Impact of nitrogen and environmental conditions on corn as detected by hyperspectral reflectance

被引:257
作者
Strachan, IB
Pattey, E
Boisvert, JB
机构
[1] McGill Univ, Dept Nat Resource Sci, Ste Anne De Bellevue, PQ H9X 3V9, Canada
[2] Agr & Agri Food Canada, Eastern Cereal & Oilseed Res Ctr, Ottawa, ON, Canada
[3] Agr & Agri Food Canada, Res Branch, Ottawa, ON, Canada
关键词
hyperspectral reflectance; precision agriculture; stress detection; corn field; radiation use efficiency; chlorophyll; leaf area index; crop water content;
D O I
10.1016/S0034-4257(01)00299-1
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Indices derived from hyperspectral reflectance spectra have the potential to be used as indicators of environmental stress in crops, This study uses canopy-scale. ground-based measurements of hyperspectral reflectance to demonstrate the temporal patterns in corn development under imposed fertility (N rate) and environmental (water availability) stresses. In 1998. two large areas in a 30-ha corn (Zea mays, L.) field near Ottawa. Canada (45degrees 18'N. 75degrees44'W) were supplied with 99 and 17 kg N ha(-1), while the balance of the field received the recommended rate of 155 kg N ha(-1). Reflectance measurements, ere taken time times using a portable spectroradiometer at georeferenced locations within these areas. Individual reflectance-based indices demonstrated the relative differences between application rates and identified both nitrogen and water stresses at various times in the growing season. No single index was able to describe the status of the corn crop throughout the season. Canonical discriminant analysis provided accurate classification of samples by N rate during early, mid, and late season conditions with overall success rates of 70%. 88%. and 93%', respectively. A shift in importance from green-based derivatives to red-based derivatives was noted from mid to late season and attributed to the natural reduction in green pigments as the crop entered senescence. Canopy-scale photochemical reflectance index (PRI) was shown to be cot-related with canopy radiation use efficiency (RUE). Mid-season water stress affected the relationship. Multiple years of data are required to demonstrate robust relationships between hyperspectral indices and corn ecophysiological status because of the interaction between environmental and nutrient stresses. Identifying areas of fields sensitive to weather-induced stresses will allow better management of N application. Timing the collection of hyperspectral image data at early and late vegetative phase could enhance precision agriculture by allowing supplemental nutrient application. identifying stress patterns and aid in yield forecasting. (C) 2002 Elsevier Science Inc. All rights reserved.
引用
收藏
页码:213 / 224
页数:12
相关论文
共 34 条
[1]   POTENTIALS AND LIMITS OF VEGETATION INDEXES FOR LAI AND APAR ASSESSMENT [J].
BARET, F ;
GUYOT, G .
REMOTE SENSING OF ENVIRONMENT, 1991, 35 (2-3) :161-173
[2]  
Baret F., 1993, REMOTE SENS REV, V7, P65, DOI DOI 10.1080/02757259309532166
[3]   On the relation between NDVI, fractional vegetation cover, and leaf area index [J].
Carlson, TN ;
Ripley, DA .
REMOTE SENSING OF ENVIRONMENT, 1997, 62 (03) :241-252
[4]  
CARTER GA, 1994, INT J REMOTE SENS, V15, P697, DOI 10.1080/01431169408954109
[5]   EXPLORING THE RELATIONSHIP BETWEEN REFLECTANCE RED EDGE AND CHLOROPHYLL CONCENTRATION IN SLASH PINE LEAVES [J].
CURRAN, PJ ;
WINDHAM, WR ;
GHOLZ, HL .
TREE PHYSIOLOGY, 1995, 15 (03) :203-206
[6]   HIGH-RESOLUTION DERIVATIVE SPECTRA IN REMOTE-SENSING [J].
DEMETRIADESSHAH, TH ;
STEVEN, MD ;
CLARK, JA .
REMOTE SENSING OF ENVIRONMENT, 1990, 33 (01) :55-64
[7]   The role of xanthophyll cycle carotenoids in the protection of photosynthesis [J].
DemmigAdams, B ;
Adams, WW .
TRENDS IN PLANT SCIENCE, 1996, 1 (01) :21-26
[8]   A NONDESTRUCTIVE METHOD TO MONITOR LEAF GREENNESS IN CORN [J].
DWYER, LM ;
TOLLENAAR, M ;
HOUWING, L .
CANADIAN JOURNAL OF PLANT SCIENCE, 1991, 71 (02) :505-509
[9]   THE RED EDGE POSITION AND SHAPE AS INDICATORS OF PLANT CHLOROPHYLL CONTENT, BIOMASS AND HYDRIC STATUS [J].
FILELLA, I ;
PENUELAS, J .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 1994, 15 (07) :1459-1470
[10]   EVALUATING WHEAT NITROGEN STATUS WITH CANOPY REFLECTANCE INDEXES AND DISCRIMINANT-ANALYSIS [J].
FILELLA, I ;
SERRANO, L ;
SERRA, J ;
PENUELAS, J .
CROP SCIENCE, 1995, 35 (05) :1400-1405