1. Hangzhou Dianzi University, College of Life Information Science and Instrument Engineering, Hangzhou 310018, China
2. Hangzhou Normal University, Institute of Remote Sensing and Earth Sciences, Hangzhou 311121, China
3. Department of Resources and Environmental Science, Shihezi University, Shihezi 832003, China
Abstract：Crop disease is one of the important factors for yield. The early monitoring of crop diseases mainly rely on traditional methods of judging disease classes of plant protection, with strong subjectivity, low efficiency, delay and other defects, and crop-dust is also carried out to prevent plant diseases in advance. However, this method has the risk of excessive pesticide, which affects the ecological environment of rice growth. In recent years, with the rapid development of information technology, hyperspectral image technology has been applied in agricultural production with huge data, sensitive and reliable . It has become an effective method to detect crop diseases. This paper describes the spectral response mechanism under the plant disease stress, from 5 aspects of food crops, cash crops, vegetable crops, fruits and other crops, and summarizes the progress of hyperspectral image technology in the study of plant diseases in recent 7 years at home and abroad. On this basis, this paper puts forward the deficiencies of the technology in the field and the prospect for the future, also, provide a reference in the crop disease monitoring.
Key words：Hyperspectral image technology; Crops disease; Identification model
谢亚平，陈丰农，张竞成，周 斌，王海江，吴开华. 基于高光谱技术的农作物常见病害监测研究[J]. 光谱学与光谱分析, 2018, 38(07): 2233-2240.
XIE Ya-ping, CHEN Feng-nong, ZHANG Jing-cheng, ZHOU Bin, WANG Hai-jiang, WU Kai-hua. Study on Monitoring of Common Diseases of Crops Based on Hyperspectral Technology. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2018, 38(07): 2233-2240.
[1] FENG Lei, GAO Ji-xing, HE Yong(冯 雷，高吉兴，何 勇). Transactions of the Chinese Society of Agricultural Machinery(农业机械学报)，2013，44(9): 169.
[2] LUO Hong-xia, KAN Ying-bo, WANG Ling-ling, et al(罗红霞，阚应波，王玲玲，等). Guangdong Agricultural Sciences(广东农业科学)，2012，18(5): 76.
[3] Morsier F D, Borgeaud M, Gass V, et al. IEEE Transactions on Geoscience & Remote Sensing, 2016, 54(6): 3410.
[4] FENG Zhao-li, ZHU Qi-bing, ZHU Xiao, et al(冯朝丽，朱启兵，朱 晓，等). Journal of Jiangnan University·Natural Science Edition(江南大学学报·自然科学版)，2012，11(2): 149.
[5] ZOU Wei-na, ZHANG Li-quan, YUAN Lin(邹维娜，张利权，袁 琳). J. of East China Normal University(华东师范大学学报)，2014(4): 132.
[6] CHENG Quan, YANG Fang, WANG Dan-hong, et al(程 权，杨 方，王丹红，等). Spectroscopy and Spectral Analysis(光谱学与光谱分析)，2014，34(3): 656.
[7] ZHANG Fu-hua, HUANG Ming-xiang, ZHANG Jing, et al(张富华，黄明祥，张 晶，等). J. of Mapping(测绘通报)，2014，(7): 66.
[8] WANG Shu-wen, ZHAO Yue, WANG Li-feng, et al(王树文，赵 越，王丽凤，等). Transactions of the Chinese Society of Agricultural Engineering(农业工程学报)，2016，32(20): 197.
[9] CHEN Shou-man(陈守满). J. of Ankang College(安康学院学报), 2011, 23(6): 1.
[10] Tian Yongchao, Gu Kaijian, Chu Xu, et al. Plant Soil, 2014, 376: 193.
[11] Wang Z, Zhu X, Fang X, et al. Intelligent Automation & Soft Computing, 2015, 21(3): 383.
[12] Zhang Jingcheng, Pu Ruiliang, Wang Jihua, et al. Computers and Electronics in Agriculture, 2012, 85: 13.
[13] Zhang Hao, Hu Hao, Zhang Xiaobin, et al. Acta Physiol Plant, 2011, (33): 2461.
[14] Ashish Mishra, Davood Karimi, Reza Ehsani, et al. Biosystems Engineering, 2011, 110: 302.
[15] Peng Yanying, Sun Xudong, Liu Yande. Laser & Infrared, 2010, 40(6): 586.
[16] Guo Z, Osher S. Inverse Problems & Imaging, 2017, 5(1): 19.
[17] Zeng W Z, Huang J S, Xu C, et al. Ecological Chemistry & Engineering S, 2016, 23(1): 117.
[18] Huang Y, Lee M A, Thomson S J, et al. International Journal of Agricultural & Biological Engineering, 2016, 9(2): 98.
[19] Sankey T T, Mcvay J, Swetnam T L, et al. Remote Sensing in Ecology & Conservation, 2017, 10(2): 1.
[20] Ashourloo D, Aghighi H, Matkan A A, et al. IEEE Journal of Selected Topics in Applied Earth Observations & Remote Sensing, 2016, 9(9): 4344.
[21] YANG Yan, HE Yong(杨 燕，何 勇). Transactions of the Chinese Society of Agricultural Engineering(农业工程学报)，2013，29(20): 135.
[22] Kobayashi T, Sasahara M, Kanda E, et al. Open Agriculture Journal, 2016, 10(1): 28.
[23] ZHENG Zhi-xiong, QI Long, MA Xu, et al(郑志雄，齐 龙，马 旭，等). Transactions of the Chinese Society of Agricultural Engineering(农业工程学报)，2013，29(19): 138.
[24] YUAN Jian-qing, SU Zhong-bin, JIA Yin-jiang, et al(袁建清，苏中滨，贾银江，等). Transactions of the Chinese Society of Agricultural Engineering(农业工程学报)，2016，32(13): 155.
[25] CHENG Shu-xi, SHAO Yong-ni, WU Di, et al(程术希，邵咏妮，吴 迪，等). J. of Zhejiang University(浙江大学学报)，2011，37(3): 307.
[26] CHEN Ming-tao, FAN Jun-wei, PENG Ji-huang, et al(陈铭涛，范俊伟，彭继煌，等). Modern Agricultural Science and Technology(现代农业科技)，2014，(6): 142.
[27] WANG Shuang, HUANG Chong, SUN Zhen-ning, et al(王 爽，黄 冲，孙振宁，等). Transactions of the Chinese Society of Agricultural Engineering(农业工程学报)，2010，26(7): 199.
[28] LIANG Kun, DU Ying-ying, LU Wei, et al(梁 琨，杜莹莹，卢 伟，等). Transactions of the Chinese Society of Agricultural Machinery(农业机械学报)，2016, 47(2): 309.
[29] FENG Wei, WANG Xiao-yu, SONG Xiao, et al(冯 伟，王晓宇，宋 晓，等). Transactions of the Chinese Society of Agricultural Engineering(农业工程学报)，2013，29(13): 114.
[30] QIAO Hong-bo, SHI Yue, GUO Wei, et al(乔红波，师 越，郭 伟，等). Journal of Plant Protection(植物保护学报)，2015，42(3): 475.
[31] QIAO Hong-bo, SHI Yue, SI Hai-ping, et al(乔红波，师 越，司海平，等). Journal of Plant Protection(植物保护学报)，2015，41(6): 157.
[32] Zhang D, Lin F, Huang Y, et al. International Journal of Agriculture & Biology, 2016, 18(4): 747.
[33] Dacal Nieto A, Formella A, Carrion P. Lecture Notes in Competuer Science, 2011, 6976: 303.
[34] FENG Lei, CHEN Shuang-shuang, FEN Bin, et al(冯 雷，陈双双，冯 斌，等). Transactions of the Chinese Society of Agricultural Engineering(农业工程学报)，2012，28(1): 139.
[35] Prabhakar M, Prasad Y G, Thirupathi M, et al. Computers and Electronics in Agriculture, 2011, 79: 189.
[36] Yusuf B L, He Y. African Journal of Agricultural Research, 2011, 6(29): 6267.
[37] XU Dong-yun, LI Xin-ju, YANG Yong-hua, et al(徐冬云，李新举，杨永花，等). Journal of Chinese Tobacco(中国烟草学报)，2016，22(1): 76.
[38] TIAN You-wen, LI Tian-lai, ZHANG Lin, et al(田有文，李天来，张 琳，等). Transactions of the Chinese Society of Agricultural Engineering(农业工程学报)，2010，26(5): 202.
[39] Lu J, Zhou M, Gao Y, et al. Precision Agriculture, 2017，(1): 1.
[40] FENG Lei, ZHANG De-rong, CHEN Shuang-shuang, et al(冯 雷，张德荣，陈双双，等). J. of Zhejiang University(浙江大学学报)，2012，38(3): 311.
[41] Wang W, Li C, Tollner E W, et al. Journal of Food Engineering, 2012, 109(1): 38.
[42] Mahlein A K, Ulrike Steiner, Christian Hillnhutter, et al. Plant Methods, 2012, 8(1): 3.
[43] Roscher R, Behmann J, Mahlein A K, et al. Remote Sensing and Spatial Information Sciences, 2016, 30(7): 89.
[44] LIU Si-jia, TIAN You-wen, FENG Di, et al(刘思伽，田有文，冯 迪，等). Journal of Shenyang Agricultural University(沈阳农业大学学报)，2016，47(5): 634.
[45] Fang Xianyi, Zhu Xicun, Wang Zhuoyuan, et al. Remote Sensing Science, 2014, 2(3): 14.
[46] LI Jiang-bo, RAO Xiu-qin, YING Yi-bin, et al(李江波，饶秀勤，应义斌，等). Transactions of the Chinese Society of Agricultural Engineering(农业工程学报)，2010，26(8): 222.
[47] ZHOU Peng, ZHANG Xiao-gang, XU Biao, et al(周 鹏，张小刚，徐 彪，等). Jiangsu Journal of Agricultural Science(江苏农业科学)，2013，41(4): 108.
[48] WANG Bin, XUE Jian-xin, ZHANG Shu-juan(王 斌，薛建新，张淑娟). Transactions of the Chinese Society of Agricultural Machinery(农业机械学报)，2013，44(1): 205.
[49] MEI Hui-lan, DENG Xiao-ling, HONG Tian-sheng, et al(梅慧兰，邓小玲，洪添胜，等). Transactions of the Chinese Society of Agricultural Engineering(农业工程学报)，2014，30(9): 140.
[50] Pourreza A, Lee W S, Ehsani R, et al. Computers & Electronics in Agriculture, 2015, 110(C): 221.
[51] HUANG Feng-hua, ZHANG Shu-juan, YANG Yi, et al(黄锋华，张淑娟，杨 一，等). Transactions of the Chinese Society of Agricultural Machinery(农业机械学报)，2015，46(11): 252.
[52] Ochoa D, Cevallos J, Vargas G, et al. Hyperspectral Imaging System for Disease Scanning on Banana Plants. SPIE Commercial+Scientific Sensing and Imaging, 2016, 98(64): 1.
[53] Del Fiore A, Reverberi M, Ricelli A, et al. International Journal of Food Microbiology, 2010, 144(1): 64.
[54] WANG Li-min, LIU Jia, SHAO Jie, et al(王利民，刘 佳，邵 杰，等). Transactions of the Chinese Society of Agricultural Engineering(农业工程学报)，2017，33(5): 170.
[55] Gaston E, Frias JM, Cullen P, et al. Journal of Near Infrared Spectroscopy, 2010, 18(5): 341.
[56] MA Jing, ZHANG Xue-jian(马 菁，张学俭). Guangdong Agricultural Sciences(广东农业科学)，2015，13(8): 165.
[57] MA Jing, ZHANG Xue-jian(马 菁，张学俭). Guizhou Agricultural Sciences(贵州农业科学)，2016，43(3): 65.
