Sensitivity analysis of CHF parameters under flow instability by using a neural network method

被引:18
作者
Li Jingjing [1 ]
Zhou Tao [1 ]
Ju Zhongyun [1 ]
Huo Qijun [1 ]
Xiao Zejun [2 ]
机构
[1] North China Elect Power Univ, Nucl Safety & Thermal Power Standardizat Inst, Beijing 102206, Peoples R China
[2] CNNC Key Lab Nucl Reactor Thermal Hydraul Technol, Chengdu 610041, Sichuan Provinc, Peoples R China
关键词
Flow oscillation; Critical of heat flux; Neural network; Sensitivity analysis; CRITICAL HEAT-FLUX; LOW-PRESSURE; OSCILLATION; TUBES;
D O I
10.1016/j.anucene.2014.03.040
中图分类号
TL [原子能技术]; O571 [原子核物理学];
学科分类号
0827 ; 082701 ;
摘要
Construct the predicting model of CHF based on BP neural network. The sensitivity coefficients of different parameters could be calculated by solving partial differential of the predicting model. With the method of neural network connection weight sensitivity analysis and the data from other researchers' experiments, the sensitivity of different factors to the critical heat flux (CHF) is analyzed. The result shows that, Delta G(max)/G(0) has the largest sensitivity coefficients to CHF and the inlet temperature has the smallest sensitivity coefficients in the test range. The sensitivity of Delta G(max)/G(0) could be 20 times of that of the inlet temperature. The BP predictions of CHF fit well with the experimental data, and the errors fall in the margin of 5%. The BP predictions of the influences of Delta G(max)/G(0) and tau to CFm fit well with Kim's formula, and the largest error is 12.5%. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:211 / 216
页数:6
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