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
  • [1] Particle Size Inversion Constrained by L∞ Norm for Dynamic Light Scattering
    Zhang, Gaoge
    Wang, Zongzheng
    Wang, Yajing
    Shen, Jin
    Liu, Wei
    Fu, Xiaojun
    Li, Changzhi
    MATERIALS, 2022, 15 (20)
  • [2] Information-weighted constrained regularization for particle size distribution recovery in multiangle dynamic light scattering
    Xu, Min
    Shen, Jin
    Thomas, John C.
    Huang, Yu
    Zhu, Xinjun
    Clementi, Luis A.
    Vega, Jorge R.
    OPTICS EXPRESS, 2018, 26 (01): : 15 - 31
  • [3] Particle Size Inversion Based on L1,∞-Constrained Regularization Model in Dynamic Light Scattering
    Li, Changzhi
    Dou, Zhi
    Wang, Yajing
    Shen, Jin
    Liu, Wei
    Zhang, Gaoge
    Yang, Zhixiang
    Fu, Xiaojun
    PHOTONICS, 2024, 11 (11)
  • [4] A recursive regularization algorithm for estimating, the particle size distribution from multiangle dynamic light scattering measurements
    Li, Lei
    Yang, Kecheng
    Li, Wei
    Wang, Wanyan
    Guo, Wenping
    Xia, Min
    JOURNAL OF QUANTITATIVE SPECTROSCOPY & RADIATIVE TRANSFER, 2016, 178 : 244 - 254
  • [5] A regularization algorithm of dynamic light scattering for estimating the particle size distribution of dual-substance mixture in water
    Wang, Yanghong
    Meng, Ziqiang
    Zhang, Zipei
    Xia, Min
    Xia, Li
    Li, Wei
    PARTICUOLOGY, 2024, 89 : 246 - 257
  • [6] Estimation of the particle size distribution of colloids from multiangle dynamic light scattering measurements with particle swarm optimization
    Bermeo, L. A.
    Caicedo, E.
    Clementi, L.
    Vega, J.
    INGENIERIA E INVESTIGACION, 2015, 35 (01): : 49 - 54
  • [7] Particle size distribution recovery in dynamic light scattering by optimized multi-parameter regularization based on the singular value distribution
    Zhang, Wenwen
    Shen, Jin
    Thomas, John C.
    Mu, Tongtong
    Xu, Yanan
    Xiu, Wenzheng
    Xu, Min
    Zhu, Xinjun
    POWDER TECHNOLOGY, 2019, 353 : 320 - 329
  • [8] CRAMER-RAO BOUNDS FOR PARTICLE SIZE DISTRIBUTION ESTIMATION FROM MULTIANGLE DYNAMIC LIGHT SCATTERING
    Boualem, Abdelbassit
    Jabloun, Meryem
    Ravier, Philippe
    Naiim, Marie
    Jalocha, Alain
    2015 23RD EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2015, : 2221 - 2225
  • [9] Accurate Retrieval of Bimodal Particle Size Distribution in Dynamic Light Scattering
    Zhu, Xinjun
    Shen, Jin
    Song, Limei
    IEEE PHOTONICS TECHNOLOGY LETTERS, 2016, 28 (03) : 311 - 314
  • [10] Particle size distribution retrieval from elastic light scattering measurements by a modified regularization method
    Arias, Maria L.
    Frontini, Gloria L.
    PARTICLE & PARTICLE SYSTEMS CHARACTERIZATION, 2007, 23 (05) : 374 - 380