THERMAL SCIENCE

International Scientific Journal

Biao Zhang

,

Hong Qi

,

Shuang-Cheng Sun

,

Li-Ming Ruan

,

He-Ping Tan

A NOVEL HYBRID ANT COLONY OPTIMIZATION AND PARTICLE SWARM OPTIMIZATION ALGORITHM FOR INVERSE PROBLEMS OF COUPLED RADIATIVE AND CONDUCTIVE HEAT TRANSFER

ABSTRACT
In this study, a continuous ant colony optimization algorithm on the basis of probability density function was applied to the inverse problems of one-dimensional coupled radiative and conductive heat transfer. To overcome the slow convergence of the ant colony optimization algorithm for continuous domain problems, a novel hybrid ant colony optimization and particle swarm optimization algorithm was proposed. To illustrate the performances of these algorithms, the thermal conductivity, absorption coefficient and scattering coefficient of the one-dimensional homogeneous semi-transparent medium were retrieved for several test cases. The temperature and radiative heat flux simulated by the finite volume method were served as inputs for the inverse analysis. Through function estimation and parameter estimation, the HAPO algorithm was proved to be effective and robust.
KEYWORDS
inverse problem, ant colony optimization, particle swarm optimization, coupled heat transfer
PAPER SUBMITTED: 2013-11-24
PAPER REVISED: 2014-01-24
PAPER ACCEPTED: 2014-02-25
PUBLISHED ONLINE: 2014-03-08
DOI REFERENCE: https://doi.org/10.2298/TSCI131124023Z
CITATION EXPORT: view in browser or download as text file
THERMAL SCIENCE YEAR 2016, VOLUME 20, ISSUE Issue 2, PAGES [461 - 472]
REFERENCES
  1. Ruan, L. M., Xie, M., Qi, H., An, W., Tan, H. P., Development of a Finite Element Model for Coupled Radiative and Conductive Heat Transfer in Participating Media, Journal of Quantitative Spectroscopy and Radiative Transfer, 102 (2006), 2, pp. 190-202
  2. Yi, H. L., Tan, H. P., Zhou, Y., Coupled Radiation and Solidification Heat Transfer Inside a Graded Index Medium by Finite Element Method, International Journal of Heat and Mass Transfer, 54 (2011), 13-14, pp. 3090-3095
  3. Lari, K., Gandjalikhan, N. A. S., Modeling of the Conjugate Radiation and Conduction Problem in a 3D Complex Multi-Burner Furnace, Thermal Science, 16 (2012), 4, pp. 1187-1200
  4. Zhang, Y., Yi, H. L., Tan, H. P., Natural Element Method Analysis for Coupled Radiative and Conductive Heat Transfer in Semitransparent Medium with Irregular Geometries, International Journal of Thermal Sciences, 76 (2014), pp. 30-42
  5. Talukdar, P., Mendes, M. A., Parida, R. K., Trimis, D., Ray, S., Modelling of Conduction-Radiation in a Porous Medium with Blocked-off Region Approach, International Journal of Thermal Sciences, (72) 2013, pp. 102-114
  6. Mishra, S.C., Sahai, H., Analysis of Non-Fourier Conduction and Radiation in a Cylindrical Medium Using Lattice Boltzmann Method and Finite Volume Method, International Journal of Heat and Mass Transfer, 61 (2013), pp. 41-55
  7. Zhang, B., Qi, H., Ren, Y. T., Sun, S. C., Ruan, L. M., Application of Homogenous Continuous Ant Colony Optimization Algorithm to Inverse Problem of One-Dimensional Coupled Radiation and Conduction Heat Transfer, International Journal of Heat and Mass Transfer, 66 (2013), pp. 507-516
  8. Chopade, R. P., Mohan, V., Mayank, R., Uppaluri, R. V., Mishra, S. C., Simultaneous Retrieval of Parameters in a Transient Conduction-Radiation Problem Using a Differential Evolution Algorithm, Numerical Heat Transfer, Part A: Applications, 63 (2013), 5, pp. 373-395
  9. Chopade, R. P., Agnihotri, E., Singh, A., Kumar, A., Uppaluri, R., Mishra, S. C., Mahanta, P., Application of a Particle Swarm Algorithm for Parameter Retrieval in a Transient Conduction-Radiation Problem, Numerical Heat Transfer, Part A: Applications, 59 (2011), 9, pp. 672-692
  10. Das, R., Mishra, S. C., Kumar, T. P., Uppaluri, R., An Inverse Analysis for Parameter Estimation Applied to a Non-Fourier Conduction-Radiation Problem, Heat Transfer Engineering, 32 (2011), 6, pp. 455-466
  11. Zhang, B., Qi, H., Ren, Y. T., Sun, S. C., Ruan, L. M., Inverse Transient Radiation Analysis in One-Dimensional Participating Slab Using Improved Ant Colony Optimization Algorithms, Journal of Quantitative Spectroscopy and Radiative Transfer, 133 (2014), pp. 351-363
  12. Qi, H., Ruan, L. M., Shi, M., An, W., Tan, H. P., Application of Multi-Phase Particle Swarm Optimization Technique to Inverse Radiation Problem, Journal of Quantitative Spectroscopy and Radiative Transfer, 109 (2008), 3, pp. 476-493
  13. Colorni, A., Dorigo, M., Maniezzo, V., Distributed optimization by ant colonies, Proceedings, 1st European Conference On Artificial Life, Paris, France, 1991, pp. 134-142
  14. Dorigo, M., Caro, G. D., Gambardella, L.M., Ant algorithms for discrete optimization, Artificial life, 5 (1999), 2, pp. 137-172
  15. Qi, H., Zhang, B., Ren, Y. T., Ruan, L. M., Tan, H. P., Retrieval of Spherical Particle Size Distribution Using Ant Colony Optimization Algorithm, Chinese Optics Letters, 11(2013), 11, pp. 112901-1-5
  16. Socha, K., ACO for continuous and mixed-variable optimization, Proceedings, 4th International Workshop on Ant Colony Optimization and Swarm Intelligence, Brussels, Belgium, 2004, pp. 25-36
  17. Fernández-Vargas, J. A., Bonilla-Petriciolet, A., Segovia-Hernández, J. G., An Improved Ant Colony Optimization Method and Its Application for the Thermodynamic Modeling of Phase Equilibrium, Fluid Phase Equilibria, 353 (2013), pp. 121-131
  18. Huang, C. L., Huang, W. C., Chang, H. Y., Yeh, Y. C., Tsai, C. Y., Hybridization Strategies for Continuous Ant Colony Optimization and Particle Swarm Optimization Applied to Data Clustering, Applied Soft Computing, 13 (2013), 9, pp. 3864-3872
  19. Li, X., Zhang, X. N., Li, C. C., Zhang, L., Rolling Element Bearing Fault Detection Using Support Vector Machine with Improved Ant Colony Optimization, Measurement, 46 (2013), 8, pp. 2726-2734
  20. Qi, H., Ruan, L. M., Zhang, H. C., Wang, Y. M., Tan, H. P., Inverse Radiation Analysis of a One-Dimensional Participating Slab by Stochastic Particle Swarm Optimizer Algorithm, International Journal of Thermal Sciences, 46 (2007), 7, pp. 649-661
  21. Qi, H., Ruan, L. M., Wang, S. G., Shi, M., Zhao, H., Application of multi-phase particle swarm optimization technique to retrieve the particle size distribution, Chinese Optics Letters, 6 (2008), 5, pp. 346-349
  22. Qi, H., Wang, D. L., Wang, S. G., Ruan, L. M., Inverse Transient Radiation Analysis in One-Dimensional Non-Homogeneous Participating Slabs Using Particle Swarm Optimization Algorithms, Journal of Quantitative Spectroscopy and Radiative Transfer, 112 (2011), 15, pp. 2507-2519
  23. Sun, Y. P., Lou, C., Zhou, H. C., Estimating soot volume fraction and temperature in flames using stochastic particle swarm optimization algorithm, International Journal of Heat and Mass Transfer, 54 (2011), 1-3, pp. 217-224
  24. Wang, D. L., Qi, H., Ruan, L. M., Retrieve Properties of Participating Media by Different Spans of Radiative Signals Using the SPSO Algorithm, Inverse Problems in Science and Engineering, 21 (2013), 5, pp. 888-915
  25. Modest, M. F., Radiative heat transfer, McGraw-Hill, New York, USA, 2003
PDF VERSION [DOWNLOAD]
A novel hybrid ant colony optimization and particle swarm optimization algorithm for inverse problems of coupled radiative and conductive heat transfer

© 2024 Society of Thermal Engineers of Serbia. Published by the Vinča Institute of Nuclear Sciences, National Institute of the Republic of Serbia, Belgrade, Serbia. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International licence