Acta Photonica Sinica, Volume. 50, Issue 5, 213(2021)

Application of Genetic Algorithm in Particle Size Measurement Technology Based on Forward Light Scattering

Jun DAI and Jianqi SHEN
Author Affiliations
  • Optical Particle Analysis Laboratory, College of Science, University of Shanghai for Science and Technology, Shanghai200093, China
  • show less
    References(30)

    [2] MI Fengwen. The laser diffraction particle size analyzer for methods to calculate particle size distribution[J]. Acta Photonica Sinica, 28, 151-154(1999).

    [3] YU Shuangshuang, DU Ji, SHI Xuan. Particle size analyzer's optical system design[J]. Infrared and Laser Engineering, 43, 1735-1739(2014).

    [4] Xiuwu SUI, LI Yao, HU Xiubing等. Development progress and key technologies of laser particle size analyzer[J]. Journal of Electronic Measurement and Instrumentation, 30, 1449-1459(2016).

    [5] XU R[M]. Particle characterization: light scattering methods(2000).

    [6] ZHANG L H, PAN P Q, ZHANG S P. On the local and superlinear convergence of a parameterized DFP method[J]. Numerical Functional Analysis and Optimization, 35, 111-132(2014).

    [7] SU Mingxu, WANG Xihua, HUANG Yougui等. The application of LM optimization algorithm on particle sizing using light extinction[J]. Journal of Instrumentation, 26, 63-65(2005).

    [8] DING S, CHANG X H, WU Q H. A study on approximation performances of improved BP neural networks based on LM algorithms[J]. Applied Mechanics and Materials, 411-414, 1935-1938(2014).

    [10] WANG Tianen, SHEN Jianqi, LIN Chengjun. Iterative algorithm based on a combination of vector similarity measure and B-spline function for particle analysis in forward scattering[J]. Optics & Laser Technology, 91, 13-21(2017).

    [11] FUHRY M, REICHEL L. A new Tikhonov regularization method[J]. Numerical Algorithms, 59, 433-445(2012).

    [12] DOU Zhenhai, WANG Yajing, SHEN Jin等. A hybrid non-negative inversion of dynamic light scattering based on truncated singular value decomposition[J]. Chinese Journal of Lasers, 40, 0608001(2013).

    [13] LIN Chengjun, SHEN Jianqi, WANG Tianen. Multi-parameter regularization algorithm in particle size measurement of forward light scattering[J]. Chinese Journal of Lasers, 43, 1104004(2016).

    [14] SHEN Jin, XIU Wenzheng, YI Liju等. Dynamic light scattering inversion based on multi parameter regularization[J]. Research and Experimental in Laboratory, 38, 21-26(2019).

    [15] CHAHINE M T. Inverse problems in radiative transfer: determination of atmospheric parameters[J]. Journal of the Atmospheric Sciences, 27, 960-967(1970).

    [16] LIU X Y, SHEN J, THOMAS J C et al. Multiangle dynamic light scattering analysis using a modified Chahine method[J]. Journal of Quantitative Spectroscopy and Radiative Transfer, 113, 489-497(2012).

    [17] IGUSHI T, YOSHIDA H. Investigation of low-angle laser light scattering patterns using the modified Twomey iterative method for particle sizing[J]. Review of Scientific Instruments, 82, 015111(2011).

    [18] SHEN J. Smoothness-constrained projection method for particle analysis based on forward light scattering[J]. Applied Optics, 47, 1718-1728(2008).

    [19] SARASWAT M, SHARMA A K. Genetic algorithm for optimization using MATLAB[J]. International Journal of Advanced Research in Computer Science, 4, 155-159(2013).

    [20] ZHAN Hao, BAI Junqiang, DUAN Zhuoyi等. Parallel genetic algorithms implementation in aerodynamic optimization[J]. Chinese Journal of Computational Physics, 21, 359-362(2004).

    [21] YE Mao, WANG Shimin, XU Yiqian. An inversion genetic algorithm for particle size distribution measurement by light scattering method[J]. Journal of Engineering Thermophysics, 632-636(1999).

    [22] YE M, WANG S, XU Y. An inverse technique devised from modification of annealing-evolution algorithm for particle sizing by light scattering[J]. Powder Technology, 104, 80-83(1999).

    [23] YE M, WANG S, LU Y et al. Inversion of particle-size distribution from angular light-scattering data with genetic algorithms[J]. Applied Optics, 38, 2677(1999).

    [24] MA Jingjing, JIANG Xiaoping, PENG Linshu. Application of genetic algorithm in inversing particle size distribution[J]. Computer Engineering and Design, 32, 1051-1054(2011).

    [25] WANG Xue, SU Minxu, CAI Xiaoshu. Parameters optimization of genetic inversion algorithm for particle sizing by ultrasonic attenuation spectroscopy[J]. Journal of University of Shanghai for Science and Technology, 38, 148-153(2016).

    [26] REN Shibo, HAN Peng, YANG Guanling. Real-coded hybrid genetic algorithm for particle sizing with photon correlation spectroscopy[J]. Chinese Journal of Computational Physics, 28, 87-93(2011).

    [27] LIENERT B R, PORTER J N, SHARMA S K. Repetitive genetic algorithm of optical extinction data[J]. Applied Opticst, 40, 3476-3482(2001).

    [28] XU F, CAI X, REN K et al. Application of genetic algorithm in particle-size analysis by multispectral extinction measurements[J]. China Particuology, 2, 235-240(2004).

    [29] BARKEY B, KIM H, PAULSON S E. Genetic algorithm retrieval of real refractive index from aerosol distributions that are not lognormal[J]. Aerosol Science and Technology, 44, 1089-1095(2010).

    [30] SOLTANALI S, HALLADJ R, TAYYEBI S et al. Neural network and genetic algorithm for modeling and optimization of effective parameters on synthesized ZSM-5 particle size[J]. Materials Letters, 136, 138-140(2014).

    [31] CLEMENTI L A, VEGA J R, GUGLIOTTA L M. Particle size distribution of multimodal polymer dispersions by multiangle dynamic light scattering solution of the inverse problem on the basis of a genetic algorithm[J]. Particle & Particle Systems Characterization, 27, 146-157(2012).

    [32] MORADI M H, ABEDINI M. A combination of genetic algorithm and particle swarm optimization for optimal distributed generation location and sizing in distribution systems with fuzzy optimal theory[J]. International Journal of Green Energy, 9, 641-660(2012).

    Tools

    Get Citation

    Copy Citation Text

    Jun DAI, Jianqi SHEN. Application of Genetic Algorithm in Particle Size Measurement Technology Based on Forward Light Scattering[J]. Acta Photonica Sinica, 2021, 50(5): 213

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Instrumentation, Measurement and Metrology

    Received: Jan. 23, 2021

    Accepted: Mar. 1, 2021

    Published Online: Jun. 22, 2021

    The Author Email:

    DOI:10.3788/gzxb20215005.0512002

    Topics