强激光与粒子束2025，Vol.37Issue(7)：22-27,6.DOI:10.11884/HPLPB202537.250094
基于Transformer模型的光学元件温度预测方法
A temperature prediction method for optical elements based on Transformer model
胡豪 1杨晓峰 1王端 1冯谦 1胡争争1
作者信息
- 1. 中国电子科技集团公司第二十七研究所,郑州 450000
- 折叠
摘要
Abstract
This paper employs a Transformer model to address the challenge of real-time temperature prediction for optical elements under multi-physical field coupling.Experimental results demonstrate that,compared to empirical model methods,the Transformer model achieves reductions of 70%and 32%in root mean square error(RMSE)and mean absolute error(MAE),respectively.When compared to LSTM-based methods,the Transformer model reduces RMSE and MAE by 66%and 23%,respectively.Additionally,the coefficient of determination(R2)of the Transformer model approaches 1 more closely,indicating higher consistency between predicted and actual values.关键词
光学元件/Transformer模型/实时温度/温度预测Key words
optical elements/Transformer model/real-time temperature/temperature prediction分类
信息技术与安全科学引用本文复制引用
胡豪,杨晓峰,王端,冯谦,胡争争..基于Transformer模型的光学元件温度预测方法[J].强激光与粒子束,2025,37(7):22-27,6.
