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基于G&L-HHO的光束指向精度优化算法

王哲 胡奇 耿辉 田嘉政 韦宇宁

液晶与显示2024,Vol.39Issue(7):919-928,10.
液晶与显示2024,Vol.39Issue(7):919-928,10.DOI:10.37188/CJLCD.2023-0207

基于G&L-HHO的光束指向精度优化算法

Optimization algorithm of beam pointing accuracy based on G&L-HHO

王哲 1胡奇 2耿辉 1田嘉政 1韦宇宁1

作者信息

  • 1. 长春理工大学 电子信息工程学院,吉林 长春 130013
  • 2. 长春理工大学 人工智能学院,吉林 长春 130013
  • 折叠

摘要

Abstract

Pointing accuracy is one of the core indicators in the field of beam control,and the level of pointing accuracy directly determines the performance of the beam controller.In order to solve the problems of large beam deflection angle error and deterioration of pointing accuracy caused by the limitation of liquid crystal phased array fabrication process,a beam pointing accuracy optimization algorithm based on improved Harris hawk optimization algorithm(HHO)is proposed.First,the influencing factors are analyzed,reasonable device parameters are selected.Then,the Harris hawk algorithm(HHO)is used to optimize the beam pointing accuracy of the liquid crystal phased array.Finally,in view of the difficulty of the Harris hawk algorithm being easily trapped in the local optimal value,this paper designs the Harris hawk algorithm that takes into account the overall and local optimization strategies(G&L-HHO).In terms of the global optimization strategy,the Cauchy distribution function is selected to increase the initial population diversity and improve the algorithm's global search efficiency.In terms of local optimization strategies,the optimization performance of the Harris hawk algorithm is enhanced through adaptive cosine weighting factors.The comparative results of simulation experiments show that the G&L-HHO algorithm proposed in this study optimizes the normalization accuracy error from 100 orders of magnitude to 10-4 orders of magnitude,and greatly reduces the fluctuation amplitude of normalization accuracy error.This study significantly improves the accuracy of beam pointing and has advantages of high convergence accuracy,fast convergence speed,and strong robustness.

关键词

液晶相控阵/光束偏转/指向精度优化/哈里斯鹰优化算法

Key words

liquid crystal phased array/beam deflection/pointing accuracy optimization/Harris hawks optimization algorithm

分类

信息技术与安全科学

引用本文复制引用

王哲,胡奇,耿辉,田嘉政,韦宇宁..基于G&L-HHO的光束指向精度优化算法[J].液晶与显示,2024,39(7):919-928,10.

基金项目

吉林省教育厅科技专项(No.JJKH20210835KJ)Supported by Science and Technology Special Project of Jilin Provincial Education Department(No.JJKH20210835KJ) (No.JJKH20210835KJ)

液晶与显示

OA北大核心CSTPCD

1007-2780

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