Journal of Radiation Research and Radiation Processing, Volume. 41, Issue 6, 060602(2023)
Inversion of tritium source term based on adaptive Kalman filter and deep feedforward neural network
[1] MA Jianwen, QIN Sixian. Recent advances and development of data assimilation algorithms[J]. Advances in Earth Sciences, 27, 747-757(2012).
[2] LIU Yun, FANG Sheng, LI Hong et al. Source inversion in nuclear accidents based on 4D variational data assimilation[J]. Journal of Tsinghua University (Science and Technology), 55, 98-104(2015).
[3] ZHENG Zihao, CHEN Chunhua, ZHU Jingxian et al. Research on source term inversion and uncertainty analysis based on particle filter algorithm[J]. Journal of Radiation Research and Radiation Processing, 40, 040602(2022).
[4] Astrup P, Turcanu C, Puch R O et al. Data assimilation in the early phase: Kalman filtering RIMPUFF[R], 78-89(2004).
[5] TANG Xiuhuan, LI Hua, BAO Lihong. Inversion algorithm for nuclear accident instantaneous release quantity based on ensemble Kalman filter[J]. Atomic Energy Science and Technology, 48, 415-420(2014).
[6] HOU Wenyu, LING Yongsheng, ZHAO Dan et al. Important parameters in inversion of nuclear accident source term based on BP neural network[J]. Journal of Nanjing University of Aeronautics & Astronautics, 47, 778-784(2015).
[7] Pati Y C, Krishnaprasad P S. Analysis and synthesis of feedforward neural networks using discrete affine wavelet transformations[J]. IEEE Transactions on Neural Networks, 4, 73-85(1993).
[8] Blum A L, Rivest R L. Training a 3-dose neural networks is NP-complete[J]. Neural Networks, 5, 117-127(1992).
[9] Yang Y, Gao W. An optimal adaptive Kalman filter[J]. Journal of Geodesy, 80, 177-183(2006).
[11] Eckerman K, Harrison J, Menzel H G et al. ICRP publication 119: compendium of dose coefficients based on ICRP publication 60[J]. Annals of the ICRP, 42, e1-e130(2013).
[12] Raskob W. UFOTRI: program for assessing the off-site consequences from accidental tritium releases[R](1990).
[13] Raskob W. Description of the new version 4.0 of the tritium model UFOTRI including user guide[R](1993).
[14] NIE Baojie. Research on radionuclides environmental migration and public consequences of fusion reactor[D](2017).
Get Citation
Copy Citation Text
Jinlong ZHANG, Weijie CUI, Zaixin LI. Inversion of tritium source term based on adaptive Kalman filter and deep feedforward neural network[J]. Journal of Radiation Research and Radiation Processing, 2023, 41(6): 060602
Category: Research Articles
Received: Oct. 19, 2022
Accepted: Nov. 29, 2022
Published Online: Jan. 3, 2024
The Author Email: Zaixin LI (栗再新)