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PIER PIER B PIER C PIER M PIER Letters PIER Photonics
2023-09-24
Global Optimization for Extinction Curve Reconstruction in Inverse Electromagnetic Scattering of Multiparticle Aggregates
By
Ying Li Thong,

    Dr. Ying Li Thong

    School of Physics

    Universiti Sains Malaysia

    Malaysia

    Homepage

Tiem Leong Yoon

    Dr. Tiem Leong Yoon

    School of Physics

    Universiti Sains Malaysia

    Malaysia

    Homepage

Progress In Electromagnetics Research M, Vol. 119, 75-88, 2023
doi:10.2528/PIERM23052601 | Google Scholar

Abstract
Generalized Mie theory provides a theoretical solution to the extinction cross-section curve of an electromagnetic scattering event with a multiparticle aggregate, given the configurational information of the constituent particles. However, deducing the configuration of the aggregate from the extinction cross-section curve is a non-trivial inverse problem that can be cast as a global optimization problem. To address this challenge, we propose a computational scheme that combines global optimization search algorithms with a calculator known as the Generalized Multiparticle Mie-solution The scheme is tested using mock scattering cross-section curves based on randomly generated aggregate configurations. The scheme successfully reproduces the scattering curve by minimizing the discrepancy between the two scattering curves. However, the ground-truth configuration is not reproduced, as initially expected. This is due to the inability of the global optimization algorithm scheme used in the present work to correctly locate the global minimum in the high-dimensional parameter space.Nonetheless, the partial success of the proposed scheme to reconstruct the mock curves provides an instructive experience for future attempts to solve the inverse electromagnetic scattering problem by fine-tuning the present approach.
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Citation
Ying Li Thong, and Tiem Leong Yoon, "Global Optimization for Extinction Curve Reconstruction in Inverse Electromagnetic Scattering of Multiparticle Aggregates," Progress In Electromagnetics Research M, Vol. 119, 75-88, 2023.
doi:10.2528/PIERM23052601
References

1. Gouesbet, G. and G. Grehan, Generalized Lorenz-Mie Theories, Springer, 2011.
doi:10.1007/978-3-642-17194-9

2. Mie, G., "Beitrage zur optik truber medien, speziell kolloidaler metallosungen," Annalen der Physik, Vol. 330, 377-445, 1908.
doi:10.1002/andp.19083300302        Google Scholar

3. Liang, C. and Y. T. Lo, "Scattering by two spheres," Radio Science, Vol. 2, 1481-1495, 1967.
doi:10.1002/rds19672121481        Google Scholar

4. Bruning, J. and Y. T. Lo, "Multiple scattering of EM waves by spheres. Part I --- Multipole expansion and ray-optical solutions," IEEE Transactions on Antennas and Propagation, Vol. 19, 378-390, 1971.
doi:10.1109/TAP.1971.1139944        Google Scholar

5. Mackowski, D. W., "Analysis of radiative scattering for multiple sphere configurations," Proceedings of the Royal Society of London Series A: Mathematical and Physical Sciences, Vol. 433, 599-614, 1991.        Google Scholar

6. Mackowski, D. W. and M. I. Mishchenko, "Calculation of the T matrix and the scattering matrix for ensembles of spheres," JOSA A, Vol. 13, 2266-2278, 1996.
doi:10.1364/JOSAA.13.002266        Google Scholar

7. Xu, Y.-L. and B. A. S. Gustafson, "A generalized multiparticle Mie-solution: Further experimental verification," Journal of Quantitative Spectroscopy and Radiative Transfer, Vol. 70, 395-419, 2001.
doi:10.1016/S0022-4073(01)00019-X        Google Scholar

8. Xu, Y.-L. and B. A. S. Gustafson, "Experimental and theoretical results of light scattering by aggregates of spheres," Applied Optics, Vol. 36, 8026-8030, 1997.
doi:10.1364/AO.36.008026        Google Scholar

9. Xu, Y.-L., "Electromagnetic scattering by an aggregate of spheres: Asymmetry parameter," Physics Letters A, Vol. 249, 30-36, 1998.
doi:10.1016/S0375-9601(98)00708-7        Google Scholar

10. Xu, Y.-L., "Electromagnetic scattering by an aggregate of spheres: Errata," Applied Optics, Vol. 37, 6494, 1998.
doi:10.1364/AO.37.006494        Google Scholar

11. Xu, Y.-L. and R. T. Wang, "Electromagnetic scattering by an aggregate of spheres: Theoretical and experimental study of the amplitude scattering matrix," Physical Review E, Vol. 58, 3931-3948, 1998.
doi:10.1103/PhysRevE.58.3931        Google Scholar

12. Xu, Y.-L., "Efficient evaluation of vector translation coefficients in multiparticle light-scattering theories," Journal of Computational Physics, Vol. 139, 137-165, 1998.
doi:10.1006/jcph.1997.5867        Google Scholar

13. Xu, Y.-L., B. A. S. Gustafson, F. Giovane, J. Blum, and S. Tehranian, "Calculation of the heat-source function in photophoresis of aggregated spheres," Physical Review E, Vol. 60, 2347-2365, 1999.
doi:10.1103/PhysRevE.60.2347        Google Scholar

14. Jia, R., X. Zhang, F. Cui, G. Chen, H. Li, H. Peng, and S. Pei, "Machine-learning-based computationally efficient particle size distribution retrieval from bulk optical properties," Applied Optics, Vol. 59, 7284-7291, 2020.
doi:10.1364/AO.398364        Google Scholar

15. Mitchell, M., "An Introduction to Genetic Algorithms," MIT Press, 1998.        Google Scholar

16. Goldberg, D. E., Genetic Algorithms in Search, Optimization, and Machine Learning, 989, Addison-Wessley Publishing Co., Inc., 1989.

17. Adams, B. M., W. J. Bohnhoff, K. R. Dalbey, et al. "Dakota, a multilevel parallel object-oriented framework for design optimization, parameter estimation, uncertainty quantification, and sensitivity analysis: Version 6.15 user's manual," Sandia Technical Report SAND2020-12495, November 2021.        Google Scholar

18. Murata, T. and H. Ishibuchi, "MOGA: Multi-objective genetic algorithms," Proceedings of 1995 IEEE International Conference on Evolutionary Computation, Vol. 1, 289, 1995.
doi:10.1109/ICEC.1995.489161        Google Scholar

19. Eddy, J. and K. Lewis, "Effective generation of pareto sets using genetic programming," Proceedings of the ASME 2001 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, Vol. 2B, 783-791, 2001.        Google Scholar

20. Eddy, J., "JEGA V 2.3. computer software,", USDOE, https://www.osti.gov//servlets/purl/1231173, Mar. 25, 2009.        Google Scholar

21. Ng, W. C., T. L. Lim, and T. L. Yoon, "Investigation of melting dynamics of Hafnium clusters," Journal of Chemical Information and Modeling, Vol. 57, 517-528, 2017.
doi:10.1021/acs.jcim.6b00553        Google Scholar

22. Ingber, L., "Simulated annealing: Practice versus theory," Mathematical and Computer Modelling, Vol. 18, 29-57, 1993.
doi:10.1016/0895-7177(93)90204-C        Google Scholar

23. Wales, D. J. and J. P. K. Doye, "Global optimization by basin-hopping and the lowest energy structures of Lennard-Jones clusters containing up to 110 atoms," J. Phys. Chem. A, Vol. 101, 5111-5116, 1997.
doi:10.1021/jp970984n        Google Scholar

24. Hsu, P. J. and S. K. Lai, "Structures of bimetallic clusters," The Journal of Chemical Physics, Vol. 124, 044711, 2006.
doi:10.1063/1.2147159        Google Scholar

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