Evaluation of growth characteristics of Aspergillus parasiticus inoculated in different culture media by shortwave infrared (SWIR) hyperspectral imaging
文献类型： 外文期刊
作者： Chu, Xuan 1 ; Wang, Wei 1 ; Ni, Xinzhi 3 ; Zheng, Haitao 4 ; Zhao, Xin 1 ; Zhuang, Hong 5 ; Lawrence, Kurt C. 6 ; Li, Chu 1 ;
作者机构： 1.China Agr Univ, Coll Engn, Beijing 100083, Peoples R China
2.Zhongkai Univ Agr Engn, Coll Mech & Elect Engn, Guangzhou 510225, Guangdong, Peoples R China
3.USDA ARS, Crop Genet & Breeding Res Unit, 2747 Davis Rd, Tifton, GA 31793 USA
4.China Agr Univ, Coll Food Sci & Nutr Engn, Beijing 100083, Peoples R China
5.USDA ARS, Qual & Safety Assessment Res Unit, US Natl Poultry Res Ctr, 950 Coll Stn Rd, Athens, GA 30605 USA
6.USDA ARS, Qual & Safety Assessment Res Unit, Athens, GA 30605 USA
7.Jiangsu Acad Agr Sci, Inst Food Sci & Technol, Nanjing 210014, Jiangsu, Peoples R China
8.Chinese Acad Sci, Inst High Energy Phys, Multidisciplinary Initiat Ctr, Beijing 100049, Peoples R China
9.Lingang Expt Middle Sch, Linyi 276624, Peoples R China
关键词： Aspergillus parasiticus; growth characteristics; characteristic wavelengths; shortwave infrared (SWIR) hyperspectral imaging
期刊名称：JOURNAL OF INNOVATIVE OPTICAL HEALTH SCIENCES （ 影响因子：1.77； 五年影响因子：1.436 ）
ISSN： 1793-5458
年卷期： 2018 年 11 卷 5 期
页码：
收录情况： SCI
摘要： The growth characteristics of Aspergillus parasiticus incubated on two culture media were examined using shortwave infrared (SWIR, 1000-2500 nm) hyperspectral imaging (HSI) in this work. HSI images of the A. parasiticus colonies growing on rose bengal medium (RBM) and maize agar medium (MAM) were recorded daily for 6 days. The growth phases of A. parasiticus were indicated through the pixel number and average spectra of colonies. On score plot of the first principal component (PC1) and PC2, four growth zones with varying mycelium densities were identified. Eight characteristic wavelengths (1095, 1145, 1195, 1279, 1442, 1655, 1834 and 1929 nm) were selected from PC1 loading, average spectra of each colony as well as each growth zone. Furthermore, support vector machine (SVM) classifier based on the eight wavelengths was built, and the classification accuracies for the four zones (from outer to inner zones) on the colonies on RBM were 99.77%, 99.35%, 99.75% and 99.60% and 99.77%, 99.39%, 99.31% and 98.22% for colonies on MAM. In addition, a new score plot of PC2 and PC3 was used to differentiate the colonies incubated on RBM and MAM for 6 days. Then characteristic wavelengths of 1067, 1195, 1279, 1369, 1459, 1694, 1834 and 1929 nm were selected from the loading of PC2 and PC3. Based on them, a new SVM model was developed to differentiate colonies on RBM and MAM with accuracy of 100.00% and 99.99%, respectively. In conclusion, SWIR hyperspectral image is a powerful tool for evaluation of growth characteristics of A. parasiticus incubated in different culture
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