Prediction of Evapotranspiration in a Mediterranean Region Using Basic Meteorological Variables

被引:10
作者
Jato-Espino, Daniel [1 ]
Charlesworth, Susanne M. [2 ]
Perales-Momparler, Sara [3 ]
Andres-Domenech, Ignacio [4 ]
机构
[1] Univ Cantabria, GITECO Res Grp, Ave Castros S-N, E-39005 Santander, Spain
[2] Coventry Univ, Ctr Agroecol Water & Resilience, Priory St, Coventry CV1 5FB, W Midlands, England
[3] Green Blue Management, Ave Puerto 180-1B, Valencia 46023, Spain
[4] Univ Politecn Valencia, Inst Univ Invest Ingn Agua & Medio Ambiente, Cno Vera S-N, E-46022 Valencia, Spain
关键词
Cluster analysis; Crop coefficient; Evapotranspiration; Multiple linear regression; Reference evapotranspiration; Voronoi diagrams; CROP COEFFICIENTS; INFERENCE SYSTEM; MODELS; REGRESSION; CLIMATE; EVAPORATION; IRRIGATION; ANFIS; PART;
D O I
10.1061/(ASCE)HE.1943-5584.0001485
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
A critical need for farmers, particularly those in arid and semiarid areas is to have a reliable, accurate and reasonably accessible means of estimating the evapotranspiration rates of their crops to optimize their irrigation requirements. Evapotranspiration is a crucial process because of its influence on the precipitation that is returned to the atmosphere. The calculation of this variable often starts from the estimation of reference evapotranspiration, for which a variety of methods have been developed. However, these methods are very complex either theoretically and/ or because of the large amount of parameters on which they are based, which makes the development of a simple and reliable methodology for the prediction of this variable important. This research combined three concepts such as cluster analysis, multiple linear regression (MLR), and Voronoi diagrams to achieve that end. Cluster analysis divided the study area into groups based on its weather characteristics, whose locations were then delimited by drawing the Voronoi regions associated with them. Regression equations were built to predict daily reference evapotranspiration in each cluster using basic climate variables produced in forecasts made by meteorological agencies. Finally, the Voronoi diagrams were used again to regionalize the crop coefficients and calculate evapotranspiration from the values of reference evapotranspiration derived from the regression models. These operations were applied to the Valencian region (Spain), a Mediterranean area which is partly semiarid and for which evapotranspiration is a critical issue. The results demonstrated the usefulness and accuracy of the methodology to predict the water demands of crops and hence enable farmers to plan their irrigation needs. (C) 2016 American Society of Civil Engineers.
引用
收藏
页数:11
相关论文
共 68 条
  • [61] Artificial neural network for modeling reference evapotranspiration complex process in Sudano-Sahelian zone
    Traore, Seydou
    Wang, Yu-Min
    Kerh, Tienfuan
    [J]. AGRICULTURAL WATER MANAGEMENT, 2010, 97 (05) : 707 - 714
  • [62] Tryon RobertChoate., 1939, Cluster analysis: correlation profile and orthometric (factor) analysis for the isolation of unities in mind and personality
  • [63] Evaporation and canopy conductance of citrus orchards
    Villalobos, F. J.
    Testi, L.
    Moreno-Perez, M. F.
    [J]. AGRICULTURAL WATER MANAGEMENT, 2009, 96 (04) : 565 - 573
  • [64] Voronoi G., 1908, Crelles Journal, V1908, P198, DOI DOI 10.1515/CRLL.1908.134.198
  • [65] Water use of mature Thompson Seedless grapevines in California
    Williams, LE
    Phene, CJ
    Grimes, DW
    Trout, TJ
    [J]. IRRIGATION SCIENCE, 2003, 22 (01) : 11 - 18
  • [66] Top 10 algorithms in data mining
    Wu, Xindong
    Kumar, Vipin
    Quinlan, J. Ross
    Ghosh, Joydeep
    Yang, Qiang
    Motoda, Hiroshi
    McLachlan, Geoffrey J.
    Ng, Angus
    Liu, Bing
    Yu, Philip S.
    Zhou, Zhi-Hua
    Steinbach, Michael
    Hand, David J.
    Steinberg, Dan
    [J]. KNOWLEDGE AND INFORMATION SYSTEMS, 2008, 14 (01) : 1 - 37
  • [67] Testing reference evapotranspiration estimation methods using evaporation pan and modeling in Maritime region of Canada
    Xing, Zisheng
    Chow, Lien
    Meng, Fan-rui
    Rees, Herb W.
    Monteith, John
    Lionel, Stevens
    [J]. JOURNAL OF IRRIGATION AND DRAINAGE ENGINEERING, 2008, 134 (04) : 417 - 424
  • [68] Yu-Min Wang, 2008, WSEAS Transactions on Computers, V7, P704