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基于贝叶斯优化算法的超表面结构色逆向设计方法

黄子扬 张振荣 孙宇 黄洋 谢锋

光通信技术2025,Vol.49Issue(3):97-101,5.
光通信技术2025,Vol.49Issue(3):97-101,5.DOI:10.13921/j.cnki.issn1002-5561.2025.03.016

基于贝叶斯优化算法的超表面结构色逆向设计方法

Inverse design method for structural colors of metasurfaces based on Bayesian optimization algorithm

黄子扬 1张振荣 1孙宇 1黄洋 2谢锋2

作者信息

  • 1. 广西大学计算机与电子信息学院,南宁 530004||广西多媒体通信与网络技术重点实验室,南宁 530004
  • 2. 南宁职业技术大学人工智能学院,南宁 530008
  • 折叠

摘要

Abstract

To address the issues of traditional forward design for structural colors,such as limited optimization parameters,time-consuming computations,and non-tunable static structural colors,an inverse design method for structural colors of metasur-faces based on the Bayesian optimization algorithm is proposed.By introducing tunable phase-change materials to design nanoan-tennas and combining the Bayesian optimization algorithm with the finite-difference time-domain method,the structural color pa-rameters of the metasurface are simulated and optimized.The designed structure utilizes Mie resonances in reflection mode to generate structural colors,while reversible color tuning is achieved through phase transitions of the phase-change material.Simu-lation results demonstrate that the proposed structural color device exhibits dynamic tunability of metasurface colors,with color differences of 63.30,69.30,and 54.21 achieved at wavelengths of 450 nm,545 nm,and 660 nm,respectively,along with an-gle-sensitive characteristics.

关键词

结构色/相变材料/贝叶斯优化算法/超表面结构

Key words

structural colors/phase-change materials/Bayesian optimization algorithm/metasurface structure

分类

电子信息工程

引用本文复制引用

黄子扬,张振荣,孙宇,黄洋,谢锋..基于贝叶斯优化算法的超表面结构色逆向设计方法[J].光通信技术,2025,49(3):97-101,5.

基金项目

广西重点研发计划(桂科AB23075112)资助 (桂科AB23075112)

广西高校中青年教师科研基础能力提升项目(2024KY1059)资助. (2024KY1059)

光通信技术

OA北大核心

1002-5561

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