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A method to preserve trends in quantile mapping bias correction of climate modeled temperature

Gryllakis Emmanouil, Koutroulis Aristeidis, Daliakopoulos Ioannis, Tsanis Giannis

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URIhttp://purl.tuc.gr/dl/dias/1A01292A-80CD-4C7C-B638-02EAE9E91029-
Αναγνωριστικόhttps://www.earth-syst-dynam.net/8/889/2017/-
Αναγνωριστικόhttps://doi.org/10.5194/esd-8-889-2017-
Γλώσσαen-
Μέγεθος10 pagesen
ΤίτλοςA method to preserve trends in quantile mapping bias correction of climate modeled temperatureen
ΔημιουργόςGryllakis Emmanouilen
ΔημιουργόςΓρυλλακης Εμμανουηλel
ΔημιουργόςKoutroulis Aristeidisen
ΔημιουργόςΚουτρουλης Αριστειδηςel
ΔημιουργόςDaliakopoulos Ioannisen
ΔημιουργόςΔαλιακοπουλος Ιωαννηςel
ΔημιουργόςTsanis Giannisen
ΔημιουργόςΤσανης Γιαννηςel
ΕκδότηςCopernicus Publicationsen
ΠερίληψηBias correction of climate variables is a standard practice in climate change impact (CCI) studies. Various methodologies have been developed within the framework of quantile mapping. However, it is well known that quantile mapping may significantly modify the long-term statistics due to the time dependency of the temperature bias. Here, a method to overcome this issue without compromising the day-to-day correction statistics is presented. The methodology separates the modeled temperature signal into a normalized and a residual component relative to the modeled reference period climatology, in order to adjust the biases only for the former and preserve the signal of the later. The results show that this method allows for the preservation of the originally modeled long-term signal in the mean, the standard deviation and higher and lower percentiles of temperature. To illustrate the improvements, the methodology is tested on daily time series obtained from five Euro CORDEX regional climate models (RCMs).en
ΤύποςPeer-Reviewed Journal Publicationen
ΤύποςΔημοσίευση σε Περιοδικό με Κριτέςel
Άδεια Χρήσηςhttp://creativecommons.org/licenses/by/4.0/en
Ημερομηνία2018-03-28-
Ημερομηνία Δημοσίευσης2017-
Θεματική ΚατηγορίαBias correctionen
Θεματική ΚατηγορίαClimate changeen
Βιβλιογραφική ΑναφοράM. G. Grillakis, A. G. Koutroulis, I. N. Daliakopoulos and I. K.Tsanis, "A method to preserve trends in quantile mapping bias correction of climate modeled temperature," Earth Syst. Dynam., vol. 8, no. 3, pp. 889-900, Sept. 2017. doi:10.5194/esd-8-889-2017en

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