Alternative heuristics equations to the Priestley-Taylor approach: assessing reference evapotranspiration estimation

被引:18
作者
Shiri, Jalal [1 ]
Nazemi, Amir Hossein [1 ]
Sadraddini, Ali Ashraf [1 ]
Marti, Pau [2 ]
Fard, Ahmad Fakheri [1 ]
Kisi, Ozgur [3 ]
Landeras, Gorka [4 ]
机构
[1] Univ Tabriz, Fac Agr, Water Engn Dept, Tabriz, Iran
[2] Univ Illes Balears, Dept Biol, Area Engn Agroforestal, Carretera Valldemossa Km 7-5, Palma De Mallorca 07022, Spain
[3] Ilia State Univ, Fac Nat Sci & Engn, Tbilisi, Georgia
[4] AB Basque Country Res Inst Agr Dev, NEIKER, Alava, Basque Country, Spain
关键词
Evapotranspiration; External training; Gene expression programming; Local training; Priestley-Taylor; PENMAN-MONTEITH; SURFACE EVAPORATION; MODEL-SELECTION; PARAMETERIZATION; HEAT;
D O I
10.1007/s00704-019-02852-6
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
The radiation-based Priestley-Taylor (PT) model is a common way of modeling evapotranspiration (ET0) when only air temperature and solar radiation records are obtainable. However, this method presents the crucial drawback of requiring an initial local calibration. Most of the existing calibration procedures usually utilize similar patterns (data) for calibrating and testing the ET0 models. In the current research, the PT model and its calibrated versions were evaluated by utilizing meteorological data from 29 weather stations in Iran. Thoroughgoing local and external data scrutinizing procedures (using k-fold validation) were adopted to evaluate the models. Additionally, the externally calibrated models were reevaluated considering vapor pressure deficit (VPD) and net radiation (R-n) records. A similar plan was replicated for assessing the performance of gene expression programming (GEP)-based equations fed with the air temperature and solar radiation data. Both local and external calibrations of the PT model generally improved the accuracy of original PT for estimating ET0, especially in humid and arid stations. External calibration using VPD and R-n data was found to be comparable to locally calibrated and non-calibrated PT models. Local GEP models generally performed more accurately than locally calibrated and non-calibrated PT models. Higher accuracy was also obtained using external GEP models in comparison with non-calibrated PT models.
引用
收藏
页码:831 / 848
页数:18
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