Spectral Emissivity Calculation Based on Extreme Learning Machine

被引：0

作者：

Fu, Li ^{[1
]}

Wang, Henan ^{[1
]}

Gong, Yu ^{[2
]}

Fu, Jinxin ^{[1
]}

机构：

[1] Shenyang Aerosp Univ, Sch Automat, Shenyang 110136, Peoples R China

[2] Shenyang Aircraft Design & Res Inst, Shenyang, Peoples R China

来源：

PROCEEDINGS OF THE 30TH CHINESE CONTROL AND DECISION CONFERENCE (2018 CCDC) | 2018年

基金：

中国国家自然科学基金;

关键词：

ELM neural network; Spectral emissivity; Infrared radiance; Blackbody; TEMPERATURE;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Spectral emissivity has important research significance and application value in the fields of national defense and medical science. The network training is carried out on the test samples through the ELM modeling method in this paper, and the results show that the blackbody is band infrared radiation brightness model in the range of 3 5)tm and 8 12m, used to calculate the different wavelengths of blackbody spectral emissivity. The comparison of the standard blackbody shows that the maximum relative error between the spectral emissivity and the actual spectral emissivity of the ELM network model is less than 1%, and the method is applied to the calculation of the target spectral emissivity of the aircraft skin.

引用

页码：6668 / 6672

页数：5

共 13 条

[1] Dai Jing-min, 2009, Infrared Laser Engineering, V38, P710
[2] Error Minimized Extreme Learning Machine With Growth of Hidden Nodes and Incremental Learning
Feng, Guorui
Huang, Guang-Bin
Lin, Qingping
Gay, Robert
[J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 2009, 20 (08): : 1352 - 1357
[3] Huang G B, 2006, IEEE T NEURAL NETWOR, V17
[4] Huang GB, 2004, IEEE IJCNN, P985
[5] Extreme learning machine: Theory and applications
Huang, Guang-Bin
Zhu, Qin-Yu
Siew, Chee-Kheong
[J]. NEUROCOMPUTING, 2006, 70 (1-3) : 489 - 501
[6] Extreme learning machines: a survey
Huang, Guang-Bin
Wang, Dian Hui
Lan, Yuan
[J]. INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2011, 2 (02) : 107 - 122
[7] Uncertainty estimation for emissivity measurements near room temperature with a Fourier transform spectrometer
Ishii, J
Ono, A
[J]. MEASUREMENT SCIENCE AND TECHNOLOGY, 2001, 12 (12) : 2103 - 2112
[8] Luo MD, 2013, MEAS CONTROL, V32, P171
[9] Lv W Y, 2010, J ATMOSPHERIC ENV OP, V5, P26
[10] The Linearity Analysis of Ultrahigh Temperature FTIR Spectral Emissivity Measurement System
Wang Zong-wei
Dai Jing-min
He Xiao-wa
Yang Chun-ling
[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2012, 32 (02) : 313 - 316

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