Spatial Pattern of Weeds Based on Multispecies Infestation Maps Created by Imagery

被引:3
作者
Longchamps, Louis [1 ]
Panneton, Bernard [2 ]
Reich, Robin [3 ]
Simard, Marie-Josee [4 ]
Leroux, Gilles D. [5 ]
机构
[1] Colorado State Univ, Dept Soil & Crop Sci, Ft Collins, CO 80523 USA
[2] Agr & Agri Food Canada, St Jean, PQ, Canada
[3] Colorado State Univ, Forest & Rangeland Stewardship Dept, Ft Collins, CO 80523 USA
[4] Agr & Agri Food Canada, St Jean, PQ, Canada
[5] Univ Laval, Dept Phytol, Quebec City, PQ G1K 7P4, Canada
关键词
Dicotyledons; monocotyledons; site-specific weed management; spatial pattern; spatial segregation; SEEDLING POPULATIONS; CHENOPODIUM-ALBUM; MOVEMENT; SOIL; SEGREGATION; VARIABILITY; GLYPHOSATE; DISPERSAL; DYNAMICS; BIOLOGY;
D O I
10.1614/WS-D-15-00178.1
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Weeds are often spatially aggregated in maize fields, and the level of aggregation varies across and within fields. Several annual weed species are present in maize fields before postemergence herbicide application, and herbicides applied will control several species at a time. The goal of this study was to assess the spatial distribution of multispecies weed infestation in maize fields. Ground-based imagery was used to map weed infestations in rain-fed maize fields. Image segmentation was used to extract weed cover information from geocoded images, and an expert-based threshold of 0.102% weed cover was used to generate maps of weed presence/absence. From 19 site-years, 13 (68%) demonstrated a random spatial distribution, whereas six site-years demonstrated an aggregated spatial pattern of either monocotyledons, dicotyledons, or both groups. The results of this study indicated that monocotyledonous and dicotyledonous weed groups were not spatially segregated, but discriminating these weed groups slightly increased the chances of detecting an aggregated pattern. It was concluded that weeds were not always spatially aggregated in maize fields. These findings emphasize the need for techniques allowing the assessment of weed aggregation prior to conducting site-specific weed management.
引用
收藏
页码:474 / 485
页数:12
相关论文
共 55 条
  • [1] [Anonymous], 2017, The PLANTS Database
  • [2] [Anonymous], 2012, R LANG ENV STAT COMP
  • [3] Backes M., 2006, EARSeL eProceedings, V5, P173
  • [4] spatstat: An R package for analyzing spatial point patterns
    Baddeley, A
    Turner, R
    [J]. JOURNAL OF STATISTICAL SOFTWARE, 2005, 12 (06): : 1 - 42
  • [5] Dispersal of Avena fatua and Avena sterilis patches by natural dissemination, soil tillage and combine harvesters
    Barroso, J
    Navarrete, L
    Del Arco, MJS
    Fernandez-Quintanilla, C
    Lutman, PJW
    Perry, NH
    Hull, RI
    [J]. WEED RESEARCH, 2006, 46 (02) : 118 - 128
  • [6] Simulating the effects of weed spatial pattern and resolution of mapping and spraying on economics of site-specific management
    Barroso, J
    Fernandez-Quintanilla, C
    Maxwell, BD
    Rew, LJ
    [J]. WEED RESEARCH, 2004, 44 (06) : 460 - 468
  • [7] BIOLOGY OF CANADIAN WEEDS .32. CHENOPODIUM-ALBUM L
    BASSETT, IJ
    CROMPTON, CW
    [J]. CANADIAN JOURNAL OF PLANT SCIENCE, 1978, 58 (04) : 1061 - 1072
  • [8] Weed seed movement and dispersal strategies in the agricultural environment
    Benvenuti, Stefano
    [J]. WEED BIOLOGY AND MANAGEMENT, 2007, 7 (03) : 141 - 157
  • [9] Spatial dynamics in model plant communities: What do we really know?
    Bolker, BM
    Pacala, SW
    Neuhauser, C
    [J]. AMERICAN NATURALIST, 2003, 162 (02) : 135 - 148
  • [10] The nature and consequence of weed spatial distribution
    Cardina, J
    Johnson, GA
    Sparrow, DH
    [J]. WEED SCIENCE, 1997, 45 (03) : 364 - 373