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

Citation
Lj. Rew et al., Does kriging predict weed distributions accurately enough for site-specific weed control?, WEED RES, 41(3), 2001, pp. 245-263
Citations number
44
Categorie Soggetti
Plant Sciences
Journal title
WEED RESEARCH
ISSN journal
00431737 → ACNP
Volume
41
Issue
3
Year of publication
2001
Pages
245 - 263
Database
ISI
SICI code
0043-1737(200106)41:3<245:DKPWDA>2.0.ZU;2-R
Abstract
Numerous studies have demonstrated the patchy distribution of weeds within fields. The majority of these studies have used discrete sampling, recordin g weed densities at the intersections of regular grids. In this study, Aven a 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 den sity 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 multispectra l imagery (performed at one site) was much quicker and at a finer resolutio n. It is suggested that sampling systems that collect continuous rather tha n discrete data are currently more appropriate for site-specific weed manag ement.