Improved Optical System Design of Human Eye Using Ant Colony Optimization
DOI:
https://doi.org/10.22399/ijcesen.2691Keywords:
OSD, Human Eye Simulation, Optimization, ACO, Evolutionary AlgorithmsAbstract
The motive we address in this paper is to design an accurate optical system for the human eye using a newly used approach based on optimizing a human eye model by the Ant Colony Algorithm (ACO). The optimization process dealt with the optical features of both the cornea and the lens. The optimal model of the eye was obtained after 100 cycles, in each of which a specific number of ants are placed that secrete the pheromone at each movement. This method allows the ant to make 1000 movements. The initial evaluation of the improvement process showed that the objective function led the ants to improve the selection of the values of the optical features, and that the improvement approached the optimal limits at the last ant turns. The optimal eye model resulting from the optimization was tested by quality measures: OTF and spot size, and were found to be very close to optimal values, which indicating efficiency of evolutionary methods for achieving the intended optical design of the human eye
References
[1] Wilson, J., & Hawkes, J. (1998). Optoelectronics: An Introduction (3rd ed.). Prentice Hall Europe.
[2] Bilteanu, L., et al. (2021). Human Eye Optics Within A Non-Euclidian Geometrical Approach And Some Implications In Vision Prosthetics Design. Journal of Biomolecules. 11;211-215. https://doi.org/10.3390/biom11020215 DOI: https://doi.org/10.3390/biom11020215
[3] Khorsheed, S. M., et al. (2011). Optical System Design For Human Eye Using Genetic Algorithm. Iraqi Journal of Science. 52(1);109-117. https://doi.org/10.24996/ijs.2011.52.1.%25g
[4] Navarro, R. (2009). The Optical Design Of The Human Eye: A Critical Review. Journal of Optometry. 2;3-18. https://doi.org/10.3921/joptom.2009.3 DOI: https://doi.org/10.3921/joptom.2009.3
[5] Francois, G., et al. (2009). Image-Based Modeling Of The Human Eye. IEEE Transactions on Visualization and Computer Graphics. 15(5);815-827. https://doi.org/10.1109/TVCG.2009.24 DOI: https://doi.org/10.1109/TVCG.2009.24
[6] Sun, X. (2021). Design Of The Poster Image System Based On Human Vision. Scientific Programming. 2021;1411145. https://doi.org/10.1155/2021/1411145 DOI: https://doi.org/10.1155/2021/1411145
[7] Watson, A. B. (1999). Digital Images And Human Vision. The MIT Press.
[8] Tkacik, G., et al. (2011). Natural Images From The Birthplace Of The Human Eye. PLOS ONE. 6(6). https://doi.org/10.1371/journal.pone.0020409 DOI: https://doi.org/10.1371/journal.pone.0020409
[9] Burt, P. J. (1989). Multiresolution Techniques For Image Representation, Analysis, And 'Smart' Transmission. In Visual Communications And Image Processing IV (pp. 2-15). SPIE. https://doi.org/10.1117/12.970014 DOI: https://doi.org/10.1117/12.970014
[10] Yang, J., Meng, Q., Murroni, M., Wang, S., & Shao, F. (2020). IEEE Access Special Section Editorial: Biologically Inspired Image Processing Challenges And Future Directions. IEEE Access. 8;147459-147462. https://doi.org/10.1109/access.2020.3015372 DOI: https://doi.org/10.1109/ACCESS.2020.3015372
[11] Ruan, H., Xu, J., & Yang, C. (2021). Optical Information Transmission Through Complex Scattering Media With Optical-channel-Based Intensity Streaming. Nature Communications. 12(1). https://doi.org/10.1038/s41467-021-22692-1 DOI: https://doi.org/10.1038/s41467-021-22692-1
[12] Cheng, Lin, Liao, et al. (2019). Trace Gas Detection System Based On All-Optical Quartz-Enhanced Photoacoustic Spectroscopy. Applied Spectroscopy. 73(11);1327-1333. https://doi.org/10.1177/0003702819866468 DOI: https://doi.org/10.1177/0003702819866468
[13] Kim, B. C., Ko, D., Jang, U., Han, H., & Lee, E. C. (2017). 3D Gaze Tracking By Combining Eye-And Facial-Gaze Vectors. The Journal of Supercomputing. 73(7);3038-3052. https://doi.org/10.1007/s11227-016-1817-5 DOI: https://doi.org/10.1007/s11227-016-1817-5
[14] Yin, S., Zhu, M., & Liang, H. (2019). Multi-Disciplinary Design Optimization With Variable Complexity Modeling For A Stratosphere Airship. Chinese Journal of Aeronautics. 32(5);191-202. https://doi.org/10.1016/j.cja.2019.03.003 DOI: https://doi.org/10.1016/j.cja.2019.03.003
[15] Hassanalian, M., Salazar, R., & Abdelkefi, A. (2019). Conceptual Design And Optimization Of A Tilt-Rotor Micro Air Vehicle. Chinese Journal of Aeronautics. 32(2);159-171. https://doi.org/10.1016/j.cja.2018.10.006 DOI: https://doi.org/10.1016/j.cja.2018.10.006
[16] Yang, X., & Kim, Y. Y. (2018). Topology Optimization For The Design Of Perfect Mode-Converting Anisotropic Elastic Metamaterials. Composite Structures. 201;161-177. https://doi.org/10.1016/j.compstruct.2018.06.022 DOI: https://doi.org/10.1016/j.compstruct.2018.06.022
[17] Qiu, H., Fang, W., & Guo, B. (2020). A Layout Generation Algorithm For Unequal-area Display And Control Console Considering Ergonomics. IEEE Access. 8;29912-29921. https://doi.org/10.1109/access.2020.2971575 DOI: https://doi.org/10.1109/ACCESS.2020.2971575
[18] Alhaag, M. H., & Ramadan, M. Z. (2017). Using Electromyography Responses To Investigate The Effects Of The Display Type, Viewing Distance, And Viewing Time On Visual Fatigue. Displays. 49;51-58. https://doi.org/10.1016/j.displa.2017.07.003 DOI: https://doi.org/10.1016/j.displa.2017.07.003
[19] Dorigo, M., & Stützle, T. (2019). Ant Colony Optimization: Overview And Recent Advances. In Handbook of Metaheuristics (pp. 311-351). Springer International Publishing. https://doi.org/10.5772/intechopen.111839 DOI: https://doi.org/10.1007/978-3-319-91086-4_10
[20] Kleinkauf, R., Mann, M., & Backofen, R. (2015). Antarna: Ant Colony-Based RNA Sequence Design. Bioinformatics. 31(19);3114-3121. https://doi.org/10.1093/bioinformatics/btv319 DOI: https://doi.org/10.1093/bioinformatics/btv319
[21] Gaifang, D., Xueliang, F., Honghui, L., & Pengfei, X. (2017). Cooperative Ant Colony-genetic Algorithm Based On Spark. Computers & Electrical Engineering. 60;66-75. https://doi.org/10.1016/j.compeleceng.2016.09.035 DOI: https://doi.org/10.1016/j.compeleceng.2016.09.035
[22] Starzec, M., Starzec, G., Byrski, A., Turek, W., & Pietak, K. (2020). Desynchronization In Distributed Ant Colony Optimization In HPC Environment. Future Generation Computer Systems. 109;125-133. https://doi.org/10.1016/j.future.2020.03.045 DOI: https://doi.org/10.1016/j.future.2020.03.045
[23] Altaei, M. S. M., et al. (2011). Ant Colony System With Median Based Partitioning For Image Segmentation And Classification. Iraqi Journal of Science. 52(2);247-258. https://doi.org/10.24996/ijs.2011.52.2.%25g
[24] Wang, D. D., et al. (2020). Design of a human eye retinal camera optical system with dual wavelength coaxial astigmatism correction. Optical and Quantum Electronics. 52;393-404. https://doi.org/10.1007/s11082-020-02472-9 DOI: https://doi.org/10.1007/s11082-020-02472-9
[25] An, L., et al. (2021). Depth imaging through anterior to posterior segment of whole human eye based on optical coherence tomography in the spectral-domain. OSA Continuum. 4(11);156-164. https://doi.org/10.1364/osac.440686 DOI: https://doi.org/10.1364/OSAC.440686
[26] Neroev, V. V., et al. (2023). Anatomical and optical parameters and aberrations of the optical system of the eye in anisometropic myopia. Russian Ophthalmological Journal. 16(2);47-53. https://doi.org/10.21516/2072-0076-2023-16-2-47-53 DOI: https://doi.org/10.21516/2072-0076-2023-16-2-47-53
[27] Tabernero, J., et al. (2023). Individualized modeling for the peripheral optics of the human myopic eye. Biomedical Optics Express. 14(6);216-225. https://doi.org/10.1364/boe.489792 DOI: https://doi.org/10.1364/BOE.489792
[28] Urizar, P., et al. (2023). Optical beam scanner with reconfigurable non-mechanical control of beam position, angle, and focus for low-cost whole-eye OCT imaging. Biomedical Optics Express. 14(9);362-371. https://doi.org/10.1364/boe.493917 DOI: https://doi.org/10.1364/BOE.493917
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2025 International Journal of Computational and Experimental Science and Engineering

This work is licensed under a Creative Commons Attribution 4.0 International License.