Identification of microalgae by hyperspectral microscopic imaging system

被引:20
|
作者
Wei, Lin [1 ,2 ]
Su, Kang [1 ,2 ]
Zhu, Siqi [1 ,2 ]
Yin, Hao [1 ,2 ]
Li, Zhen [1 ,2 ]
Chen, Zhenqiang [1 ,2 ]
Li, Migao [3 ]
机构
[1] Guangdong Prov Key Lab Opt Fiber Sensing & Commun, Guangzhou, Guangdong, Peoples R China
[2] Jinan Univ, Inst Optoelect Engn, Guangzhou, Guangdong, Peoples R China
[3] Guangzhou Liss Opt Instrument Co LTD, Guangzhou, Guangdong, Peoples R China
基金
中国国家自然科学基金;
关键词
Fisher algorithm; hyperspectral microscopy imaging; microalgae classification; IN-SITU HYBRIDIZATION; HPLC PIGMENT ANALYSIS; PHYTOPLANKTON PIGMENTS; ALEXANDRIUM-TAMARENSE; ABSORPTION-SPECTRUM; COASTAL WATERS; QUANTIFICATION; PROBES;
D O I
10.1080/00387010.2017.1287094
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
Harmful algal blooms can lead to serious environment problems, and thus monitoring and classifying microalgae have received increasing attention. Microcystis aeruginosa, Chlorella pyrenoidosa, and Nannochloris oculata all are small in size and have a similar morphology, which lead to discriminant difficulties using a traditional optical microscope. In this experiment, an independently developed hyperspectral microscopic imaging system was used to obtain the hyperspectral images of microalgae samples, and a hyperspectral dataset was developed through pretreated steps. Then the Fisher algorithm was employed to identify the species of the microalgae, and its sensitivity and specificity were found to be high. The result demonstrated that this method can classify the microalgae in a quick and convenient manner; in addition, the quantity and spatial information of the samples can be acquired.
引用
收藏
页码:59 / 63
页数:5
相关论文
共 50 条
  • [1] Classification, identification, and growth stage estimation of microalgae based on transmission hyperspectral microscopic imaging and machine learning
    Xu, Zhanpeng
    Jiang, Yiming
    Ji, Jiali
    Forsberg, Erik
    Li, Yuanpeng
    He, Sailing
    OPTICS EXPRESS, 2020, 28 (21): : 30686 - 30700
  • [2] Identification of Species and Concentration Measurement of Microalgae Based on Hyperspectral Imaging
    Shen Ying
    Wu Pan
    Huang Feng
    Guo Cui-xia
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43 (11) : 3629 - 3636
  • [3] Species identification and survival competition analysis of microalgae via hyperspectral microscopic images
    Bi Xiaolin
    Lin Sifan
    Zhu Siqi
    Yin Hao
    Li Zhen
    Chen Zhenqiang
    OPTIK, 2019, 176 : 191 - 197
  • [4] The Identification of Spherical Engineered Microplastics and Microalgae by Micro-hyperspectral Imaging
    Hui Huang
    Zehao Sun
    Zhao Zhang
    Xiaojie Chen
    Yanan Di
    Fengle Zhu
    Xiaochao Zhang
    Shuyue Zhan
    Bulletin of Environmental Contamination and Toxicology, 2021, 107 : 764 - 769
  • [5] The Identification of Spherical Engineered Microplastics and Microalgae by Micro-hyperspectral Imaging
    Huang, Hui
    Sun, Zehao
    Zhang, Zhao
    Chen, Xiaojie
    Di, Yanan
    Zhu, Fengle
    Zhang, Xiaochao
    Zhan, Shuyue
    BULLETIN OF ENVIRONMENTAL CONTAMINATION AND TOXICOLOGY, 2021, 107 (04) : 764 - 769
  • [6] Identification of Skin Melanoma Based on Microscopic Hyperspectral Imaging Technology
    Fan, Tingyi
    Long, Yanxi
    Zhang, Xisheng
    Peng, Zijing
    Li, Qingli
    TWELFTH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING SYSTEMS, 2021, 11719
  • [7] Evaluation of the color measurement based on a microscopic hyperspectral imaging system
    Qiu, Kebin
    Chen, Weiguo
    Zhou, Hua
    Wang, Chenglong
    Cui, Zhihua
    COLOR RESEARCH AND APPLICATION, 2021, 46 (06): : 1205 - 1217
  • [8] Confocal hyperspectral microscopic imager for the detection and classification of individual microalgae
    Luo, Jing
    Zhang, Haodong
    Forsberg, Erik
    Hou, Saimei
    Li, Shuo
    Xu, Zhanpeng
    Chen, Xiang
    Sun, Xiaohong
    He, Sailing
    OPTICS EXPRESS, 2021, 29 (23): : 37281 - 37301
  • [9] Dual-type hyperspectral microscopic imaging for the identification and analysis of intestinal fungi
    Lin, Sifan
    Bi, Xiaolin
    Zhu, Siqi
    Yin, Hao
    Li, Zhen
    Chen, Chenqiang
    BIOMEDICAL OPTICS EXPRESS, 2018, 9 (09): : 4496 - 4508
  • [10] Design and Experiment of Push-Broom Hyperspectral Microscopic Imaging System
    Qi Meijie
    Liu Lixin
    Li Yanru
    Liu Yujie
    Zhang Zhoufeng
    Qu Junle
    CHINESE JOURNAL OF LASERS-ZHONGGUO JIGUANG, 2022, 49 (20):