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http://hdl.handle.net/10397/91352
| Title: | Dynamic mutation enhanced particle swarm optimization for optical wavefront shaping | Authors: | Woo, CM Li, H Zhao, Q Lai, P |
Issue Date: | Jun-2021 | Source: | Optics express, 7 June 2021, v. 29, no. 12, p. 18420-18426 | Abstract: | Particle swarm optimization (PSO) is a well-known iterative algorithm commonly adopted in wavefront shaping for focusing light through or inside scattering media. The performance is, however, limited by premature convergence in an unstable environment. Therefore, we aim to solve this problem and enhance the focusing performance by adding a dynamic mutation operation into the plain PSO. With dynamic mutation, the "particles,"or the optimized masks, are mutated with quantifiable discrepancy between the current and theoretical optimal solution, i.e., the "error rate."Gauged by that, the diversity of the "particles"is effectively expanded, and the adaptability of the algorithm to noise and instability is significantly promoted, yielding optimization approaching the theoretical optimum. The simulation and experimental results show that PSO with dynamic mutation demonstrates considerably better performance than PSO without mutation or with a constant mutation, especially under a noisy environment. | Publisher: | Optical Society of America | Journal: | Optics express | EISSN: | 1094-4087 | DOI: | 10.1364/OE.425615 | Rights: | © 2021 Optical Society of America under the terms of the OSA Open Access Publishing Agreement (https://www.osapublishing.org/library/license_v1.cfm#VOR-OA) Journal © 2021 © 2021 Optical Society of America. Users may use, reuse, and build upon the article, or use the article for text or data mining, so long as such uses are for non-commercial purposes and appropriate attribution is maintained. All other rights are reserved. The following publication Woo, C. M., Li, H., Zhao, Q., & Lai, P. (2021). Dynamic mutation enhanced particle swarm optimization for optical wavefront shaping. Optics Express, 29(12), 18420-18426 is available at https://doi.org/10.1364/OE.425615 |
| Appears in Collections: | Journal/Magazine Article |
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|---|---|---|---|---|
| oe-29-12-18420.pdf | 3.9 MB | Adobe PDF | View/Open |
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