{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,11,10]],"date-time":"2026-11-10T19:24:48Z","timestamp":1794338688434,"version":"4.9.0"},"reference-count":56,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2022,11,1]],"date-time":"2022-11-01T00:00:00Z","timestamp":1667260800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2022,11,1]],"date-time":"2022-11-01T00:00:00Z","timestamp":1667260800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2022,11,1]],"date-time":"2022-11-01T00:00:00Z","timestamp":1667260800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2022,11,1]],"date-time":"2022-11-01T00:00:00Z","timestamp":1667260800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2022,11,1]],"date-time":"2022-11-01T00:00:00Z","timestamp":1667260800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2022,11,1]],"date-time":"2022-11-01T00:00:00Z","timestamp":1667260800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,11,1]],"date-time":"2022-11-01T00:00:00Z","timestamp":1667260800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Science of The Total Environment"],"published-print":{"date-parts":[[2022,11]]},"DOI":"10.1016\/j.scitotenv.2022.157823","type":"journal-article","created":{"date-parts":[[2022,8,2]],"date-time":"2022-08-02T20:56:08Z","timestamp":1659473768000},"page":"157823","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":62,"special_numbering":"C","title":["Meteorological driving forces of reference evapotranspiration and their trends in California"],"prefix":"10.1016","volume":"849","author":[{"given":"Arman","family":"Ahmadi","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Andre","family":"Daccache","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Richard L.","family":"Snyder","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kosana","family":"Suvo\u010darev","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.scitotenv.2022.157823_bb0005","series-title":"FAO Irrigation and Drainage Paper 56","article-title":"Crop evapotranspiration-Guidelines for computing crop water requirements","volume":"300","author":"Allen","year":"1998"},{"key":"10.1016\/j.scitotenv.2022.157823_bb0010","series-title":"The ASCE Standardized Reference Evapotranspiration Equation","author":"Allen","year":"2005"},{"key":"10.1016\/j.scitotenv.2022.157823_bb0015","series-title":"Water Manual","first-page":"1","article-title":"A recommendation on standardized surface resistance for hourly calculation of reference ETo by the FAO56 penman-monteith methodAgricultural","volume":"81","author":"Allen","year":"2006"},{"issue":"3\u20134","key":"10.1016\/j.scitotenv.2022.157823_bb0020","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1016\/0022-1694(79)90130-6","article-title":"A sensitivity analysis of the Penman-Monteith actual evapotranspiration estimates","volume":"44","author":"Beven","year":"1979","journal-title":"J. Hydrol."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0025","doi-asserted-by":"crossref","DOI":"10.1016\/j.rse.2019.111594","article-title":"Evolution of evapotranspiration models using thermal and shortwave remote sensing data","volume":"237","author":"Chen","year":"2020","journal-title":"Remote Sens. Environ."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0030","doi-asserted-by":"crossref","DOI":"10.1016\/j.jhydrol.2020.125286","article-title":"Estimating daily reference evapotranspiration based on limited meteorological data using deep learning and classical machine learning methods","volume":"591","author":"Chen","year":"2020","journal-title":"J. Hydrol."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0035","doi-asserted-by":"crossref","DOI":"10.1016\/j.compag.2020.105577","article-title":"Support vector machine enhanced empirical reference evapotranspiration estimation with limited meteorological parameters","volume":"175","author":"Chia","year":"2020","journal-title":"Comput. Electron. Agric."},{"issue":"1","key":"10.1016\/j.scitotenv.2022.157823_bb0040","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1016\/j.agwat.2010.07.006","article-title":"Irrigation scheduling performance by evapotranspiration-based controllers","volume":"98","author":"Davis","year":"2010","journal-title":"Agric. Water Manag."},{"issue":"6","key":"10.1016\/j.scitotenv.2022.157823_bb0045","first-page":"2027","article-title":"Random forest and support vector machine on features selection for regression analysis","volume":"15","author":"Dewi","year":"2019","journal-title":"Int. J. Innov. Comput. Inf. Control"},{"issue":"3\u20134","key":"10.1016\/j.scitotenv.2022.157823_bb0050","doi-asserted-by":"crossref","first-page":"422","DOI":"10.1016\/j.jhydrol.2011.01.021","article-title":"Trends in reference crop evapotranspiration over Iran","volume":"399","author":"Dinpashoh","year":"2011","journal-title":"J. Hydrol."},{"issue":"1","key":"10.1016\/j.scitotenv.2022.157823_bb0055","doi-asserted-by":"crossref","first-page":"533","DOI":"10.1007\/s00704-017-2291-6","article-title":"Comparison of sum-of-hourly and daily time step standardized ASCE penman-monteith reference evapotranspiration","volume":"134","author":"Djaman","year":"2018","journal-title":"Theor. Appl. Climatol."},{"issue":"1","key":"10.1016\/j.scitotenv.2022.157823_bb0060","article-title":"Sum of hourly vs. daily penman-monteith grass-reference evapotranspiration under semiarid and arid climate","volume":"7","author":"Djaman","year":"2018","journal-title":"Irrig. Drain. Syst. Eng."},{"issue":"1","key":"10.1016\/j.scitotenv.2022.157823_bb0065","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1023\/A:1015508322413","article-title":"Estimating reference evapotranspiration under inaccurate data conditions","volume":"16","author":"Droogers","year":"2002","journal-title":"Irrig. Drain. Syst."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0070","doi-asserted-by":"crossref","first-page":"556","DOI":"10.1016\/j.jhydrol.2019.03.028","article-title":"Estimation of reference evapotranspiration in Brazil with limited meteorological data using ANN and SVM\u2013A new approach","volume":"572","author":"Ferreira","year":"2019","journal-title":"J. Hydrol."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0075","doi-asserted-by":"crossref","first-page":"106","DOI":"10.1016\/j.agrformet.2016.08.006","article-title":"Trends in reference evapotranspiration and their causative factors in the west Liao River basin, China","volume":"232","author":"Gao","year":"2017","journal-title":"Agric. For. Meteorol."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0080","series-title":"Statistical Methods for Environmental Pollution Monitoring","author":"Gilbert","year":"1987"},{"issue":"1\u20134","key":"10.1016\/j.scitotenv.2022.157823_bb0085","doi-asserted-by":"crossref","first-page":"182","DOI":"10.1016\/S0022-1694(97)00125-X","article-title":"A modified Mann-Kendall trend test for autocorrelated data","volume":"204","author":"Hamed","year":"1998","journal-title":"J. Hydrol."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0090","first-page":"52","article-title":"Computation of direct runoff amounts from storm rainfall","volume":"63","author":"Hamon","year":"1963","journal-title":"Int. Assoc. Sci. Hydrol. Publ."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0095","doi-asserted-by":"crossref","first-page":"75","DOI":"10.1016\/j.agrformet.2018.03.002","article-title":"Spatio-temporal variation of potential evapotranspiration and climatic drivers in the jing-jin-ji region, North China","volume":"256","author":"Han","year":"2018","journal-title":"Agric. For. Meteorol."},{"issue":"2","key":"10.1016\/j.scitotenv.2022.157823_bb0100","doi-asserted-by":"crossref","first-page":"96","DOI":"10.13031\/2013.26773","article-title":"Reference crop evapotranspiration from temperature","volume":"1","author":"Hargreaves","year":"1985","journal-title":"Appl. Eng. Agric."},{"issue":"39","key":"10.1016\/j.scitotenv.2022.157823_bb0105","doi-asserted-by":"crossref","first-page":"1556","DOI":"10.21105\/joss.01556","article-title":"pyMannKendall: a python package for non parametric mann kendall family of trend tests","volume":"4","author":"Hussain","year":"2019","journal-title":"J. Open Source Softw."},{"issue":"3","key":"10.1016\/j.scitotenv.2022.157823_bb0110","doi-asserted-by":"crossref","first-page":"1063","DOI":"10.13031\/2013.18517","article-title":"Standardized ASCE penman-monteith: impact of sum-of-hourly vs. 24-hour timestep computations at reference weather station sites","volume":"48","author":"Irmak","year":"2005","journal-title":"Trans. ASAE"},{"key":"10.1016\/j.scitotenv.2022.157823_bb0115","doi-asserted-by":"crossref","first-page":"228","DOI":"10.1016\/j.jhydrol.2011.12.006","article-title":"Trend and magnitude of changes in climate variables and reference evapotranspiration over 116-yr period in the Platte River basin, Central Nebraska\u2013USA","volume":"420","author":"Irmak","year":"2012","journal-title":"J. Hydrol."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0120","series-title":"2017 World Congress on Computing and Communication Technologies (WCCCT)","first-page":"65","article-title":"Application of random forest algorithm on feature subset selection and classification and regression","author":"Jaiswal","year":"2017"},{"issue":"7445","key":"10.1016\/j.scitotenv.2022.157823_bb0125","doi-asserted-by":"crossref","first-page":"347","DOI":"10.1038\/nature11983","article-title":"Terrestrial water fluxes dominated by transpiration","volume":"496","author":"Jasechko","year":"2013","journal-title":"Nature"},{"key":"10.1016\/j.scitotenv.2022.157823_bb0130","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.agwat.2017.06.019","article-title":"Comparison of hourly and daily penman-monteith grass-and alfalfa-reference evapotranspiration equations and crop coefficients for maize under arid climatic conditions","volume":"192","author":"Ji","year":"2017","journal-title":"Agric. Water Manag."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0135","series-title":"California agricultural production and irrigated water use","first-page":"28","author":"Johnson","year":"2015"},{"key":"10.1016\/j.scitotenv.2022.157823_bb0140","series-title":"Rank correlation methods","first-page":"220","author":"Kendall","year":"1975"},{"issue":"2","key":"10.1016\/j.scitotenv.2022.157823_bb0145","first-page":"9","article-title":"Sample estimate of the entropy of a random vector","volume":"23","author":"Kozachenko","year":"1987","journal-title":"Problemy Peredachi Informatsii"},{"issue":"6","key":"10.1016\/j.scitotenv.2022.157823_bb0150","doi-asserted-by":"crossref","DOI":"10.1103\/PhysRevE.69.066138","article-title":"Estimating mutual information","volume":"69","author":"Kraskov","year":"2004","journal-title":"Phys. Rev. E"},{"key":"10.1016\/j.scitotenv.2022.157823_bb0155","doi-asserted-by":"crossref","first-page":"165","DOI":"10.1016\/j.scitotenv.2017.02.122","article-title":"Spatial and temporal evolution of climatic factors and its impacts on potential evapotranspiration in loess plateau of northern Shaanxi, China","volume":"589","author":"Li","year":"2017","journal-title":"Sci. Total Environ."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0160","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1016\/j.agrformet.2018.06.014","article-title":"Reference evapotranspiration changes in Slovenia, Europe","volume":"260","author":"Ma\u010dek","year":"2018","journal-title":"Agric. For. Meteorol."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0165","doi-asserted-by":"crossref","first-page":"245","DOI":"10.2307\/1907187","article-title":"Nonparametric tests against trend","author":"Mann","year":"1945","journal-title":"Econometrica: Journal of the Econometric Society"},{"issue":"1","key":"10.1016\/j.scitotenv.2022.157823_bb0170","first-page":"70","article-title":"Rainfall trend analysis by mann-kendall test: a case study of north-eastern part of Cuttack district, Orissa","volume":"2","author":"Mondal","year":"2012","journal-title":"Int. J. Geol. Earth Environ.Sci."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0175","series-title":"Symposia of the Society for Experimental Biology","first-page":"205","article-title":"Evaporation and environment","volume":"19","author":"Monteith","year":"1965"},{"key":"10.1016\/j.scitotenv.2022.157823_bb0180","series-title":"Evapotranspiration in the Soil-plant-atmosphere System","author":"Nov\u00e1k","year":"2012"},{"issue":"1\u20134","key":"10.1016\/j.scitotenv.2022.157823_bb0185","doi-asserted-by":"crossref","first-page":"290","DOI":"10.1016\/j.jhydrol.2004.08.026","article-title":"Which potential evapotranspiration input for a lumped rainfall\u2013runoff model?: part 2\u2014towards a simple and efficient potential evapotranspiration model for rainfall\u2013runoff modelling","volume":"303","author":"Oudin","year":"2005","journal-title":"J. Hydrol."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0190","doi-asserted-by":"crossref","DOI":"10.1016\/j.scitotenv.2021.144975","article-title":"Determination of crop coefficient for chufa crop (Cyperus esculentus L. Var. Sativus boeck.) for sustainable irrigation scheduling","volume":"768","author":"Pascual-Seva","year":"2021","journal-title":"Sci. Total Environ."},{"issue":"1032","key":"10.1016\/j.scitotenv.2022.157823_bb0195","first-page":"120","article-title":"Natural evaporation from open water, bare soil and grass","volume":"193","author":"Penman","year":"1948","journal-title":"Proc. R. Soc. Lond. A Math. Phys. Sci."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0200","doi-asserted-by":"crossref","DOI":"10.1016\/j.atmosres.2020.105096","article-title":"Changes in reference evapotranspiration and its driving factors in peninsular Malaysia","volume":"246","author":"Pour","year":"2020","journal-title":"Atmos. Res."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0205","series-title":"Presented at The International Round Table Conference on \u201cEvapotranspiration\u201d. Budapest, Hungary, May 26-28, 1977","article-title":"Empirical calibration, a requisite for evapotranspiration formulae based on daily or longer mean climatic data?","author":"Pruitt","year":"1977"},{"key":"10.1016\/j.scitotenv.2022.157823_bb0210","series-title":"Climate Change and Global Public Health","first-page":"353","article-title":"The impact of climate change and extreme weather conditions on agricultural health and safety in California","author":"Riden","year":"2021"},{"key":"10.1016\/j.scitotenv.2022.157823_bb0215","series-title":"Proc. of Ukrainian Hydrometeorological Research Institute","first-page":"12","article-title":"Computation of the autumn soil moisture using a universal relationship for a large area","volume":"3","author":"Romanenko","year":"1961"},{"issue":"2","key":"10.1016\/j.scitotenv.2022.157823_bb0220","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0087357","article-title":"Mutual information between discrete and continuous data sets","volume":"9","author":"Ross","year":"2014","journal-title":"PloS one"},{"key":"10.1016\/j.scitotenv.2022.157823_bb0225","series-title":"Extreme Weather Events and Human Health","first-page":"41","article-title":"Wildland fire, extreme weather and society: implications of a history of fire suppression in California, USA","author":"Schweizer","year":"2020"},{"key":"10.1016\/j.scitotenv.2022.157823_bb0230","doi-asserted-by":"crossref","first-page":"322","DOI":"10.1016\/j.agrformet.2014.10.008","article-title":"Spatiotemporal trends of reference evapotranspiration and its driving factors in the Beijing-Tianjin sand source control project region, China","volume":"200","author":"Shan","year":"2015","journal-title":"Agric. For. Meteorol."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0235","doi-asserted-by":"crossref","first-page":"737","DOI":"10.1016\/j.jhydrol.2018.04.042","article-title":"Improving the performance of the mass transfer-based reference evapotranspiration estimation approaches through a coupled wavelet-random forest methodology","volume":"561","author":"Shiri","year":"2018","journal-title":"J. Hydrol."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0240","series-title":"Agricultural Water Management","first-page":"143","article-title":"Estimation of potential evapotranspiration using INSAT-3D satellite data over an agriculture area","author":"Singh","year":"2021"},{"key":"10.1016\/j.scitotenv.2022.157823_bb0245","doi-asserted-by":"crossref","first-page":"13","DOI":"10.1016\/j.jhydrol.2013.09.005","article-title":"Simplified forms for the standardized FAO-56 Penman-Monteith reference evapotranspiration using limited weather data","volume":"505","author":"Valiantzas","year":"2013","journal-title":"J. Hydrol."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0250","series-title":"Proc. of the Watershed Management 2000 Conference, June 2000, Ft. Collins, CO","article-title":"ASCE's standardized reference evapotranspiration equation","author":"Walter","year":"2000"},{"key":"10.1016\/j.scitotenv.2022.157823_bb0255","doi-asserted-by":"crossref","DOI":"10.1016\/j.compag.2021.106039","article-title":"Evaluation of stacking and blending ensemble learning methods for estimating daily reference evapotranspiration","volume":"184","author":"Wu","year":"2021","journal-title":"Comput. Electron. Agric."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0260","doi-asserted-by":"crossref","first-page":"10","DOI":"10.1016\/j.compag.2015.11.001","article-title":"Determination of dominant weather parameters on reference evapotranspiration by path analysis theory","volume":"120","author":"Xing","year":"2016","journal-title":"Comput. Electron. Agric."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0265","doi-asserted-by":"crossref","first-page":"147","DOI":"10.1016\/j.jhydrol.2018.10.069","article-title":"Sensitivity of potential evapotranspiration to meteorological factors and their elevational gradients in the Qilian Mountains, northwestern China","volume":"568","author":"Yang","year":"2019","journal-title":"J. Hydrol."},{"issue":"6","key":"10.1016\/j.scitotenv.2022.157823_bb0270","doi-asserted-by":"crossref","DOI":"10.1029\/2001WR000861","article-title":"Applicability of prewhitening to eliminate the influence of serial correlation on the Mann-Kendall test","volume":"38","author":"Yue","year":"2002","journal-title":"Water Resour. Res."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0275","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.agrformet.2015.09.015","article-title":"Multi-scale evapotranspiration of summer maize and the controlling meteorological factors in North China","volume":"216","author":"Zhang","year":"2016","journal-title":"Agric. For. Meteorol."},{"key":"10.1016\/j.scitotenv.2022.157823_bb0280","doi-asserted-by":"crossref","first-page":"127","DOI":"10.1016\/j.quaint.2013.12.045","article-title":"Spatial and temporal trend of potential evapotranspiration and related driving forces in southwestern China, during 1961\u20132009","volume":"336","author":"Zongxing","year":"2014","journal-title":"Quat. Int."}],"container-title":["Science of The Total Environment"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0048969722049221?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0048969722049221?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2024,11,15]],"date-time":"2024-11-15T21:41:57Z","timestamp":1731706917000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0048969722049221"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,11]]},"references-count":56,"alternative-id":["S0048969722049221"],"URL":"https:\/\/doi.org\/10.1016\/j.scitotenv.2022.157823","relation":{},"ISSN":["0048-9697"],"issn-type":[{"value":"0048-9697","type":"print"}],"subject":[],"published":{"date-parts":[[2022,11]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Meteorological driving forces of reference evapotranspiration and their trends in California","name":"articletitle","label":"Article Title"},{"value":"Science of The Total Environment","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.scitotenv.2022.157823","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2022 Elsevier B.V. All rights reserved.","name":"copyright","label":"Copyright"}],"article-number":"157823"}}