{"title":"Laser diffraction modeling based on laser and particle behaviour statistics for particle size characterization","authors":"Geyi Su, Minglei Guan, Mingxu Su","doi":"10.1016/j.jqsrt.2025.109381","DOIUrl":null,"url":null,"abstract":"<div><div>A scattering model based on the Monte Carlo method (MCM) is developed to investigate the light scattering and extinction characteristics of non-aligned laser beams incident on a high concentration of mixed particle system. A set of measurement test systems for acquiring the scattered light energy distribution is constructed to verify the model accuracy, which yields the maximum root mean square errors (RMSE) among the MCM and the conventional model and the experimental results of 0.006 and 0.011, respectively. Subsequently, the differential evolution (DE) algorithm is introduced to deduce the particle size distribution based on the spectral content. The inversion results indicate that the MCM model can effectively correct the measurement errors caused by the non-aligned incident beams and multiple scattering effects due to high concentrations. Thus, the absolute relative errors compared with the reference values have been reduced from 33.08 % and 10.60 % for the conventional model to within 3.00 %. Additionally, three distinct sizes and mixing ratios of the mixed particle system have been successfully inverted with maximum absolute relative errors of 8.31 %, 3.14 %, and 5.41 %.</div></div>","PeriodicalId":16935,"journal":{"name":"Journal of Quantitative Spectroscopy & Radiative Transfer","volume":"337 ","pages":"Article 109381"},"PeriodicalIF":2.3000,"publicationDate":"2025-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Quantitative Spectroscopy & Radiative Transfer","FirstCategoryId":"101","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0022407325000433","RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"OPTICS","Score":null,"Total":0}
引用次数: 0
Abstract
A scattering model based on the Monte Carlo method (MCM) is developed to investigate the light scattering and extinction characteristics of non-aligned laser beams incident on a high concentration of mixed particle system. A set of measurement test systems for acquiring the scattered light energy distribution is constructed to verify the model accuracy, which yields the maximum root mean square errors (RMSE) among the MCM and the conventional model and the experimental results of 0.006 and 0.011, respectively. Subsequently, the differential evolution (DE) algorithm is introduced to deduce the particle size distribution based on the spectral content. The inversion results indicate that the MCM model can effectively correct the measurement errors caused by the non-aligned incident beams and multiple scattering effects due to high concentrations. Thus, the absolute relative errors compared with the reference values have been reduced from 33.08 % and 10.60 % for the conventional model to within 3.00 %. Additionally, three distinct sizes and mixing ratios of the mixed particle system have been successfully inverted with maximum absolute relative errors of 8.31 %, 3.14 %, and 5.41 %.
期刊介绍:
Papers with the following subject areas are suitable for publication in the Journal of Quantitative Spectroscopy and Radiative Transfer:
- Theoretical and experimental aspects of the spectra of atoms, molecules, ions, and plasmas.
- Spectral lineshape studies including models and computational algorithms.
- Atmospheric spectroscopy.
- Theoretical and experimental aspects of light scattering.
- Application of light scattering in particle characterization and remote sensing.
- Application of light scattering in biological sciences and medicine.
- Radiative transfer in absorbing, emitting, and scattering media.
- Radiative transfer in stochastic media.