[1] Krizhevsky A, Sutskever I, Hinton G. Imagenet classification with deep convolutional neural networks[J]. Communications of the ACM, 2017, 60(6):84-90.
[2] Graves A, Mohamed A R, Hinton G. Speech recognition with deep recurrent neural networks[C]//2013 IEEE International Conference on Acoustics, Speech and Signal Processing. May 26-31, 2013, Vancouver, BC, Canada. IEEE, 2013:6645-6649.
[3] Hauser S C, Headley W C, Michaels A J. Signal detection effects on deep neural networks utilizing raw IQ for modulation classification[C]//2017 Military Communications Conference (MILCOM). October 23-25, 2017. Baltimore, MD, USA. IEEE, 2017:121-127.
[4] Duzellier S. Radiation effects on electronic devices in space[J].Aerospace Science and Technology, 2005, 9(1):93-99.
[5] 刘永杰.SOI FinFET器件与组合逻辑电路单粒子效应研究[D].西安:西安电子科技大学,2015.
[6] Akkerman A, Barak J, Yitzhak N M. Role of elastic scattering of protons, muons, and electrons in inducing single-event upsets[J]. IEEE Transactions on Nuclear Science,2017,64(10):2648-2660.
[7] Caron P, Inguimbert C, Artola L, et al. Physical mechanisms inducing electron single-event upset[J].IEEE Transactions on Nuclear Science,2018,65(8):1759-1767.
[8] Jin Y,Huan Y X,Chu H M,et al.TMR group coding method for optimized SEU and MBU tolerant memory design[C]//2018 IEEE International Symposium on Circuits and Systems (ISCAS). May 27-30, 2018, Florence, Italy. IEEE, 2018:1-5.
[9] 汪波,王佳,刘伟鑫,等. 星载ASIC芯片单粒子效应检测及在轨翻转率预估[J].半导体技术, 2019,44(8):728-734.
[10] Chen Y J, Chen T S, Xu Z W, et al. Diannao family:energy-efficient hardware accelerators for machine learning[J].Communications of the ACM, 2016,59(11):105-112.
[11] Chen T S, Du Z D, Sun N H. et al. DianNao:a small footprint high-throughput accelerator for ubiquitous machine learning[C]//Proceedings of the 19th International Conference on Architectural Support for Programming Languages and Operating Systems. Salt Lake City, Utah, USA. New York, NY, USA:ACM, 2014:269-283.
[12] 张建华,王娜,王琦,等.基于SRAM型FPGA抗单粒子措施研究[J].空间电子技术,2015,12(2):83-85, 91.
[13] 杨阳,陶建中,万书芹,等.基于抗辐照技术的DDS电路设计与实现[J].电子与封装,2019,19(8):24-28.
[14] Lee M, Hwang K, Sung W. Fault tolerance analysis of digital feed-forward deep neural networks[C]//2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). May 4-9, 2014, Florence, Italy. IEEE, 2014:5031-5035.
[15] Assoum A, Radi N E, Velazco R, et al. Robustness against SEU of an artificial neural network space application[J].IEEE Transactions on Nuclear Science, 1996,43(3):973-978.
[16] Arechiga A P, Michaels A J. The robustness of modern deep learning architectures against single event upset errors[C]//2018 IEEE High Performance extreme Computing Conference (HPEC). Spptember 25-27, 2018, Waltham, MA, USA. IEEE, 2018:1-6.
[17] Kwon S, Lee K, Kim Y, et al. Measuring error-tolerance in SRAM architecture on hardware accelerated neural network[C]//2016 IEEE International Conference on Consumer Electronics-Asia (ICCE-Asia). October 26-28, 2016, Seoul, koreal (South). IEEE, 2016:1-4.
[18] Arechiga A P,Michaels A J. The effect of weight errors on neural networks[C]//2018 IEEE 8th Annual Computing and Communication Workshop and Conference (CCWC). January 8-10, 2018, Las Vegas, NV, USA. IEEE, 2018:190-196.
[19] Barraza N B, Cernuschi-Frías B, Cernuschi F. A probabilistic model for grouped events analysis[C]//1995 IEEE International Conference on Systems, Man and Cybernetics, October 22-25, 1995, Vancouver, BC, Canada. IEEE, 1995:3386-3390.
[20] Baeg S, Wen S J, Wong R. SRAM interleaving distance selection with a soft error failure model[J]. IEEE Transactions on Nuclear Science,2009,56(4):2111-2118.
[21] Vinod N, Hinton G. Rectified linear units improve restricted Boltzmann machines[C]//International Conference on Machine Learning, 2010:807-814.
[22] Devlin J,Chang M W,Lee K, et al. BERT:pre-training of deep bidirectional transformers for language understanding[J].Association for Computational Linguistics,2019,1:4171-4186.
[23] 李航.统计学习方法[M].北京:清华大学出版社,2012.
[24] Bishop C M. Training with noise is equivalent to Tikhonov regularization[J]. Neural Computation, 1995,7(1):108-116.
[25] Alwani M, Chen H, Ferdman M, et al. Fused-layer CNN accelerators[C]//2016 49th Annual IEEE/ACM International Symposium on Microarchitecture (MICRO). October 15-19, 2016, Taipei, Taiwan, China. IEEE, 2016:1-12.
