Assessment of 40 empirical models for estimating reference evapotranspiration under the three major climate zones of Iraq.

Accurate reference evapotranspiration (ETo) estimation is crucial for water irrigation management and sustainable agriculture planning. The difficulty in obtaining several data requirements for employing the recommended Food and Agriculture Organization Penman-Monteith method (FAO-PM) for reliable e...

Full description

Saved in:
Bibliographic Details
Main Authors: Al-Hasani, Alaa Adel Jasim, Shahid, Shamsuddin
Format: Article
Published: American Society of Civil Engineers (ASCE) 2023
Subjects:
Online Access:http://eprints.utm.my/106767/
http://dx.doi.org/10.1061/JIDEDH.IRENG-10187
Tags: Add Tag
No Tags, Be the first to tag this record!
id my.utm.106767
record_format eprints
spelling my.utm.1067672024-07-20T02:04:15Z http://eprints.utm.my/106767/ Assessment of 40 empirical models for estimating reference evapotranspiration under the three major climate zones of Iraq. Al-Hasani, Alaa Adel Jasim Shahid, Shamsuddin TA Engineering (General). Civil engineering (General) Accurate reference evapotranspiration (ETo) estimation is crucial for water irrigation management and sustainable agriculture planning. The difficulty in obtaining several data requirements for employing the recommended Food and Agriculture Organization Penman-Monteith method (FAO-PM) for reliable estimation of ETo has led to the development of many empirical models. This is particularly crucial for Iraq, located in West Asia (29°15′00″-38°15′00″ N; 38°45′00″-48°45′00″ E), where meteorological data are often limited or missing. The objectives of the present study were to assess the performance of 40 ETo empirical models (13 radiation-based, 13 mass-transfer-based, and 14 temperature-based) against the FAO-PM model and identify alternative models with the minimal available data in three major climatic zones of Iraq: the Mediterranean climate (MCZ), semiarid (SCZ), and arid desert (ACZ). The recent ERA5 data set was adopted. The results indicate that (1) the Rohwer mass-transfer method is the best for estimating ETo for two-thirds of Iraq with a mean correlation coefficient (R2) of 0.97, mean Kling-Gupta efficiency (KGE) of 0.84, mean percent bias (PBIAS) of -8.92%, mean Nash-Sutcliffe efficiency coefficient (NSE) of 0.92, and root mean square error (RMSE)-observations standard deviation ratio (RSR) of 0.27, followed by the Penman (R2=0.90, KGE=0.75, NSE=0.77, RSR=0.46, and PBIAS=6.36%) and Caprio (R2=0.90, KGE=0.66, NSE=0.54, RSR=0.58, and PBIAS=24.64%) models; (2) Caprio is the best radiation-based model for estimating ETo, mainly in the ACZ, whereas Kharrufa is the best temperature-based model for estimating ETo, primarily in the SCZ and ACZ. Overall, the mass-transfer-based models performed better than other-based models for ETo estimation. The outcomes of this study provide a scientific reference for accurate ETo estimation using empirical models under limited data sets, which is valuable for irrigation management in Iraq. American Society of Civil Engineers (ASCE) 2023-11-01 Article PeerReviewed Al-Hasani, Alaa Adel Jasim and Shahid, Shamsuddin (2023) Assessment of 40 empirical models for estimating reference evapotranspiration under the three major climate zones of Iraq. Journal of Irrigation and Drainage Engineering, 149 (11). NA-NA. ISSN 0733-9437 http://dx.doi.org/10.1061/JIDEDH.IRENG-10187 DOI:10.1061/JIDEDH.IRENG-10187
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic TA Engineering (General). Civil engineering (General)
spellingShingle TA Engineering (General). Civil engineering (General)
Al-Hasani, Alaa Adel Jasim
Shahid, Shamsuddin
Assessment of 40 empirical models for estimating reference evapotranspiration under the three major climate zones of Iraq.
description Accurate reference evapotranspiration (ETo) estimation is crucial for water irrigation management and sustainable agriculture planning. The difficulty in obtaining several data requirements for employing the recommended Food and Agriculture Organization Penman-Monteith method (FAO-PM) for reliable estimation of ETo has led to the development of many empirical models. This is particularly crucial for Iraq, located in West Asia (29°15′00″-38°15′00″ N; 38°45′00″-48°45′00″ E), where meteorological data are often limited or missing. The objectives of the present study were to assess the performance of 40 ETo empirical models (13 radiation-based, 13 mass-transfer-based, and 14 temperature-based) against the FAO-PM model and identify alternative models with the minimal available data in three major climatic zones of Iraq: the Mediterranean climate (MCZ), semiarid (SCZ), and arid desert (ACZ). The recent ERA5 data set was adopted. The results indicate that (1) the Rohwer mass-transfer method is the best for estimating ETo for two-thirds of Iraq with a mean correlation coefficient (R2) of 0.97, mean Kling-Gupta efficiency (KGE) of 0.84, mean percent bias (PBIAS) of -8.92%, mean Nash-Sutcliffe efficiency coefficient (NSE) of 0.92, and root mean square error (RMSE)-observations standard deviation ratio (RSR) of 0.27, followed by the Penman (R2=0.90, KGE=0.75, NSE=0.77, RSR=0.46, and PBIAS=6.36%) and Caprio (R2=0.90, KGE=0.66, NSE=0.54, RSR=0.58, and PBIAS=24.64%) models; (2) Caprio is the best radiation-based model for estimating ETo, mainly in the ACZ, whereas Kharrufa is the best temperature-based model for estimating ETo, primarily in the SCZ and ACZ. Overall, the mass-transfer-based models performed better than other-based models for ETo estimation. The outcomes of this study provide a scientific reference for accurate ETo estimation using empirical models under limited data sets, which is valuable for irrigation management in Iraq.
format Article
author Al-Hasani, Alaa Adel Jasim
Shahid, Shamsuddin
author_facet Al-Hasani, Alaa Adel Jasim
Shahid, Shamsuddin
author_sort Al-Hasani, Alaa Adel Jasim
title Assessment of 40 empirical models for estimating reference evapotranspiration under the three major climate zones of Iraq.
title_short Assessment of 40 empirical models for estimating reference evapotranspiration under the three major climate zones of Iraq.
title_full Assessment of 40 empirical models for estimating reference evapotranspiration under the three major climate zones of Iraq.
title_fullStr Assessment of 40 empirical models for estimating reference evapotranspiration under the three major climate zones of Iraq.
title_full_unstemmed Assessment of 40 empirical models for estimating reference evapotranspiration under the three major climate zones of Iraq.
title_sort assessment of 40 empirical models for estimating reference evapotranspiration under the three major climate zones of iraq.
publisher American Society of Civil Engineers (ASCE)
publishDate 2023
url http://eprints.utm.my/106767/
http://dx.doi.org/10.1061/JIDEDH.IRENG-10187
_version_ 1805880864774553600
score 13.18916