Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1007/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
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ISSN | 0177-798X |
EISSN | 1434-4483 |
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 |
推荐引用方式 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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