| 光谱学与光谱分析 |
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| Advance of the Imaging Spectral Technique in Diagnosis of the Information of Crop |
| WANG Kun1,3, ZHU Da-zhou1,3, ZHANG Dong-yan3, MA Zhi-hong2, HUANG Wen-jiang3, YANG Gui-jun3, WANG Cheng1,3* |
1. National Research Center of Intelligent Equipment for Agriculture, Beijing 100097, China
2. Beijing Research Center for Agri-food Testing and Farmland Monitoring, Beijing 100097, China
3. National Engineering Research Center for Information Technology in Agriculture, Beijing 100097, China |
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Abstract Labor intensive, time consuming, high technical requirements in operation and much affected by human factors is the limitation of diagnosing the crop information with conventional method, which could not make diagnosis real-time and rapid. Imaging spectral technique could simultaneously obtain the image and spectral information of crops. It could diagnose the growth and insects information of crop rapidly and non-destructively. In recent years, imaging spectroscopy has been widely used in diagnosis of the information of crop, so it provides technical support for agricultural informatization. In the present study, the principle of imaging spectroscopy was presented. The application progress of imaging spectroscopy technique in crop detection was investigated, including seed component detection, seed variety discrimination, seed disease and insect pest detection, field crop growth monitoring and field crop disease and insects monitoring. Then the paper analyzed difficulty of imaging spectroscopy for crop measurement, and the prospect of this technique was also discussed.
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Received: 2010-08-06
Accepted: 2010-11-08
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Corresponding Authors:
WANG Cheng
E-mail: wangc@nercita.org.cn
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[1] QIAN Le-xiang, PAN Xue-qin, ZHAO Qian(钱乐祥, 泮学芹, 赵 芊). Remote Sensing for Land & Resources(国土资源遥感), 2004, (2): 1.
[2] QI Ya-qin, WANG Deng-wei, CHEN Guan-wen, et al(祁亚琴, 王登伟, 陈冠文, 等). Cotton Science(棉花学报), 2005, 17(6): 371.
[3] WANG Jian-yu(王建宇). Collected Works in Mr. Da-heng 90 Birthday & for Academic Conference of the Chinese Optical Society in 2004(大珩先生九十华诞文集暨中国光学学会2004年学术大会论文集), 2004. 99.
[4] XIAO Song-shan, FAN Shi-fu, LI Yun, et al(肖松山, 范世福, 李 昀, 等). Modern Instruments(现代仪器), 2003, (5): 5.
[5] HONG Xin-hua, YAO Kai(洪新华, 姚 凯). Journal of Henan Institute of Science and Technology(河南科技学院学报·自然科学版), 2005, 33(2): 113.
[6] SHENG Huan-yin(盛焕银). Seed(种子), 2003, (1): 84.
[7] LIU Jing, ZHANG Cheng-hui, HUANG Yong-ping(刘 静, 章程辉, 黄勇平). Fujian Science & Technology of Tropical Crops(福建热作科技), 2007, 32(3): 32.
[8] ZHANG Hao, YAO Xu-guo, ZHANG Xiao-bin, et al(张 浩, 姚旭国, 张小斌, 等). Chinese Journal of Rice Science(中国水稻科学), 2008, 22(5): 555.
[9] Cogdill R P, Hurburgh C R, Rippke Jr G R. Transactions of the ASAE，2004, 47(1): 311.
[10] Xing Juan, Hung Pham Van, Symons Stephen, et al. Sensing and Instrumentation for Food Quality and Safety，2009, 3(4): 211.
[11] LU Mei-hong, SHEN Jing-ling, GUO Jing-lun, et al(逯美红, 沈京玲, 郭景伦, 等). Optical Technique(光学技术), 2006, 32(3): 361.
[12] Mahesh S, Manickavasagan A, Jayas D S. Biosystems Engineering，2008, 101(1): 50.
[13] Choudhary R, Mahesh S, Paliwal J. Biosystems Engineering，2009, 102(2): 115.
[14] Singh C B, Jayas D S, Paliwal J. Journal of Stored Products Research. 2009, 45(3): 151.
[15] CHENG Xue-feng, ZHANG Feng-yun(成雪峰, 张凤云). Seed(种子), 2009, 28(8): 58.
[16] Christopher Ridgway, John Chambers. Journal of Near Infrared Spectroscopy，1998, 6(1): 115.
[17] Christopher Ridgway, John Chambers, Ian A Cowe. Journal of Near Infrared Spectroscopy，1999, 7(4): 213.
[18] QIAO Xin, MA Xu, LIANG Liu-suo(乔 欣, 马 旭, 梁留锁). Journal of Agricultural Mechanization Research(农机化研究), 2005, (6): 195.
[19] CHEN Bing, LI Shao-kun, WANG Ke-ru, et al(陈 兵, 李少昆, 王克如, 等). Cotton Science(棉花学报), 2007, 19(1): 57.
[20] ZHANG Xia, LIU Liang-yun, ZHAO Chun-jiang, et al(张 霞, 刘良云, 赵春江, 等). Journal of Remote Sensing(遥感学报), 2003, 7(3): 176.
[21] SONG Xiao-yu, WANG Ji-hua, LIU Liang-yun, et al(宋晓宇, 王纪华, 刘良云, 等). Remote Sensing Technology and Application(遥感技术与应用), 2004, 19(3): 168.
[22] YANG Min-hua, ZHAO Chun-jiang, ZHAO Yong-chao, et al(杨敏华, 赵春江, 赵永超, 等). Scientia Agricultura Sinica(中国农业科学), 2002, 35(6): 626.
[23] TAN Hai-zhen, LI Shao-kun, WANG Ke-ru, et al(谭海珍, 李少昆, 王克如, 等). Acta Agronomica Sinica(作物学报), 2008, 34(10): 1812.
[24] JIN Hui-ran, TAO Xin, FAN Wen-jie, et al(金慧然, 陶 欣, 范闻捷, 等). Progress in Natural Science(自然科学进展), 2007, 17(9): 1229.
[25] Driss Haboudane, John R Miller, Elizabeth Pattey, et al. Remote Sensing of Environment, 2004, 90(3): 337.
[26] TAN Hai-zhen(谭海珍). Chinese Selected Master’s Theses Full-Text Databases(中国优秀硕士学位论文全文数据库)，2008.
[27] FENG Jie, LIAO Ning-fang, ZHAO Bo, et al(冯 洁, 廖宁放, 赵 波, 等). Optical Technique(光学技术), 2008, 34(5): 717.
[28] FENG Lei, CHAI Rong-yao, SUN Guang-ming, et al(冯 雷, 柴荣耀, 孙光明, 等). Spectroscopy and Spectral Analysis(光谱学与光谱分析), 2009, 29(10): 2730.
[29] LIU Liang-yun, HUANG Mu-yi, HUANG Wen-jiang, et al(刘良云, 黄木易, 黄文江, 等). Journal of Remote Sensing(遥感学报), 2004, 8(3): 275.
[30] QIN Zhi-hao, ZHANG Ming-hua. International Journal of Applied Earth Observation and Geoinformation, 2005, 7(2): 115.
[31] YI Ling, YANG Xiao-huan, JIANG Dong, et al(易 玲, 杨小唤, 江 东, 等). Journal of Gansu Sciences(甘肃科学学报), 2003, 15(3): 58.
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