, Bengio Y, Hinton G. Deep learning[J]. Nature, 521, 436-444(2015).
[8] [8] Lecun Y, Kavukcuoglu K, Farabet C. Convolutional wks applications in vision[C]International Symposium on Circuits Systems NanoBio Circuit Fabrics Systems (ISCAS 2010). 2010.
[9] Krizhevsky A, Sutskever I, Hinton G E. ImageNet classification with deep convolutional neural networks[J]. Communications of the ACM, 60, 84-90(2017).
[10] Lecun Y, Bottou L, Bengio Y. Gradient-based learning applied to document recognition[J]. Proceedings of the IEEE, 86, 2278-2324(1998).
[11] Zhang Yuliang, Jin Dapeng, Zhu Peng, et al. The accelerator control system of CSNS[J]. Radiation Detection Technology and Methods, 4, 1-14(2020).
[12] Zhang Yuliang, Kang Mingtao, Jin Dapeng, et al. The run management system for CSNS[J]. Radiation Detection Technology and Methods, 3, 35-37(2019).
[16] [16] Szegedy C, Liu W, Jia Y, et al. Going deeper with convolutions[C]IEEE Conference on Computer Vision Pattern Recognition (CVPR). 2015: 19.
[17] [17] He K, Zhang X, Ren S, et al. Deep residual learning f image recognition[C]IEEE Conference on Computer Vision Pattern Recognition (CVPR). 2016: 770778.
[18] [18] Goodfellow I J, PougetAbadie J, Mirza M, et al. Generative adversarial s[C]28th Conference on Neural Infmation Processing Systems (NIPS). 2014.
[19] Sainath T N, Kingsbury B, Saon G, et al. Deep convolutional neural networks for large-scale speech tasks[J]. Neural Networks, SI, 39-48(2015).
[20] Sanner M F. Python: A programming language for software integration and development[J]. Journal of Molecular Graphics & Modelling, 17, 57-61(1999).
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Yongcheng He, Yuliang Zhang, Lin Wang, Dapeng Jin, Xuan Wu, Mingtao Kang, Fengqin Guo, Peng Zhu. Prototype of an early warning system based on deep learning for the CSNS accelerator[J]. High Power Laser and Particle Beams, 2021, 33(4): 044008
Category: Particle Beams and Accelerator Technology
Received: Dec. 16, 2020
Accepted: --
Published Online: Jun. 24, 2021
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