Arid
STRUCTURES OF SYMBOLIC REGRESSION EQUATIONS FOR REFERENCE CROP EVAPOTRANSPIRATION CALCULATION IN HUMID CHINA
Chen, Suyan1,2; Xu, Junzeng1,2; Wei, Qi1; Wang, Junmei2; Lv, Yuping2; Ma, Yan2; Liao, Qi2
通讯作者Xu, Junzeng
来源期刊FRESENIUS ENVIRONMENTAL BULLETIN
ISSN1018-4619
EISSN1610-2304
出版年2018
卷号27期号:4页码:2348-2357
英文摘要

The symbolic regression (SR) method has been applied to calculate reference crop evapotranspiration (ET0) in arid china, and was proved suitable to find site-specific equations. However, its application in humid regions has not been discussed and the difference between the equations in different regions is still unknown. The SR method was engaged to establish equations with the same inputs to HargreavesSamani (HS) equation for ET0 estimation in humid China. For each station, the most precise equation, the simplest equation and the trade-off equation (to balance the complexity and accuracy) were selected out and evaluated. The results showed that the SR equations could be used for ET0 calculation in humid China, and performed better than the local calibrated HS equation. The most precise equations largely varied among stations in both structures and terms in humid and arid China, and they included more terms with high complex index (CI) value in humid China. The simplest equations were uniform in structure either in arid or in humid stations, but the variables included were the daily minimum air temperature (T-mi) and temperature range (TR) in humid China rather than maximum air temperature (T-ma) and the extraterrestrial radiation (R-a) in arid China. For trade-off equations, three different structures were found for five stations in humid China. The variables of T-mi, TR and Ra was included in trade-off equations in humid China instead of T-ma. and R-a in arid China. It indicated that Ra and T-ma. were the important variables in determining reference evapotranspiration in arid region, while T-mi, TR and R-a played a vital role in estimating ET0 in humid region.


英文关键词symbolic regression reference crop evapotranspiration function discovery methods equation structure
类型Article
语种英语
国家Peoples R China
收录类别SCI-E
WOS记录号WOS:000430372900047
WOS关键词MODELING REFERENCE EVAPOTRANSPIRATION ; ARTIFICIAL NEURAL-NETWORKS ; RIVER-BASIN ; SENSITIVITY ; ENVIRONMENT ; VARIABLES ; CLIMATE
WOS类目Environmental Sciences
WOS研究方向Environmental Sciences & Ecology
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/2XILL650/209371
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
Chen, Suyan,Xu, Junzeng,Wei, Qi,et al. STRUCTURES OF SYMBOLIC REGRESSION EQUATIONS FOR REFERENCE CROP EVAPOTRANSPIRATION CALCULATION IN HUMID CHINA[J]. 河海大学,2018,27(4):2348-2357.
APA Chen, Suyan.,Xu, Junzeng.,Wei, Qi.,Wang, Junmei.,Lv, Yuping.,...&Liao, Qi.(2018).STRUCTURES OF SYMBOLIC REGRESSION EQUATIONS FOR REFERENCE CROP EVAPOTRANSPIRATION CALCULATION IN HUMID CHINA.FRESENIUS ENVIRONMENTAL BULLETIN,27(4),2348-2357.
MLA Chen, Suyan,et al."STRUCTURES OF SYMBOLIC REGRESSION EQUATIONS FOR REFERENCE CROP EVAPOTRANSPIRATION CALCULATION IN HUMID CHINA".FRESENIUS ENVIRONMENTAL BULLETIN 27.4(2018):2348-2357.
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