Using hyperspectral imaging technology to identify diseased tomato leaves

文献类型: 外文期刊

第一作者: Li, Cuiling

作者: Li, Cuiling;Wang, Xiu;Zhao, Xueguan;Meng, Zhijun;Zou, Wei;Li, Cuiling;Wang, Xiu;Zhao, Xueguan;Meng, Zhijun;Zou, Wei

作者机构:

关键词: Tomato leaf;disease;hyperspectral imaging technology;spectrum angle matching;red edge parameter

期刊名称:INFRARED, MILLIMETER-WAVE, AND TERAHERTZ TECHNOLOGIES IV

ISSN: 0277-786X

年卷期: 2016 年 10030 卷

页码:

收录情况: SCI

摘要: In the process of tomato plants growth, due to the effect of plants genetic factors, poor environment factors, or disoperation of parasites, there will generate a series of unusual symptoms on tomato plants from physiology, organization structure and external form, as a result, they cannot grow normally, and further to influence the tomato yield and economic benefits. Hyperspectral image usually has high spectral resolution, not only contains spectral information, but also contains the image information, so this study adopted hyperspectral imaging technology to identify diseased tomato leaves, and developed a simple hyperspectral imaging system, including a halogen lamp light source unit, a hyperspectral image acquisition unit and a data processing unit. Spectrometer detection wavelength ranged from 400nm to 1000nm. After hyperspectral images of tomato leaves being captured, it was needed to calibrate hyperspectral images. This research used spectrum angle matching method and spectral red edge parameters discriminant method respectively to identify diseased tomato leaves. Using spectral red edge parameters discriminant method produced higher recognition accuracy, the accuracy was higher than 90%. Research results have shown that using hyperspectral imaging technology to identify diseased tomato leaves is feasible, and provides the discriminant basis for subsequent disease control of tomato plants.

分类号:

  • 相关文献

[1]An Evaluation of Frankliniella occidentalis (Thysanoptera: Thripidae) and Frankliniella intonsa (Thysanoptera: Thripidae) Performance on Different Plant Leaves Based on Life History Characteristics. Li, Wei-Di,Zhang, Peng-Jun,Zhang, Jing-Ming,Zhang, Zhi-Jun,Huang, Fang,Bei, Ya-Wei,Lin, Wen-Cai,Lu, Yao-Bin. 2015

[2]Tomato Leaf Liriomyza Sativae Blanchard Pest Detection Based on Hyperspectral Technology. Li Cui-ling,Jiang Kai,Ma Wei,Wang Xiu,Meng Zhi-jun,Zhao Xue-guan,Song Jian,Li Cui-ling,Jiang Kai,Ma Wei,Wang Xiu,Meng Zhi-jun,Zhao Xue-guan,Song Jian. 2018

[3]Molecular detection of Jujube witches' broom phytoplasmas in micropropagated Jujube shoots. Tian, JB,Guo, HP,Bertaccini, A,Martini, M,Paltrinieri, S,Pastore, M. 2000

[4]Construction of index system for external risk factors of disease on large-scale farm based on the analytic hierarchy process. Zang Yi-tian,Tan Ye-ping,Hu Yi-nong,Lu Chang-hua. 2012

[5]Thinopyrum ponticum and Th. intermedium: the promising source of resistance to fungal and viral diseases of wheat. Li, Hongjie,Wang, Xiaoming. 2009

[6]Regulation of protein metabolism by glutamine: implications for nutrition and health. Jiang, Zongyong,Zheng, Chuntian,Lin, Yingcai,Xi, Pengbin,Jiang, Zongyong,Zheng, Chuntian,Lin, Yingcai,Xi, Pengbin,Wu, Guoyao,Wu, Guoyao. 2011

[7]RNA sequencing of Brassica napus reveals cellular redox control of Sclerotinia infection. Girard, Ian J.,Becker, Michael G.,Mao, Xingyu,Belmonte, Mark F.,Tong, Chaobo,Huang, Junyan,Liu, Shengyi,de Kievit, Teresa,Fernando, W. G. Dilantha. 2017

[8]Dynamics of the evolution of orthologous and paralogous portions of a complex locus region in two genomes of allopolyploid wheat. Kong, XY,Gu, YQ,You, FM,Dubcovsky, J,Anderson, OD.

[9]Recombination and expression of classical swine fever virus (CSFV) structural protein E2 gene in Chlamydomonas reinhardtii chroloplasts. He, Dong-Mei,Qian, Kai-Xian,Shen, Gui-Fang,Zhang, Zhi-Fang,Li, Yi-Nue,Su, Zhong-Liang,Shao, Hong-Bo.

[10]Isolation, characterization and phylogenetic analysis of the resistance gene analogues (RGAs) in banana (Musa spp.). Pei, Xinwu,Li, Shengjun,Jiang, Ying,Zhang, Yongqiang,Wang, Zhixing,Jia, Shirong.

[11]Properties and dissemination of H5N1 viruses isolated during an influenza outbreak in migratory waterfowl in western China. Chen, HL,Li, YB,Li, ZJ,Shi, JZ,Shinya, K,Deng, GH,Qi, QL,Tian, GB,Fan, SF,Zhao, HD,Sun, YX,Kawaoka, Y.

[12]Advances in studies of disease-navigating webs: Sarcoptes scabiei as a case study. Alasaad, Samer,Soriguer, Ramon C.,Alasaad, Samer,Sarasa, Mathieu,Sarasa, Mathieu,Heukelbach, Jorg,Mijele, Domnic,Zhu, Xing-Quan,Rossi, Luca. 2014

[13]Effects of dietary Lactobacillus plantarum and AHL lactonase on the control of Aeromonas hydrophila infectionin tilapia. Liu, Wenshu,Gu, Zemao,Liu, Wenshu,Ran, Chao,Liu, Zhi,Xu, Shude,Zhou, Zhigang,Liu, Wenshu,Gao, Qian,Ringo, Einar,Myklebust, Reidar. 2016

[14]Biological functions of microRNAs: a review. Huang, Yong,Shen, Xing Jia,Wang, Sheng Peng,Tang, Shun Ming,Zhang, Guo Zheng,Zou, Quan,Huang, Yong,Shen, Xing Jia,Wang, Sheng Peng,Tang, Shun Ming,Zhang, Guo Zheng.

[15]Changes in microRNA expression in response to Schistosoma japonicum infection. Hong, Y.,Fu, Z.,Cao, X.,Lin, J.,Cao, X.,Lin, J..

[16]Design of Banana Diseases and Pests Intelligent Diagnosis Software. Zhang, Xiu-Hong,Lin, Yong,Xie, Yi-Xian. 2016

[17]Genetic evidence of local adaptation of wheat yellow rust (Puccinia striiformis f. sp tritici) within France. Duan, X,Leconte, M,Hovmoller, MS,De Vallavieille-Pope, C.

[18]The current situation and trend of tomato cultivation in China. Xu, ZH,Shou, WL,Huang, KM,Zhou, SJ,Li, GJ,Tang, GC,Xiu, XC,Xu, GL,Jin, BS.

作者其他论文 更多>>