Development and Evaluation of Pedotransfer Functions to Estimate Soil Moisture Content at Field Capacity and Permanent Wilting Point for South African Soils

被引:4
|
作者
Myeni, Lindumusa [1 ]
Mdlambuzi, Thandile [2 ]
Paterson, David Garry [1 ]
De Nysschen, Gert [1 ]
Moeletsi, Mokhele Edmond [1 ,3 ]
机构
[1] Agr Res Council, Nat Resources & Engn, Private Bag X79, ZA-0001 Pretoria, South Africa
[2] South African Sugarcane Res Inst, Private Bag X02, ZA-4300 Mt Edgecombe, South Africa
[3] Univ Limpopo, Risk & Vulnerabil Assessment Ctr, Private Bag X1106, ZA-0727 Sovenga, South Africa
基金
欧盟地平线“2020”;
关键词
modelling; multiple linear regressions; soil hydraulic properties; soil physico-chemical properties; validation; WATER RETENTION CHARACTERISTICS; PEDO-TRANSFER FUNCTIONS; HYDRAULIC CONDUCTIVITY; AVAILABLE WATER; ORGANIC-MATTER; CLIMATE-CHANGE; MODEL; PREDICTION; PLATEAU;
D O I
10.3390/w13192639
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This study was undertaken to develop new pedotransfer functions (PTFs) for the estimation of soil moisture content at field capacity (FC, at -33 kPa) and permanent wilting point (PWP, at -1500 kPa) for South African soils based on easily measurable soil physico-chemical properties. The new PTFs were developed using stepwise multiple linear regressions with the dependent variable (either FC or PWP) against clay, silt, sand and soil organic carbon (SOC) content from a total of 3171 soil horizons as the explanatory variables. These new PTFs were evaluated and compared with five well-established PTFs using a total of 3136 soil horizons as an independent dataset. The coefficient of determination (r(2)) values for the existing PTFs ranged from 0.65-0.72 for FC and 0.72-0.81 for PWP, whilst those developed in this study were 0.77 and 0.82 for FC and PWP, respectively. The root mean square error (RMSE) values for the well-established PTFs ranged from 0.052-0.058 kg kg(-1) for FC and 0.030-0.036 kg kg(-1) for PWP, whilst those developed in this study were 0.047 and 0.029 kg kg(-1) for FC and PWP, respectively. These findings suggest that PTFs derived locally using a large number of soil horizons acquired from different agro-climatic locations improved the estimation of soil moisture at FC and PWP. Due to the range of conditions and large soil datasets used in this study, it is concluded that these new PTFs can be applied with caution in other regions facing data scarcity but with similar soil types and climatic conditions.
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页数:15
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共 34 条
  • [1] Pedotransfer functions to estimate soil water content at field capacity and permanent wilting point in hot Arid Western India
    Santra, Priyabrata
    Kumar, Mahesh
    Kumawat, R. N.
    Painuli, D. K.
    Hati, K. M.
    Heuvelink, G. B. M.
    Batjes, N. H.
    [J]. JOURNAL OF EARTH SYSTEM SCIENCE, 2018, 127 (03)
  • [2] Pedotransfer functions to estimate soil water content at field capacity and permanent wilting point in hot Arid Western India
    Priyabrata Santra
    Mahesh Kumar
    R N Kumawat
    D K Painuli
    K M Hati
    G B M Heuvelink
    N H Batjes
    [J]. Journal of Earth System Science, 2018, 127
  • [3] Evaluation of pedotransfer functions in predicting the soil water contents at field capacity and wilting point
    Givi, J
    Prasher, SO
    Patel, RM
    [J]. AGRICULTURAL WATER MANAGEMENT, 2004, 70 (02) : 83 - 96
  • [4] Field moisture capacity and wilting point of soils
    Powers, WL
    [J]. SOIL SCIENCE, 1922, 14 (02) : 159 - 165
  • [5] Performance Evaluation of Pedotransfer Functions to Predict Field Capacity and Permanent Wilting Point Using UNSODA and HYPRES Datasets
    Ostovari, Yaser
    Asgari, Kamran
    Cornelis, Wim
    [J]. ARID LAND RESEARCH AND MANAGEMENT, 2015, 29 (04) : 383 - 398
  • [6] Pedotransfer functions for estimating the field capacity and permanent wilting point in the critical zone of the Loess Plateau, China
    Qiao, Jiangbo
    Zhu, Yuanjun
    Jia, Xiaoxu
    Huang, Laiming
    Shao, Ming'an
    [J]. JOURNAL OF SOILS AND SEDIMENTS, 2019, 19 (01) : 140 - 147
  • [7] Pedotransfer functions for estimating the field capacity and permanent wilting point in the critical zone of the Loess Plateau, China
    Jiangbo Qiao
    Yuanjun Zhu
    Xiaoxu Jia
    Laiming Huang
    Ming’an Shao
    [J]. Journal of Soils and Sediments, 2019, 19 : 140 - 147
  • [8] Pedotransfer Functions for Field Capacity, Permanent Wilting Point, and Available Water Capacity Based on Random Forest Models for Routine Soil Health Analysis
    Amsili, Joseph P.
    van Es, Harold M.
    Schindelbeck, Robert R.
    [J]. COMMUNICATIONS IN SOIL SCIENCE AND PLANT ANALYSIS, 2024, 55 (13) : 1967 - 1984
  • [9] A generally applicable pedotransfer function that estimates field capacity and permanent wilting point from soil texture and bulk density
    Pollacco, Joseph Alexander Paul
    [J]. CANADIAN JOURNAL OF SOIL SCIENCE, 2008, 88 (05) : 761 - 774
  • [10] Modelling and prediction of soil water contents at field capacity and permanent wilting point of dryland cropping soils
    Rab, M. A.
    Chandra, S.
    Fisher, P. D.
    Robinson, N. J.
    Kitching, M.
    Aumann, C. D.
    Imhof, M.
    [J]. SOIL RESEARCH, 2011, 49 (05) : 389 - 407