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
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