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基于量子微粒群优化算法的半透明介质光学参数反演
引用本文:魏琳扬,郭馨,王存海,李国军.基于量子微粒群优化算法的半透明介质光学参数反演[J].东北大学学报(自然科学版),2023,44(1):63-69.
作者姓名:魏琳扬  郭馨  王存海  李国军
作者单位:(1.东北大学 冶金学院, 辽宁 沈阳110819; 2.哈尔滨锅炉厂有限责任公司, 黑龙江 哈尔滨150046;3.北京科技大学 能源与环境工程学院, 北京100083)
基金项目:国家自然科学基金资助项目(52106079); 中国博士后科学基金资助项目(2020M680968).
摘    要:针对半透明介质光学参数估计问题,建立了脉冲激光辐照下半透明介质光学参数反演模型,采用量子微粒群优化(QPSO)算法反演了折射率和吸收系数,分析了测量误差、热物性参数对反演结果的影响,并利用敏感性分析揭示了反演精度与测量误差的关系.计算结果表明:建立的反演模型和采用的QPSO算法可以精确估计折射率和吸收系数,即使人为添加10%的测量误差,反演结果依然具有较强的鲁棒性和准确度.本研究可为半透明介质物性参数获取提供技术参考.

关 键 词:光学参数反演  量子微粒群优化算法  辐射-导热耦合  半透明介质  脉冲激光
修稿时间:2021-11-15

Inversion of Optical Parameters of Semitransparent Media Based on Quantum Particle Swarm Optimization Algorithm
WEI Lin-yang,GUO Xin,WANG Cun-hai,LI Guo-jun.Inversion of Optical Parameters of Semitransparent Media Based on Quantum Particle Swarm Optimization Algorithm[J].Journal of Northeastern University(Natural Science),2023,44(1):63-69.
Authors:WEI Lin-yang  GUO Xin  WANG Cun-hai  LI Guo-jun
Affiliation:1. School of Metallurgy, Northeastern University, Shenyang 110819, China; 2. Harbin Boiler Company Limited, Harbin 150046, China; 3. School of Energy and Environmental Engineering, University of Science and Technology Beijing, Beijing 100083, China.
Abstract:Aiming at the problem of optical parameter estimation for semitransparent media, an inversion model for optical parameters of semitransparent media exposed to pulse laser irradiation is established. The quantum particle swarm optimization (QPSO) algorithm is adopted to estimate the refractive index and absorption coefficient. The effects of measurement error and thermophysical parameters on the inversion results are analyzed. The relationship between the inversion accuracy and measurement error is revealed by sensitivity analysis. The calculation results show that the established inversion model and the QPSO algorithm can accurately estimate the refractive index and absorption coefficient. Even with measurement error of 10%, the retrieval results still have strong robustness and high accuracy. This study can provide technical reference for obtaining the physical parameters of semitransparent media.
Keywords:inversion of optical parameters  quantum particle swarm optimization (QPSO) algorithm  coupled radiation-conduction  semitransparent media  pulse laser  
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