干旱区生态环境知识资源中心(Arid): Using Neuro-fuzzy and linear models to estimate reference Evapotranspiration in South region of Algeria (A comparative study)

Arid

DOI	10.13128/ijam-971
	Using Neuro-fuzzy and linear models to estimate reference Evapotranspiration in South region of Algeria (A comparative study)
	Laaboudi, Abdelkader; Slama, Abdeldjalil
通讯作者	Laaboudi, A (corresponding author), Natl Inst Res Agron Algeria, Expt Stn Adrar, Adrar, Algeria.
来源期刊	ITALIAN JOURNAL OF AGROMETEOROLOGY-RIVISTA ITALIANA DI AGROMETEOROLOGIA
ISSN	2038-5625
出版年	2020
卷号	25 期号:2 页码:55-64
英文摘要	In order to estimate daily reference evapotranspiration (ETo) in arid region of Algeria, Adaptive Neuro-Fuzzy Inference System (ANFIS) and regression methods as Robust Regression (RR), Bayesian Regression (BR) and Multiple Linear Regression (MLR) techniques were used to develop models based on four explanatory climatic factors: temperature, relative humidity, wind speed and sunshine duration. These factors have been used as inputs, and ETo values computed by the Penman-Monteith formula have been used as outputs. Determination coefficient (R-2), root mean square error (RMSE), Mean absolute error (MAE), mean absolute relative error (MARE) and Nash-Sutcliffe efficiency coefficient (NSE) were used to evaluate the performance of models developed with different input configurations. We concluded that RR, BR and MLR models were able to successfully estimate ETo, but ANFIS technique seems to be more powerful. Thus, the obtained results by the best ANFIS model, during the test phase are: 0.98, 0.27 (mm/day)(2), 0.36 (mm/day) and 5.52 % respectively for R, MAE, RMSE and MARE.
英文关键词	Reference evapotranspiration arid regions Adaptive Neuro-Fuzzy Inference System robust regression Bayesian regression Penman-Monteith formula
类型	Article
语种	英语
收录类别	SCI-E
WOS记录号	WOS:000614036000005
WOS关键词	LIMITED CLIMATIC DATA ; ANFIS ; REGRESSION ; NETWORK ; PERFORMANCE
WOS类目	Agronomy ; Environmental Sciences ; Meteorology & Atmospheric Sciences
WOS研究方向	Agriculture ; Environmental Sciences & Ecology ; Meteorology & Atmospheric Sciences
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/348947
作者单位	[Laaboudi, Abdelkader] Natl Inst Res Agron Algeria, Expt Stn Adrar, Adrar, Algeria; [Slama, Abdeldjalil] Univ Adrar, Lab Math Modeling & Applicat LAMMA, Adrar, Algeria
推荐引用方式 GB/T 7714	Laaboudi, Abdelkader,Slama, Abdeldjalil. Using Neuro-fuzzy and linear models to estimate reference Evapotranspiration in South region of Algeria (A comparative study)[J],2020,25(2):55-64.
APA	Laaboudi, Abdelkader,&Slama, Abdeldjalil.(2020).Using Neuro-fuzzy and linear models to estimate reference Evapotranspiration in South region of Algeria (A comparative study).ITALIAN JOURNAL OF AGROMETEOROLOGY-RIVISTA ITALIANA DI AGROMETEOROLOGIA,25(2),55-64.
MLA	Laaboudi, Abdelkader,et al."Using Neuro-fuzzy and linear models to estimate reference Evapotranspiration in South region of Algeria (A comparative study)".ITALIAN JOURNAL OF AGROMETEOROLOGY-RIVISTA ITALIANA DI AGROMETEOROLOGIA 25.2(2020):55-64.