Opto-Electronic Science (Sep 2024)

Genetic algorithm assisted meta-atom design for high-performance metasurface optics

  • Zhenjie Yu,
  • Moxin Li,
  • Zhenyu Xing,
  • Hao Gao,
  • Zeyang Liu,
  • Shiliang Pu,
  • Hui Mao,
  • Hong Cai,
  • Qiang Ma,
  • Wenqi Ren,
  • Jiang Zhu,
  • Cheng Zhang

DOI
https://doi.org/10.29026/oes.2024.240016
Journal volume & issue
Vol. 3, no. 9
pp. 1 – 14

Abstract

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Metasurfaces, composed of planar arrays of intricately designed meta-atom structures, possess remarkable capabilities in controlling electromagnetic waves in various ways. A critical aspect of metasurface design involves selecting suitable meta-atoms to achieve target functionalities such as phase retardation, amplitude modulation, and polarization conversion. Conventional design processes often involve extensive parameter sweeping, a laborious and computationally intensive task heavily reliant on designer expertise and judgement. Here, we present an efficient genetic algorithm assisted meta-atom optimization method for high-performance metasurface optics, which is compatible to both single- and multi-objective device design tasks. We first employ the method for a single-objective design task and implement a high-efficiency Pancharatnam-Berry phase based metalens with an average focusing efficiency exceeding 80% in the visible spectrum. We then employ the method for a dual-objective metasurface design task and construct an efficient spin-multiplexed structural beam generator. The device is capable of generating zeroth-order and first-order Bessel beams respectively under right-handed and left-handed circular polarized illumination, with associated generation efficiencies surpassing 88%. Finally, we implement a wavelength and spin co-multiplexed four-channel metahologram capable of projecting two spin-multiplexed holographic images under each operational wavelength, with efficiencies over 50%. Our work offers a streamlined and easy-to-implement approach to meta-atom design and optimization, empowering designers to create diverse high-performance and multifunctional metasurface optics.

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