Lp-norm-residual constrained regularization model for estimation of particle size distribution in dynamic light scattering

被引:2
|
作者
Zhu, Xinjun [1 ,4 ]
Li, Jing [1 ]
Thomas, John C. [2 ,3 ]
Song, Limei [1 ]
Guo, Qinghua [1 ]
Shen, Jin [3 ]
机构
[1] Tianjin Polytech Univ, Sch Elect Engn & Automat, Tianjin 300387, Peoples R China
[2] Grp Sci Pty Ltd, Grange, SA 5022, Australia
[3] Shandong Univ Technol, Sch Elect & Elect Engn, Zibo 255049, Peoples R China
[4] Tianjin Polytech Univ, Key Lab Adv Elect Engn & Energy Technol, Tianjin 300387, Peoples R China
基金
中国国家自然科学基金; 美国国家科学基金会;
关键词
INVERSION;
D O I
10.1364/AO.56.005360
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
In particle size measurement using dynamic light scattering (DLS), noise makes the estimation of the particle size distribution (PSD) from the autocorrelation function data unreliable, and a regularization technique is usually required to estimate a reasonable PSD. In this paper, we propose an Lp-norm-residual constrained regularization model for the estimation of the PSD from DLS data based on the Lp norm of the fitting residual. Our model is a generalization of the existing, commonly used L2-norm-residual-based regularization methods such as CONTIN and constrained Tikhonov regularization. The estimation of PSDs by the proposed model, using different Lp norms of the fitting residual for p = 1, 2, 10, and 8, is studied and their performance is determined using simulated and experimental data. Results show that our proposed model with p = 1 is less sensitive to noise and improves stability and accuracy in the estimation of PSDs for unimodal and bimodal systems. The model with p = 1 is particularly applicable to the noisy or bimodal PSD cases. (C) 2017 Optical Society of America
引用
收藏
页码:5360 / 5368
页数:9
相关论文
共 50 条
  • [31] Estimation of distribution functions in light scattering: The regularization method and Bayes' Ansatz
    Buttgereit, R
    Marth, M
    Honerkamp, J
    MACROMOLECULAR SYMPOSIA, 2000, 162 : 149 - 171
  • [32] A Neural Network Model for Estimating the Particle Size Distribution of Dilute Latex from Multiangle Dynamic Light Scattering Measurements
    Gugliotta, Luis M.
    Stegmayer, Georgina S.
    Clementi, Luis A.
    Gonzalez, Veronica D. G.
    Minari, Roque J.
    Leiza, Jose R.
    Vega, Jorge R.
    PARTICLE & PARTICLE SYSTEMS CHARACTERIZATION, 2009, 26 (1-2) : 41 - 52
  • [33] Advanced analysis of polymer emulsions: Particle size and particle size distribution by field-flow fractionation and dynamic light scattering
    Makan, Ashwell C.
    Spallek, Markus J.
    du Toit, Madeleine
    Klein, Thorsten
    Pasch, Harald
    JOURNAL OF CHROMATOGRAPHY A, 2016, 1442 : 94 - 106
  • [34] The Mahalanobis distance as a metric in Dynamic Light Scattering particle size analysis: Model studies
    Dubin, S
    Zietz, S
    Gabriel, KL
    Gabriel, D
    PROCEEDINGS OF THE IEEE 27TH ANNUAL NORTHEAST BIOENGINEERING CONFERENCE, 2001, : 67 - 68
  • [35] Particle size distribution recovery in dynamic light scattering by optimized multi-parameter regularization based on the singular value distribution (vol 353, pg 320, 2019)
    Zhang, Wenwen
    Shen, Jin
    Thomas, John C.
    Mu, Tongtong
    Xu, Yanan
    Xiu, Wenzheng
    Xu, Min
    Zhu, Xinjun
    POWDER TECHNOLOGY, 2020, 361 : 446 - 446
  • [36] On-line measurement for velocity and particle size distribution of flowing aerosol by dynamic light scattering
    Li, Xinqiang
    Shen, Jin
    Wang, Mengjie
    Mu, Tongtong
    Liu, Wei
    Wang, Yajing
    Younas, Talha
    Gao, Mingliang
    Wang, Qin
    OPTICS AND LASERS IN ENGINEERING, 2023, 160
  • [37] MEASUREMENT OF THE PARTICLE-SIZE DISTRIBUTION OF LATEX-PARTICLES BY DYNAMIC LIGHT-SCATTERING
    STOCK, RS
    RAY, WH
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 1985, 190 (SEP): : 12 - PME
  • [38] Weighting inversion of dynamic light scattering based on particle-size information distribution character
    Xu Min
    Shen Jin
    Huang Yu
    Xu Ya-Nan
    Zhu Xin-Jun
    Wang Ya-Jing
    Liu Wei
    Gao Ming-Liang
    ACTA PHYSICA SINICA, 2018, 67 (13)
  • [39] Latex particle size distribution by dynamic light scattering: novel data processing for multiangle measurements
    Vega, JR
    Gugliotta, LA
    Gonzalez, VDG
    Meira, GR
    JOURNAL OF COLLOID AND INTERFACE SCIENCE, 2003, 261 (01) : 74 - 81
  • [40] IMPROVED PARTICLE-SIZE DISTRIBUTION MEASUREMENTS USING MULTIANGLE DYNAMIC LIGHT-SCATTERING
    BRYANT, G
    THOMAS, JC
    LANGMUIR, 1995, 11 (07) : 2480 - 2485