Arid
DOI10.1007/s11269-016-1269-y
Symbolic Regression Equations for Calculating Daily Reference Evapotranspiration with the Same Input to Hargreaves-Samani in Arid China
Xu, Junzeng1; Wang, Junmei2; Wei, Qi2; Wang, Yanhua2
通讯作者Xu, Junzeng
来源期刊WATER RESOURCES MANAGEMENT
ISSN0920-4741
EISSN1573-1650
出版年2016
卷号30期号:6页码:2055-2073
英文摘要

To present an alternative simple equation for reference evapotranspiration (ETo) estimation, the symbolic regression (SR) method was applied to establish equations with the same inputs to simple Hargreaves-Samani (HS) equation in arid China. For most of the equations derived by SR method for each station, their performance increased with an increase in the equation complex index (CI). The most precise equation performed well although it was always complex and greatly varied in form. On the other hand, the simplest one was uniform in equation structure and performed slightly better than the HS equation for all the five stations, and sometimes better than the local calibrated HS equation. A trade-off equation was selected with almost the same equation form for all the five stations and low CI index. The site-specific trade-off equation performed better than the simplest one and the locally calibrated HS equation. Then parameters in the trade-off equation were unified for all the five stations, it did not perform as good as the site-specific one, but performed better than the HS equation and unified local calibrated HS equation. Thus, the SR method is suitable to determine both the site-specific and the unified equation among stations for daily ETo calculation in arid regions.


英文关键词Reference evapotranspiration Hargreaves-Samani method Symbolic regression Function discovery method
类型Article
语种英语
国家Peoples R China
收录类别SCI-E
WOS记录号WOS:000373395000012
WOS关键词ARTIFICIAL NEURAL-NETWORK ; MODELING REFERENCE EVAPOTRANSPIRATION ; PENMAN-MONTEITH ; CALIBRATION ; REGIONS
WOS类目Engineering, Civil ; Water Resources
WOS研究方向Engineering ; Water Resources
来源机构河海大学
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/196805
作者单位1.Hohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Jiangsu, Peoples R China;
2.Hohai Univ, Coll Water Conservancy & Hydropower Engn, Nanjing 210098, Jiangsu, Peoples R China
推荐引用方式
GB/T 7714
Xu, Junzeng,Wang, Junmei,Wei, Qi,et al. Symbolic Regression Equations for Calculating Daily Reference Evapotranspiration with the Same Input to Hargreaves-Samani in Arid China[J]. 河海大学,2016,30(6):2055-2073.
APA Xu, Junzeng,Wang, Junmei,Wei, Qi,&Wang, Yanhua.(2016).Symbolic Regression Equations for Calculating Daily Reference Evapotranspiration with the Same Input to Hargreaves-Samani in Arid China.WATER RESOURCES MANAGEMENT,30(6),2055-2073.
MLA Xu, Junzeng,et al."Symbolic Regression Equations for Calculating Daily Reference Evapotranspiration with the Same Input to Hargreaves-Samani in Arid China".WATER RESOURCES MANAGEMENT 30.6(2016):2055-2073.
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