Abstract
Understanding the spatial variations in potential evapotranspiration (PET) and its influencing climatic variables is essential for sustainable agriculture and water resources management. However, little published research has investigated the alternation of PET due to climate change in the case of Iraq. The objective of the present study was to analyze the spatial trends in annual and seasonal PET in Iraq. Accordingly, the latest global ERA5-Land dataset of the European Centre for Medium-Range Weather Forecasts for 1981–2021 was employed. The PET was estimated using the FAO-Penman–Monteith method. The modified Mann–Kendall statistical test was applied to evaluate the significance of the trends in PET, which can separate unidirectional trends caused by climate change from the natural variability of climate. The attained results indicate that: (1) Over the past four decades, the annual and seasonal PET witnessed a significant increasing trend in almost all of Iraq, except for the alluvial plain in the eastern and southeastern parts. (2) The increasing trend in PET confirmed the patterns of the trend significance, with the highest increase of 0.28–0.65 mm/decade in southwest Iraq. (3) Summer had the highest upward trend of 0.35–0.65 mm/decade, followed by spring, autumn, and winter. (4) The air temperature was the predominant driving factor of rising PET, showing a positive correlation ranging from 0.77 to 0.88 and a contribution of 26 to 94%, mainly in the south, central, and northwest regions. The reverse contribution of wind speed and surface pressure to PET, particularly in the southeast and southwest, remains offset by the influence of air temperature and net solar radiation. Overall, the PET has risen drastically due to global climate change, indicating the potential for increased atmospheric water demand in the region.










Similar content being viewed by others
Explore related subjects
Discover the latest articles and news from researchers in related subjects, suggested using machine learning.Data availability
All the data are available in the public domain at the links provided in the text.
Code availability
The codes used for data processing can be provided on request to the corresponding author.
References
Ahmad AA, Yusof F, Mispan MR, Kamaruddin H (2017) Rainfall, evapotranspiration and rainfall deficit trend in Alor Setar, Malaysia. Desalin Water Treat 13:400–404
Ahmed K, Shahid S, Harun SB, Wang X-J (2016) Characterization of seasonal droughts in Balochistan Province, Pakistan. Stoch Env Res Risk Assess 30:747–762
Al-Ansari N, Adamo N, Sissakian V, Knutsson S, Laue J (2018) Water resources of the Tigris River catchment. J Earth Sci Geotech Eng 8:21–42
Al-Hasani AA (2021) Trend analysis and abrupt change detection of streamflow variations in the lower Tigris River Basin, Iraq. Int J River Basin Manag 19:523–534
Allen RG, Pereira LS, Raes D, Smith M (1998) Crop evapotranspiration-Guidelines for computing crop water requirements-FAO Irrigation and drainage paper 56. Fao, Rome 300(9):D05109
Al-Sudani HIZ (2019) Derivation mathematical equations for future calculation of potential evapotranspiration in Iraq, a review of application of Thornthwaite evapotranspiration. Iraqi J Sci 60:1037–1048
Anwar SA, Mamadou O, Diallo I, Sylla MB (2021) On the influence of vegetation cover changes and vegetation-runoff systems on the simulated summer potential evapotranspiration of tropical Africa using RegCM4. Earth Syst Environ 5:883–897
Chen F-W, Liu C-W (2012) Estimation of the spatial rainfall distribution using inverse distance weighting (IDW) in the middle of Taiwan. Paddy Water Environ 10:209–222
Collins B, Ramezani Etedali H, Tavakol A, Kaviani A (2021) Spatiotemporal variations of evapotranspiration and reference crop water requirement over 1957–2016 in Iran based on CRU TS gridded dataset. J Arid Land 13:858–878
Dinpashoh Y, Jhajharia D, Fakheri-Fard A, Singh VP, Kahya E (2011) Trends in reference crop evapotranspiration over Iran. J Hydrol 399:422–433
Dinpashoh Y, Jahanbakhsh-Asl S, Rasouli A, Foroughi M, Singh V (2019) Impact of climate change on potential evapotranspiration (case study: west and NW of Iran). Theoret Appl Climatol 136:185–201
Ferreira LB, Da Cunha FF, Zanetti SS (2021) Selecting models for the estimation of reference evapotranspiration for irrigation scheduling purposes. PLoS ONE 16:e0245270
Hamadamin KK, Keya DR, Rasheed AM, Karim TH (2021) Spatiotemporal Variation of Potential Evapotranspiration in Iraqi Kurdistan Region
Hamed KH (2008) Trend detection in hydrologic data: the Mann-Kendall trend test under the scaling hypothesis. J Hydrol 349:350–363
Hennessy K, Lawrence J, Mackey B (2022) IPCC sixth assessment report (AR6): climate change 2022 -impacts, adaptation and vulnerability: regional factsheet Australasia. Retrieved from https://policycommons.net/artifacts/2264302/ipcc_ar6_wgii_factsheet_australasia/3023355/. Accesssed 25 Aug 2022
Herman MR, Nejadhashemi AP, Abouali M, Hernandez-Suarez JS, Daneshvar F, Zhang Z, Anderson MC, Sadeghi AM, Hain CR, Sharifi A (2018) Evaluating the role of evapotranspiration remote sensing data in improving hydrological modeling predictability. J Hydrol 556:39–49
HosseinzadehTalaee P, ShiftehSome’e B, SobhanArdakani S (2014) Time trend and change point of reference evapotranspiration over Iran. Theoret Appl Climatol 116:639–647
Jerin JN, Islam H, Islam ARM, Shahid S, Hu Z, Badhan MA, Chu R, Elbeltagi A (2021) Spatiotemporal trends in reference evapotranspiration and its driving factors in Bangladesh. Theoret Appl Climatol 144:793–808
Jiang S, Liang C, Cui N, Zhao L, Du T, Hu X, Feng Y, Guan J, Feng Y (2019) Impacts of climatic variables on reference evapotranspiration during growing season in Southwest China. Agric Water Manag 216:365–378
Kendall MG (1975) Rank Correlation Methods, 4th edn. Charles Griffin, London
Khaydar D, Chen X, Huang Y, Ilkhom M, Liu T, Friday O, Farkhod A, Khusen G, Gulkaiyr O (2021) Investigation of crop evapotranspiration and irrigation water requirement in the lower Amu Darya River Basin, Central Asia. J Arid Land 13:23–39
Koutsoyiannis D (2003) Climate change, the Hurst phenomenon, and hydrological statistics. Hydrol Sci J 48:3–24
Kumar S, Merwade V, Kam J, Thurner K (2009) Streamflow trends in Indiana: effects of long term persistence, precipitation and subsurface drains. J Hydrol 374:171–183
Li S, Wang G, Sun S, Hagan DFT, Chen T, Dolman H, Liu Y (2021) Long-term changes in evapotranspiration over China and attribution to climatic drivers during 1980–2010. J Hydrol 595:126037
Majdi F, Hosseini SA, Karbalaee A, Kaseri M, Marjanian S (2022) Future projection of precipitation and temperature changes in the Middle East and North Africa (MENA) region based on CMIP6. Theor Appl Climatol 147(3):1249–1262
Mann HB (1945) Nonparametric tests against trend. Econometrica: Journal of the Econometric Society 245–259
Muhammad MKI, Nashwan MS, Shahid S, Ismail TB, Song YH, Chung E-S (2019) Evaluation of empirical reference evapotranspiration models using compromise programming: a case study of Peninsular Malaysia. Sustainability 11:4267
Muñoz-Sabater J, Dutra E, Agustí-Panareda A, Albergel C, Arduini G, Balsamo G, Boussetta S, Choulga M, Harrigan S, Hersbach H (2021) ERA5-Land: a state-of-the-art global reanalysis dataset for land applications. Earth Syst Sci Data 13:4349–4383
Nashwan MS, Shahid S, Abd Rahim N (2019) Unidirectional trends in annual and seasonal climate and extremes in Egypt. Theoret Appl Climatol 136:457–473
Nashwan MS, Shahid S, Dewan A, Ismail T, Alias N (2020) Performance of five high resolution satellite-based precipitation products in arid region of Egypt: an evaluation. Atmos Res 236:104809
Pascolini-Campbell M, Reager JT, Chandanpurkar HA, Rodell M (2021) A 10 per cent increase in global land evapotranspiration from 2003 to 2019. Nature 593:543–547
Pour SH, Abd Wahab AK, Shahid S, Ismail ZB (2020) Changes in reference evapotranspiration and its driving factors in peninsular Malaysia. Atmos Res 246:105096
Radziejewski M, Kundzewicz ZW (2004) Detectability of changes in hydrological records/Possibilité de détecter les changements dans les chroniques hydrologiques. Hydrol Sci J 49:39–51
Robaa E-SM, Al-Barazanji Z (2015) Mann-Kendall trend analysis of surface air temperatures and rainfall in Iraq. Q J Hung Meteorol Serv 119:493–514
Roderick ML, Farquhar GD (2002) The cause of decreased pan evaporation over the past 50 years. Science 298:1410–1411
Salman SA, Shahid S, Ismail T, Chung E-S, Al-Abadi AM (2017) Long-term trends in daily temperature extremes in Iraq. Atmos Res 198:97–107
Salman SA, Shahid S, Ismail T, Rahman NBA, Wang X, Chung E-S (2018) Unidirectional trends in daily rainfall extremes of Iraq. Theoret Appl Climatol 134:1165–1177
Salman SA, Shahid S, Ismail T, Ahmed K, Chung E-S, Wang X-J (2019) Characteristics of annual and seasonal trends of rainfall and temperature in Iraq. Asia-Pac J Atmos Sci 55:429–438
Salman SA, Shahid S, Sharafati A, Ahmed Salem GS, Abu Bakar A, Farooque AA, Chung E-S, Ahmed YA, Mikhail B, Yaseen ZM (2021) Projection of agricultural water stress for climate change scenarios: a regional case study of Iraq. Agriculture 11:1288
Saud A, Said MAM, Abdullah R, Hatem A (2014) Temporal and spatial variability of potential evapotranspiration in semi-arid region: case study the valleys of Western Region of Iraq. Int J Eng Sci Technol 6:653
Schober P, Boer C, Schwarte LA (2018) Correlation coefficients: appropriate use and interpretation. Anesth Analg 126:1763–1768
Sen PK (1968) Estimates of the regression coefficient based on Kendall’s tau. J Am Stat Assoc 63:1379–1389
Singer MB, Asfaw DT, Rosolem R, Cuthbert MO, Miralles DG, Macleod D, Quichimbo EA, Michaelides K (2021) Hourly potential evapotranspiration at 0.1° resolution for the global land surface from 1981-present. Sci Data 8:1–13
Stocker T (2014) Climate change 2013: the physical science basis: working group I contribution to the fifth assessment report of the intergovernmental panel on climate change. Cambridge University Press
Tang Y, Tang Q (2021) Variations and influencing factors of potential evapotranspiration in large Siberian river basins during 1975–2014. J Hydrol 598:126443
Tolba MKS, Najib W (2009) Arab environment: climate change: impact of climate change on Arab countries. Arab Forum for Environment and Development (AFED).
Um M-J, Kim Y, Park D, Jung K, Wang Z, Kim MM, Shin H (2020) Impacts of potential evapotranspiration on drought phenomena in different regions and climate zones. Sci Total Environ 703:135590
Valipour M, Bateni SM, Gholami Sefidkouhi MA, Raeini-Sarjaz M, Singh VP (2020) Complexity of forces driving trend of reference evapotranspiration and signals of climate change. Atmosphere 11:1081
Van Belle G, Hughes JP (1984) Nonparametric tests for trend in water quality. Water Resour Res 20:127–136
Wambura FJ, Dietrich O, Lischeid G (2018) Improving a distributed hydrological model using evapotranspiration-related boundary conditions as additional constraints in a data-scarce river basin. Hydrol Process 32:759–775
Wang Z, Xie P, Lai C, Chen X, Wu X, Zeng Z, Li J (2017) Spatiotemporal variability of reference evapotranspiration and contributing climatic factors in China during 1961–2013. J Hydrol 544:97–108
Wang Q, Cheng L, Zhang L, Liu P, Qin S, Liu L, Jing Z (2021) Quantifying the impacts of land-cover changes on global evapotranspiration based on the continuous remote sensing observations during 1982–2016. J Hydrol 598:126231
Zhang H, Wang L (2021) Analysis of the variation in potential evapotranspiration and surface wet conditions in the Hancang River Basin. China Sci Rep 11:8607
Acknowledgements
The authors are grateful to the European Centre for Medium-Range Weather Forecasts (ECMWF) for providing European Reanalysis version 5 (ERA5) climate datasets through their web portal.
Author information
Authors and Affiliations
Contributions
Both authors equally contributed to conceptualizing and designing the study. Alaa Adel Jasim Al-Hasani downloaded data, performed the necessary analysis, and prepared results and the first draft; Shamsuddin Shahid wrote the programming code for data analysis and repeatedly revised the initial draft to generate the final version.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Conflict of interest
The authors declare no competing interests.
Additional information
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Al-Hasani, A.A.J., Shahid, S. Spatial distribution of the trends in potential evapotranspiration and its influencing climatic factors in Iraq. Theor Appl Climatol 150, 677–696 (2022). https://doi.org/10.1007/s00704-022-04184-4
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00704-022-04184-4


