Assessment of Field Spatial and Temporal Variabilities to Delineate Site-Specific Management Zones for Variable-Rate Irrigation

被引:13
|
作者
Yari, Aghil [1 ]
Madramootoo, Chandra A. [1 ]
Woods, Shelley A. [2 ]
Adamchuk, Viacheslav I. [1 ]
Huang, Hsin-Hui [1 ]
机构
[1] McGill Univ, Dept Bioresource Engn, 21,111 Lakeshore Rd, Ste Anne De Bellevue, PQ H9X 3V9, Canada
[2] Alberta Agr & Forestry, Irrigat & FarmWater Div, 100,5401-1 Ave, Lethbridge, AB T1J 4V6, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Soil heterogeneity; Management zones; Center-pivot irrigation system; Data clustering; Field mapping; Southern Alberta; SOIL ELECTRICAL-CONDUCTIVITY; YIELD; COLOR;
D O I
10.1061/(ASCE)IR.1943-4774.0001222
中图分类号
S2 [农业工程];
学科分类号
0828 ;
摘要
Quantification and analysis of field variability are important initial steps in delineating potential variable-rate irrigation (VRI) management zones within an agricultural field. This study seeks to utilize variability in soil physical and chemical properties and in field elevation across a 27-ha field at the Alberta Irrigation Technology Centre (AITC) in southern Alberta, Canada, to define site-specific management zones. All geospatial data were collected during the 2013 and 2014 growing seasons. A stepwise multivariate regression approach was used to investigate how multiple measured parameters affect wheat yield. An unsupervised clustering algorithm, fuzzy c-means, was used to delineate the irrigation management zones. Fuzziness performance index (FPI) and normalized classification entropy (NCE) were used as verification criteria to determine the optimal number of management zones. Results revealed that soil electrical conductivity (EC) and field elevation were better suited for management zone delineation. Three management zones were identified based on the verification criteria using EC and field elevation variables. Measured crop yield differences corresponding to the three noncontiguous management zones were significant. The study area was categorized as low, medium, and high productive zones. The maximum wheat yield (4.80 t ha(-1)) was attained in the high-productivity zone; the lowest (2.22 t ha(-1)), in the low-productivity zone. (C) 2017 American Society of Civil Engineers.
引用
下载
收藏
页数:7
相关论文
共 50 条
  • [21] Spatial variability of measured soil properties across site-specific management zones
    Mzuku, M
    Khosla, R
    Reich, R
    Inman, D
    Smith, F
    MacDonald, L
    SOIL SCIENCE SOCIETY OF AMERICA JOURNAL, 2005, 69 (05) : 1572 - 1579
  • [22] Site-Specific Management of Cotton Root Rot Using Airborne and High-Resolution Satellite Imagery and Variable-Rate Technology
    Yang, C.
    Odvody, G. N.
    Thomasson, J. A.
    Isakeit, T.
    Minzenmayer, R. R.
    Drake, D. R.
    Nichols, R. L.
    TRANSACTIONS OF THE ASABE, 2018, 61 (03) : 849 - 858
  • [23] Spatiotemporal Modeling of Soil Water Dynamics for Site-Specific Variable Rate Irrigation in Maize
    Bantchina, Bere Benjamin
    Gundogdu, Kemal Sulhi
    Arslan, Selcuk
    Ulusoy, Yahya
    Tekin, Yucel
    Pantazi, Xanthoula Eirini
    Dolaptsis, Konstantinos
    Paraskevas, Charalampos
    Tziotzios, Georgios
    Qaswar, Muhammad
    Mouazen, Abdul Mounem
    SOIL SYSTEMS, 2024, 8 (01)
  • [24] Delineating Site-Specific Management Zones and Evaluating Soil Water Temporal Dynamics in a Farmer's Field in Kentucky
    Reyes, Javier
    Wendroth, Ole
    Matocha, Christopher
    Zhu, Junfeng
    VADOSE ZONE JOURNAL, 2019, 18 (01):
  • [25] Delineating Site-Specific Quality-Based Management Zones for a Tobacco Field
    Jiang, Hou-Long
    Liu, Guo-Shun
    Wang, Rui
    Liu, Shu-Duan
    Han, Fu-Gen
    Yang, Yong-Feng
    Ye, Xie-Feng
    Zhang, Qiu-Ju
    Wang, Xue-Jing
    Wang, Zhen-Hai
    Hu, Hong-Chao
    SOIL SCIENCE, 2011, 176 (04) : 206 - 212
  • [26] Data fusion techniques for delineation of site-specific management zones in a field in UK
    Shaddad, S. M.
    Madrau, S.
    Castrignano, A.
    Mouazen, A. M.
    PRECISION AGRICULTURE, 2016, 17 (02) : 200 - 217
  • [27] Data fusion techniques for delineation of site-specific management zones in a field in UK
    S. M. Shaddad
    S. Madrau
    A. Castrignanò
    A. M. Mouazen
    Precision Agriculture, 2016, 17 : 200 - 217
  • [28] Evaluation of Variable Application Rate of Fertilizers Based on Site-Specific Management Zones for Winter Wheat in Small-Scale Farming
    Wang, Yuefan
    Yuan, Yifan
    Yuan, Fei
    Ata-UI-Karim, Syed Tahir
    Liu, Xiaojun
    Tian, Yongchao
    Zhu, Yan
    Cao, Weixing
    Cao, Qiang
    AGRONOMY-BASEL, 2023, 13 (11):
  • [29] Site-specific assessment of spatial and temporal variability of sugarcane yield related to soil attributes
    Sanches, Guilherme M.
    Graziano Magalhaes, Paulo S.
    Junqueira Franco, Henrique C.
    GEODERMA, 2019, 334 : 90 - 98
  • [30] The Comparison Analysis of Uniform-and Variable-Rate Fertilizations on Winter Wheat Yield Parameters Using Site-Specific Seeding
    Kazlauskas, Marius
    Sarauskis, Egidijus
    Lekaviciene, Kristina
    Naujokiene, Vilma
    Romaneckas, Kestutis
    Bruciene, Indre
    Buragiene, Sidona
    Steponavicius, Dainius
    PROCESSES, 2022, 10 (12)