Simultaneous reconstruction of temperature distribution and radiative properties in participating media using a hybrid LSQR–PSO algorithm

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.

[1]  Michael A. Saunders,et al.  Algorithm 583: LSQR: Sparse Linear Equations and Least Squares Problems , 1982, TOMS.

[2]  Per Christian Hansen,et al.  Truncated Singular Value Decomposition Solutions to Discrete Ill-Posed Problems with Ill-Determined Numerical Rank , 1990, SIAM J. Sci. Comput..

[4]  Study on the Influence of Aerosol Radiation Balance in One-Dimensional Atmospheric Medium Using -Approximation Method , 2014 .

[5]  L. H. Liu Simultaneous identification of temperature profile and absorption coefficient in one-dimensional semitransparent medium by inverse radiation analysis , 2000 .

[6]  Huai-Chun Zhou,et al.  Assessment of Regularized Reconstruction of Three-Dimensional Temperature Distributions in Large-Scale Furnaces , 2008 .

[7]  Yong Shuai,et al.  Inverse problem for particle size distributions of atmospheric aerosols using stochastic particle swarm optimization , 2010 .

[8]  He-Ping Tan,et al.  SIMULTANEOUS IDENTIFICATION OF TEMPERATURE PROFILE AND WALL EMISSIVITIES IN ONE-DIMENSIONAL SEMITRANSPARENT MEDIUM BY INVERSE RADIATION ANALYSIS , 1999 .

[9]  Chun Lou,et al.  Simultaneous Determination of Distributions of Temperature and Soot Volume Fraction in Sooting Flames Using Decoupled Reconstruction Method , 2009 .

[10]  Hong Qi,et al.  Inverse radiation analysis of a one-dimensional participating slab by stochastic particle swarm optimizer algorithm , 2007 .

[11]  Huai-Chun Zhou,et al.  Experimental investigations on visualization of three-dimensional temperature distributions in a large-scale pulverized-coal-fired boiler furnace , 2005 .

[12]  Xiao-Wei Gao,et al.  Inverse radiation analysis in an absorbing, emitting and non-gray participating medium , 2011 .

[13]  Dong Liu,et al.  Noncontact temperature measurement by means of CCD cameras in a participating medium. , 2008, Optics letters.

[14]  Bin Liu,et al.  Inverse problem for aerosol particle size distribution using SPSO associated with multi-lognormal distribution model , 2011 .

[15]  Hong Qi,et al.  Inverse transient radiation analysis in one-dimensional non-homogeneous participating slabs using particle swarm optimization algorithms , 2011 .

[16]  Dong Liu,et al.  Inverse radiation analysis of simultaneous estimation of temperature field and radiative properties in a two-dimensional participating medium , 2010 .

[17]  Fung-Bao Liu,et al.  Particle Swarm Optimization-based algorithms for solving inverse heat conduction problems of estimating surface heat flux , 2012 .

[18]  高飞,et al.  Parameters estimation online for Lorenz system by a novel quantum-behaved particle swarm optimization , 2008 .

[19]  Liu Dong,et al.  Fast reconstruction of two-dimensional temperature distribution in participating medium , 2008 .

[20]  C. Zheng,et al.  An inverse radiative transfer problem of simultaneously estimating profiles of temperature and radiative parameters from boundary intensity and temperature measurements , 2002 .

[21]  Chun Lou,et al.  Measurements of the flame emissivity and radiative properties of particulate medium in pulverized-coal-fired boiler furnaces by image processing of visible radiation , 2007 .

[22]  Xiangyu Zhang,et al.  Simultaneous Measurement of Three-Dimensional Temperature Distributions and Radiative Properties Based on Radiation Image Processing Technology in a Gas-Fired Pilot Tubular Furnace , 2014 .

[23]  James Kennedy,et al.  Particle swarm optimization , 2002, Proceedings of ICNN'95 - International Conference on Neural Networks.

[24]  Huai-Chun Zhou,et al.  Experimental investigation on simultaneous measurement of temperature distributions and radiative properties in an oil-fired tunnel furnace by radiation analysis , 2011 .

[25]  Biao Zhang,et al.  Inverse transient radiation analysis in one-dimensional participating slab using improved Ant Colony Optimization algorithms , 2014 .

[26]  P. Ferrão,et al.  Flame three-dimensional tomography sensor for in-furnace diagnostics , 2000 .

[27]  Fuqiang Wang,et al.  Thermal performance analyses of porous media solar receiver with different irradiative transfer models , 2014 .

[28]  Dong Liu,et al.  Simultaneous measurements of two-dimensional temperature and particle concentration distribution from the image of the pulverized-coal flame , 2010 .

[29]  Norman J. McCormick,et al.  Inverse radiative transfer problems : a review , 1992 .

[30]  Dong Liu,et al.  Inverse radiation problem of temperature field in three-dimensional rectangular enclosure containing inhomogeneous, anisotropically scattering media , 2008 .

[31]  M. Akamatsu,et al.  Transient Prediction of Radiation Response in a 3-D Scattering-Absorbing Medium Subjected to a Collimated Short Square Pulse Train , 2013 .

[32]  Stanley M. Dunn,et al.  Optical imaging of breast tumor through temporal log-slope difference mappings , 2006, Comput. Biol. Medicine.

[33]  Kyunghan Kim,et al.  Ultrafast-laser-radiation transfer in heterogeneous tissues with the discrete-ordinates method. , 2003, Applied optics.

[34]  Hong Qi,et al.  Application of homogenous continuous Ant Colony Optimization algorithm to inverse problem of one-dimensional coupled radiation and conduction heat transfer , 2013 .

[35]  Liwu Liu,et al.  Inverse radiation problem for reconstruction of temperature profile in axisymmetric free flames , 2001 .

[36]  Hong Qi,et al.  A novel hybrid ant colony optimization and particle swarm optimization algorithm for inverse problems of coupled radiative and conductive heat transfer , 2016 .

[37]  Hong Qi,et al.  Application of multi-phase particle swarm optimization technique to inverse radiation problem , 2008 .

[38]  Dong Liu,et al.  Simultaneous Measurement of Three-Dimensional Soot Temperature and Volume Fraction Fields in Axisymmetric or Asymmetric Small Unconfined Flames With CCD Cameras , 2010 .

[39]  Zhenzong He,et al.  An effective inversion algorithm for retrieving bimodal aerosol particle size distribution from spectral extinction data , 2014 .

[40]  R. Fraser,et al.  Spectrally Resolved Measurement of Flame Radiation to Determine Soot Temperature and Concentration , 2002 .