ELECTROMAGNETISM, OPTICS, ACOUSTICS, HEAT TRANSFER, CLASSICAL MECHANICS, AND FLUID DYNAMICS |
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Simultaneous reconstruction of temperature distribution and radiative properties in participating media using a hybrid LSQR–PSO algorithm |
Niu Chun-Yang (牛春洋)a, Qi Hong (齐宏)a, Huang Xing (黄兴)a, Ruan Li-Ming (阮立明)a, Wang Wei (王伟)b, Tan He-Ping (谈和平)a |
a School of Energy Science and Engineering, Harbin Institute of Technology, Harbin 150001, China; b Civil Aviation University of China, Tianjin 300300, China |
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Abstract A hybrid least-square QR decomposition (LSQR)-particle swarm optimization (LSQR-PSO) algorithm was developed to estimate the three-dimensional (3D) temperature distributions and absorption coefficients simultaneously. The outgoing radiative intensities at the boundary surface of the absorbing media were simulated by the line-of-sight (LOS) method, which served as the input for the inverse analysis. The retrieval results showed that the 3D temperature distributions of the participating media with known radiative properties could be retrieved accurately using the LSQR algorithm, even with noisy data. For the participating media with unknown radiative properties, the 3D temperature distributions and absorption coefficients could be retrieved accurately using the LSQR-PSO algorithm even with measurement errors. It was also found that the temperature field could be estimated more accurately than the absorption coefficients. In order to gain insight into the effects on the accuracy of temperature distribution reconstruction, the selection of the detection direction and the angle between two detection directions was also analyzed.
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Received: 28 April 2015
Revised: 21 May 2015
Accepted manuscript online:
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PACS:
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44.40.+a
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(Thermal radiation)
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44.05.+e
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(Analytical and numerical techniques)
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45.10.Db
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(Variational and optimization methods)
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Fund: Project supported by the Major National Scientific Instruments and Equipment Development Special Foundation of China (Grant No. 51327803), the National Natural Science Foundation of China (Grant No. 51476043), and the Fund of Tianjin Key Laboratory of Civil Aircraft Airworthiness and Maintenance in Civil Aviation University of China. |
Corresponding Authors:
Qi Hong
E-mail: qihong@hit.edu.cn
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Cite this article:
Niu Chun-Yang (牛春洋), Qi Hong (齐宏), Huang Xing (黄兴), Ruan Li-Ming (阮立明), Wang Wei (王伟), Tan He-Ping (谈和平) Simultaneous reconstruction of temperature distribution and radiative properties in participating media using a hybrid LSQR–PSO algorithm 2015 Chin. Phys. B 24 114401
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