Arid
DOI10.1007/s00704-016-1888-5
Evaluating the generalizability of GEP models for estimating reference evapotranspiration in distant humid and arid locations
Kiafar, Hamed1; Babazadeh, Hosssien1; Marti, Pau2; Kisi, Ozgur3; Landeras, Gorka4; Karimi, Sepideh5; Shiri, Jalal5
通讯作者Shiri, Jalal
来源期刊THEORETICAL AND APPLIED CLIMATOLOGY
ISSN0177-798X
EISSN1434-4483
出版年2017
卷号130期号:1-2页码:377-389
英文摘要

Evapotranspiration estimation is of crucial importance in arid and hyper-arid regions, which suffer from water shortage, increasing dryness and heat. A modeling study is reported here to cross-station assessment between hyper-arid and humid conditions. The derived equations estimate ET0 values based on temperature-, radiation-, and mass transfer-based configurations. Using data from two meteorological stations in a hyper-arid region of Iran and two meteorological stations in a humid region of Spain, different local and cross-station approaches are applied for developing and validating the derived equations. The comparison of the gene expression programming (GEP)-based-derived equations with corresponding empirical-semi empirical ET0 estimation equations reveals the superiority of new formulas in comparison with the corresponding empirical equations. Therefore, the derived models can be successfully applied in these hyper-arid and humid regions as well as similar climatic contexts especially in data-lack situations. The results also show that when relying on proper input configurations, cross-station might be a promising alternative for locally trained models for the stations with data scarcity.


类型Article
语种英语
国家Iran ; Spain ; Turkey
收录类别SCI-E
WOS记录号WOS:000410769100027
WOS关键词COUNTRY NORTHERN SPAIN ; ETO ANN MODELS ; EVAPORATION ; EQUATIONS ; HARGREAVES
WOS类目Meteorology & Atmospheric Sciences
WOS研究方向Meteorology & Atmospheric Sciences
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/202681
作者单位1.Islamic Azad Univ, Sci & Res Branch, Tehran, Iran;
2.Univ Illes Balears, Dept Biol, Area Engn Agroforestal, Cra Valldemossa Km 7-5, Palma De Mallorca 07122, Spain;
3.Canik Basari Univ, Fac Engn & Architecture, Dept Civil Engn, Samsun, Turkey;
4.NEIKER AB, Basque Country Res Inst Agr Dev, Alava, Basque Country, Spain;
5.Univ Tabriz, Water Engn Dept, Fac Agr, Tabriz, Iran
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GB/T 7714
Kiafar, Hamed,Babazadeh, Hosssien,Marti, Pau,et al. Evaluating the generalizability of GEP models for estimating reference evapotranspiration in distant humid and arid locations[J],2017,130(1-2):377-389.
APA Kiafar, Hamed.,Babazadeh, Hosssien.,Marti, Pau.,Kisi, Ozgur.,Landeras, Gorka.,...&Shiri, Jalal.(2017).Evaluating the generalizability of GEP models for estimating reference evapotranspiration in distant humid and arid locations.THEORETICAL AND APPLIED CLIMATOLOGY,130(1-2),377-389.
MLA Kiafar, Hamed,et al."Evaluating the generalizability of GEP models for estimating reference evapotranspiration in distant humid and arid locations".THEORETICAL AND APPLIED CLIMATOLOGY 130.1-2(2017):377-389.
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