Acta Photonica Sinica, Volume. 54, Issue 3, 0312004(2025)

Application of Improved Whale Optimization Algorithm in Particle Size Distribution Inversion for Forward Laser Scattering Particle Measurement Technology

Huiling LIU1, Xingxing HAN1、*, Bei ZHAO1,2, Bing GAO3, and Jiajie WANG3
Author Affiliations
  • 1School of Physics and New Energy,Xi'an Jiaotong University City College,Xi'an 710018,China
  • 2Engineering Research Center of Photovoltaic Technologies and Systems,Universities of Shaanxi Province,Xi'an 710018,China
  • 3School of Physics,Xidian University,Xi'an 710071,China
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    References(24)

    [1] CAI Xiaoshu, SU Mingxu, SHEN Jianqi et al[M]. Particle size measurement technology and application(2022).

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

    [3] LI H, LI J W, BODYCOMB J et al. Experimental methods in chemical engineering: particle size distribution by laser diffraction—PSD[J]. The Canadian Journal of Chemical Engineering, 97, 1974-1981(2019).

    [4] GENG Ye, ZHAO Jiaojiao, FU Junhua et al. Applicability research of laser forward scattering particulate matter online monitor in ultra-low emission monitoring of pollution sources[J]. Environmental Science and Technology, 33, 38-43(2020).

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

    [6] ZHU Zhoubing, SU Mingxu, Cai Xiaoshu. Research on particle size measurement by laser light scattering based on array CCD[J]. Optical Instruments, 040, 1-7,32(2018).

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

    [8] SHAN Liang, XU Liang, HONG Bo. Inversion of particle size distribution of small angle forward scattering based on polarization ratio method[J]. Infrared and Laser Engineering, 48, 265-272(2019).

    [9] CAO Lixia, ZHAO Jun, KONG Ming et al. Inversion of particle size distribution based on improved Chahine algorithm[J]. Infrared and Laser Engineering, 44, 2837-2843(2015).

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

    [11] LIU Yanlong. Inversion algorithm applying in the particle size distribution measured by total light scattering[D](2013).

    [12] SHAN Liang, LI Haoran, HONG Bo et al. Inversion of multimodal particle size distribution based on the artificial bee colony algorithm[J]. Acta Photonica Sinica, 49, 1229002(2020).

    [13] CAO Lixia, ZHAO Jun, SHAN Liang et al. Study on laser particle size detection based on Quantum-behaved particle swarm optimization algorithm[J]. Applied Laser, 35, 380-386(2015).

    [14] HE Zhenzong, QI Hong, JIA Teng et al. Application of improved artificial fish school algorithm in retrieving aerosol particle size distribution[J]. Journal of Central South University (Science and Technology), 47, 2141-2146(2016).

    [15] SHAN Liang, ZHAN Tingting, KONG Ming et al. Particle size distribution inversion of cuckoo search algorithm using weber distribution[J]. Acta Optica Sinica, 42, 0229001(2022).

    [16] DAI Jun, SHEN Jianqi. Application of genetic algorithm in particle size measurement technology based on forward light scattering[J]. Acta Photonica Sinica, 50, 0512002(2021).

    [17] QU Yi. Study on particle size retrieval algorithm of optical scattering[D](2018).

    [18] XU Degang, WANG Zaiqing, GUO Yixin et al. Review of whale optimization algorithm[J]. Application research of Computers, 40, 328-336(2023).

    [19] ZHANG Yanli, LU Qi. Fractional order PID parameter tuning based on improved whale optimization algorithm[J]. Automation & Instruments, 39, 127-131,153(2024).

    [20] YU Aiqing, PU Mengyan, WANG Yufei et al. Planning method for distributed generation based on improved WOA[J]. Electrical Measurement & Instrumentation, 61, 63-69(2024).

    [21] MIRJALILI S, LEWIS A. The whale optimization algorithm[J]. Advances in Engineering Software, 95, 51-67(2016).

    [22] ZHANG Ganggang. Research and application of whale optimization algorithm[D](2024).

    [23] YIN Mei, KE Peng, ZHANG Chengrui. An improved whale optimization algorithm with multiple strategies[J]. Journal of Wuhan University of Science and Technology, 46, 145-152(2023).

    [24] XU Hang, ZHANG Damin, WANG Yirou et al. Hybrid strategy to improve whale optimization algorithm[J]. Computer Engineering and Design, 41, 3397-3404(2020).

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    Huiling LIU, Xingxing HAN, Bei ZHAO, Bing GAO, Jiajie WANG. Application of Improved Whale Optimization Algorithm in Particle Size Distribution Inversion for Forward Laser Scattering Particle Measurement Technology[J]. Acta Photonica Sinica, 2025, 54(3): 0312004

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    Paper Information

    Category: Instrumentation, Measurement and Metrology

    Received: Oct. 9, 2024

    Accepted: Dec. 25, 2024

    Published Online: Apr. 22, 2025

    The Author Email: Xingxing HAN (hxx_xd@163.com)

    DOI:10.3788/gzxb20255403.0312004

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