1. Jinhua Polytechnic, Jinhua 312017, China 2. College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310058, China 3. College of Animal Sciences, Zhejiang University, Hangzhou 310058, China 4. Cyrus Tang Center for Sensor Materials and Applications, Zhejiang University, Hangzhou 310058, China
Abstract:Compared with the traditional chemical methods and the subjective visual ways for measuring plant physiology information indicators, the assessments of crop canopy information through spectral radiometer are more simple, rapid and accurate. The applications of different types of spectral radiometer, especially for international general used Cropscan multispectral radiometer, for predicting crop canopy leaf area index under different growth stage, biomass, nitrogen, chlorophyll and yield, and monitoring plant diseases and insect pests were summarized based on crop group information acquisition methods in recent years. The varity of vegetation indices (VIs) were concluded after comparing regression coefficients of related models among different crops. In general, the correlation coefficients of mathematical models were high and it can realize the crop detection of various kinds of physiological information. Besides, the combination of multispectral radiometer and other sensors can provide useful information to evaluate the status of crops growth, which is very important in practice.
Key words:Spectrometer;Cropscan;Canopy;Vegetation index;Plant diseases and insect pests
[1] Vaesen K, Gilliams S, Nackaerts K, et al. Field Crops Research, 2001, 1: 13. [2] Steddom K, Heidel G, Jones D, et al. Phytopathology, 2003, 93: 720. [3] Lisandro Rambo, Ma Baoluo, Xiong Youcai, et al. Journal of Plant Nutrition and Soil Science, 2010, 3: 434. [4] Muchow R C. Field Crops Research, 1998, 56: 209. [5] Sangoi L, Gracietti M A, Rampazzo C, et al. Field Crops Research, 2002, 79: 39. [6] Subedi K D, Ma B L. Plant Soil, 2005, 273: 189. [7] Westgate M E, Forvella F, Reicosky D C, et al. Field Crops Research, 1997, 49: 249. [8] Hoffmann C M, Blomberg M. Journal of Agronomy and Crop Science, 2004, 190: 197. [9] FENG Lei, FANG Hui, ZHOU Wei-jun, et al(冯 雷,方 慧,周伟军,等). Spectroscopy and Spectral Analysis(光谱学与光谱分析),2006,26(9):1749. [10] YANG Fen-tuan, LI Gang, JIANG Xiao-li, et al(杨粉团,李 刚,姜晓丽, 等). Journal of Jilin Agricultural Sciences(吉林农业科学), 2011, 36(6): 9. [11] Fei Yuan, Marvin E. Bauer. Remote Sensing of Environment, 2007, 3: 375. [12] Rouse J W, Haas R H. Third ERTS Symposium, 1973, 1: 309. Washington, DC: NASA [13] Pearson R L, Miller D L. Proceeding of the Eighth International Symposium on Remote Sensing of Environment, 1972, 2: 1357. [14] Jordan C F. Ecology, 1969, 50: 663. [15] Richardson A J, Wiegand C L. Photogrammetric Engineering and Remote Sensing, 1977, (02): 1541. [16] Roujean J L, Boreon F M. Remote Sensing Environment, 1995, 51: 375. [17] Huete A R. Remote Sensing Environment,1988,25:295. [18] Rondeaux G, Steven M, Baret F. Remote Sensing Environment, 1996, 55(2): 95. [19] Baret F,Guyot G. Remote Sensing Environment, 1991,35: 161. [20] Gitelson A A, Merzlyak M N. Journal of Plant Physiology, 1996, 148(3/4): 494. [21] Shibayama M Akiyama. Remote Sensing Environment, l989, 27: 119. [22] Clevers J G P W. Remote Sensing Environment, l989, 29: 25. [23] Adams M L, Philpot W D, Norvell W A. International Journal of Remote Sensing, 1999, 20: 3663. [24] Gitelson A A, Kaufman Y J, Stark R, et al. Remote Sensing Environment, 2002, 80: 76. [25] Riedell W E, Blackmer T M. Crop Science, 1999, 39(6): 1835. [26] Penuelas J, Inoue Y. Photosynthetica, 1999, 36(3): 355. [27] Parkes I. Earth Observation Science, 1997, 10: 112. [28] Pinty B, Verstraete M M. Vegetation, 1991, 101: 15. [29] XU Dan-dan, LI Wen-long, WANG Xun, et al(徐丹丹,李文龙,王 迅,等). Journal of Lanzhou University(Natural Science)(兰州大学学报·自然科学版), 2010, 5: 102. [30] Roth G W, Fox R H. Agron. J., 1989, 81: 502. [31] Wu Di, Chen Jianyang, Lu Baiyi, et al. Food Chemistry, 135(4): 2147. [32] Gianquinto G, Orsini F, Fecondinia M, et al. European Journal of Agronomy, 2011, 35(3): 135. [33] ZHU Yan, YAO Xia, TIAN Yong-chao, et al(朱 艳, 姚 霞,田永超,等). Chinese Journal of Plant Ecology(植物生态学报), 2006, (06): 983. [34] Oliveira L F, Scharf P C, Vories E D,et al. Soil Science Society of America Journal, 2013, 77(1): 173. [35] Lisandro Rambo, Ma Baoluo, Xiong Youcai, et al. Journal of Plant Nutrition and Soil Science, 2010, 173(3): 434. [36] Zhu Y, Yao X, Tian Y, et al. International Journal of Applied Earth Observation and Geoinformation, 2008, 10(1): 1. [37] Yao X, Yao X, Jia W et al. Sensors, 2013, 13(3): 3109. [38] Reyniers M, Vrindts E. International Journal of Remote Sensing, 2006, 27(3): 549. [39] LI Ying-xue, ZHU Yan, TIAN Yong-chao, et al(李映雪,朱 艳,田永超,等). Acta Agronomica Sinica(作物学报), 2006,32(3): 358. [40] TIAN Yong-chao, ZHU Yan, CAO Wei-xing(田永超,朱 艳,曹卫星). Acta Agronomica Sinica(作物学报), 2005,31(3): 355. [41] Jongschaap R E E. European Journal of Agronomy, 2006, 24(4): 316. [42] Jongschaap R E E, Booij R. International Journal of Applied Earth Observation and Geoinformation, 2004, 5(3): 205. [43] Xue Lihong, Cao Weixing, Luo Weihong,et al. Agronomy Journal, 2004, 96(1): 135. [44] CHEN Qing-chun, TIAN Yong-chao, GU Kai-jian, et al(陈青春,田永超,顾凯健,等). Transactions of the Chinese Society of Agriculture Engineering(农业工程学报), 2011, (01): 223. [45] XUE Li-hong, CAO Wei-xing, LUO Wei-hong, et al(薛利红,曹卫星,罗卫红,等). Scientia Agricultura Sinica(中国农业科学),2003, 36(7): 807. [46] XUE Li-hong, YANG Lin-zhang,FAN Xiao-hui(薛利红, 杨林章, 范小晖). Acta Agronomica Sinica(作物学报), 2006,32(03): 430. [47] ZHOU Dong-qin, ZHU Yan, TIAN Yong-chao, et al(周冬琴,朱 艳,田永超,等). Acta Agronomica Sinica(作物学报), 2006,32(9): 1316. [48] Chang J, Clay S A, Clay D E, et al. Communications in Soil Science and Plant Analysis, 2005, 36(13-14): 1799. [49] Chen J M, Cihlar J. Remote Sensing of Environment, 1996, 55: 153. [50] FANG Xiu-qin, ZHANG Wan-chang(方秀琴, 张万昌). Remote Sensing for Land & Resources(国土资源遥感), 2003, 57(3): 58. [51] Raymond E E. Jongschaap. European Journary of Agronomy, 2006, (24): 316. [52] Vaesen K, Gilliams S, Nackaerts K, et al. Field Crops Research, 2001, 69: 13. [53] Sarlikioti V, Meinen E, Marcelis L F M. Biosystems Engineering, 2011, 108: 114. [54] Doraiswamy P C, Sinclair T R, Hollinger S, et al. Remote Sensing of Environment, 2005, 97(2): 192. [55] Bertholdsson N O. European Journal of Agronomy, 1999, 10: 1. [56] Casanova D, Epema G F, Goudriaan J. Field Crops Research, 1998, 55: 83. [57] Duchemin B, Hadria R, Erraki S, et al. Agricultural Water Management, 2006, 79: 1. [58] Guan J, F.W. Nutter F W Jr. Computers and Electronics in Agriculture, 2002, 37: 97. [59] WU Da-ke, MA Cheng-wei, DU Shang-feng(吴达科,马承伟,杜尚丰). Transactions of the Chinese Society for Agricultural Machinery(农业机械学报),2007,38(10):87. [60] LI Bo, LIU Zhan-yu, HUANG Jing-feng, et al(李 波, 刘占宇, 黄敬峰,等). Transactions of the Chinese Society of Agriculture Engineering(农业工程学报), 2009, (09): 143. [61] WU Di, FENG Lei, ZHANG Chuan-qing, et al(吴 迪,冯 雷,张传清,等). Spectroscopy and Spectral Analysis(光谱学与光谱分析),2007,27(11):2208. [62] Xu H R, Ying Y B,Fu X P, et al. Biosystems Engineering,2007,96(4):447. [63] Bravo C,Moshou D. Biosystems Engineering,2003,84(2):137. [64] Mieke Reyniers, ElsVrindts, Josse De Baerdemaeker. European Journal of Agronomy, 2006, 24: 87. [65] WU Di, FENG Lei, ZHANG Chuan-qing, et al(吴 迪,冯 雷,张传清, 等). Journal of Infrared and Millimeter Waves(红外与毫米波学报),2007, 4:269. [66] Steddom K, Bredehoeft M W, Khan M, et al. Plant Disease, 2005, 5: 153. [67] Sarah J. Pethybridge, Frank Hay, Paul Esker, et al. Plant Disease, 2007, 91: 1397. [68] WU Shu-wen, WANG Chao-ren, CHEN Xiao-bin, et al (吴曙雯,王潮人,陈晓斌,等). Journal of Shanghai Jiaotong University(Agricultural Science)(上海交通大学学报·农业科学学版),2002,20(1):73. [69] Yang Z, Rao M N, Elliott N C, et al. Computers and Electronics in Agriculture, 2005, 47: 121. [70] Yang Z, Rao M N, Elliott N C, et al. Computers and Electronics in Agriculture, 2009, 67: 64. [71] YAO Yun-jun, QIN Qi-ming, ZHANG Qi-li, et al(姚云军,秦其明,张自力,等). Transactions of the Chinese Society of Agriculture Engineering(农业工程学报), 2008, 7:301. [72] Mieke Reyniers, ElsVrindts, Josse De Baerdemaeker. European Journal of Agronomy, 2006, 24: 87.