Determination of Crop Coefficients and Evapotranspiration of Potato in a Semi-Arid Climate Using Canopy State Variables and Satellite-Based NDVI

被引:6
作者
Mukiibi, Alex [1 ]
Franke, Angelinus Cornelius [2 ]
Steyn, Joachim Martin [1 ]
机构
[1] Univ Pretoria, Dept Plant & Soil Sci, ZA-0083 Hillcrest, South Africa
[2] Univ Free State, Dept Soil Crop & Climate Sci, ZA-9300 Bloemfontein, South Africa
关键词
basal crop coefficient; modified analytical approach; canopy state variables; irrigation water requirements; LEAF-AREA INDEX; VEGETATION INDEXES; DIFFERENT IRRIGATION; WATER PRODUCTIVITY; SOUTH-AFRICA; YIELD; PHENOLOGY; COTTON; VALIDATION; GRAPES;
D O I
10.3390/rs15184579
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Estimating crop coefficients and evapotranspiration (ET) accurately is crucial for optimizing irrigation. Remote sensing techniques using green canopy cover, leaf area index (LAI), and normalized difference vegetation index (NDVI) have been applied to estimate basal crop coefficients (Kcb) and ET for different crops. However, analysis of the potential of these techniques to improve water management in irrigated potato (Solanum tuberosum L.) is still lacking. This study aimed to assess the modified nonlinear relationship between LAI, Kcb and NDVI in estimating crop coefficients (Kc) and ET of potato. Moreover, Kc and ET were derived from the measured fraction of green canopy cover (FGCC) and the FAO-56 approach. ET estimated from the FAO-56, FGCC and NDVI approaches were compared with the ET simulated using the LINTUL-Potato model. The results showed that the Kc values based on FGCC and NDVI were on average 0.16 lower than values based on FAO-56 Kc during the mid-season growing stage. ET estimated from FAO-56, FGCC and NDVI compared well with ET calculated by the LINTUL-Potato model, with RMSE values of 0.83, 0.79, and 0.78 mm day-1, respectively. These results indicate that dynamic crop coefficients and potato ET can be estimated from canopy cover and NDVI. The outcomes of this study will assist potato growers in determining crop water requirements using real-time ETo, canopy state variables and NDVI data from satellite images.
引用
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页数:20
相关论文
共 62 条
[1]  
Allen R. G., 1998, FAO Irrigation and Drainage Paper
[2]   Evapotranspiration information reporting: I. Factors governing measurement accuracy [J].
Allen, Richard G. ;
Pereira, Luis S. ;
Howell, Terry A. ;
Jensen, Marvin E. .
AGRICULTURAL WATER MANAGEMENT, 2011, 98 (06) :899-920
[3]   Improving Nutrient-Use Efficiency in Chinese Potato Production: Experiences from the United States [J].
Alva, Ashok ;
Fan, Mingshou ;
Qing, Chen ;
Rosen, Carl ;
Ren, Huiqin .
JOURNAL OF CROP IMPROVEMENT, 2011, 25 (01) :46-85
[4]   Irrigation scheduling research: South African experiences and future prospects [J].
Annandale, J. G. ;
Stirzaker, R. J. ;
Singels, A. ;
van der Laan, M. ;
Laker, M. C. .
WATER SA, 2011, 37 (05) :751-763
[5]   Correlation between potato yield and MODIS-derived vegetation indices [J].
Bala, S. K. ;
Islam, A. S. .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2009, 30 (10) :2491-2507
[6]   Evaluation of variable rate irrigation using a remote-sensing-based model [J].
Barker, J. Burdette ;
Heeren, Derek M. ;
Neale, Christopher M. U. ;
Rudnick, Daran R. .
AGRICULTURAL WATER MANAGEMENT, 2018, 203 :63-74
[7]  
Basson M.S., 2011, P WAT GREEN EC PRACT
[8]   SOIL BACKGROUND EFFECTS ON REFLECTANCE-BASED CROP COEFFICIENTS FOR CORN [J].
BAUSCH, WC .
REMOTE SENSING OF ENVIRONMENT, 1993, 46 (02) :213-222
[9]   Reflectance-based crop coefficients REDUX: For operational evapotranspiration estimates in the age of high producing hybrid varieties [J].
Campos, Isidro ;
Neale, Christopher M. U. ;
Suyker, Andrew E. ;
Arkebauer, Timothy J. ;
Goncalves, Ivo Z. .
AGRICULTURAL WATER MANAGEMENT, 2017, 187 :140-153
[10]   Assessing satellite-based basal crop coefficients for irrigated grapes (Vitis vinifera L) [J].
Campos, Isidro ;
Neale, Christopher M. U. ;
Calera, Alfonso ;
Balbontin, Claudio ;
Gonzalez-Piqueras, Jose .
AGRICULTURAL WATER MANAGEMENT, 2010, 98 (01) :45-54