Does kriging predict weed distributions accurately enough for site-specific weed control?

被引:31
作者
Rew, LJ
Whelan, B
McBratney, AB
机构
[1] Tamworth Ctr Crop Improvement, Tamworth, NSW 2340, Australia
[2] Univ Sydney, Dept Agr Chem & Soil Sci, Sydney, NSW 2006, Australia
关键词
geostatistics; precision agriculture; spatial distributions; sampling resolution; Avena spp;
D O I
10.1046/j.1365-3180.2001.00235.x
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Numerous studies have demonstrated the patchy distribution of weeds within fields. The majority of these studies have used discrete sampling, recording weed densities at the intersections of regular grids. In this study, Avena spp. seedlings were recorded on square grids at four sites. The data were then divided into test and real data sets using the whole, two-thirds and one-half of the data to evaluate the consistency of global variogram models and accuracy of ordinary kriging estimates. Kriging provided poor weed density estimates at both very low and high densities, i.e. data were smoothed when compared with true values. Grid sampling took considerable time and, therefore, money to complete, whereas continuous sampling with multispectral imagery (performed at one site) was much quicker and at a finer resolution. It is suggested that sampling systems that collect continuous rather than discrete data are currently more appropriate for site-specific weed management.
引用
收藏
页码:245 / 263
页数:19
相关论文
共 45 条
[1]  
[Anonymous], VESPER VERSION 1 0 A
[2]   ANALYSIS OF SPATIAL-DISTRIBUTION OF COMMON LAMBSQUARTERS (CHENOPODIUM-ALBUM) IN NO-TILL SOYBEAN (GLYCINE-MAX) [J].
CARDINA, J ;
SPARROW, DH ;
MCCOY, EL .
WEED SCIENCE, 1995, 43 (02) :258-268
[3]   Spatial relationships between seedbank and seedling populations of common lambsquarters (Chenopodium album) and annual grasses [J].
Cardina, J ;
Sparrow, DH ;
McCoy, EL .
WEED SCIENCE, 1996, 44 (02) :298-308
[4]  
Colliver C. T., 1996, Precision agriculture. Proceedings of the 3rd international conference, Minneapolis, Minnesota, USA, 23-26 June 1996., P453
[5]   Influence of velvetleaf (Abutilon theophrasti) and common sunflower (Helianthus annuus) density variation on weed management outcomes [J].
Dieleman, JA ;
Mortensen, DA ;
Martin, AR .
WEED SCIENCE, 1999, 47 (01) :81-89
[6]  
Dieleman JA, 1999, WEED RES, V39, P455, DOI 10.1046/j.1365-3180.1999.00160.x
[7]  
Diggle P.J., 1983, Statistical analysis of spatial point patterns
[8]   GEOSTATISTICS FOR MAPPING WEEDS, WITH A CANADA THISTLE (CIRSIUM-ARVENSE) PATCH AS A CASE-STUDY [J].
DONALD, WW .
WEED SCIENCE, 1994, 42 (04) :648-657
[9]   Characterizing spatial stability of weed populations using interpolated maps [J].
Gerhards, R ;
WysePester, DY ;
Mortensen, D ;
Johnson, GA .
WEED SCIENCE, 1997, 45 (01) :108-119
[10]  
Hausler A., 1999, Precision agriculture '99, Part 1 and Part 2. Papers presented at the 2nd European Conference on Precision Agriculture, Odense, Denmark, 11-15 July 1999, P463