Decadal Oscillation in the Predictability of Palmer Drought Severity Index in California

被引:9
|
作者
Diodato, Nazzareno [1 ]
de Guenni, Lelys Bravo [2 ]
Garcia, Mariangel [3 ]
Bellocchi, Gianni [1 ,4 ]
机构
[1] Met European Res Observ, I-82100 Benevento, Italy
[2] Northern Illinois Univ, Div Stat, De Kalb, IL 60115 USA
[3] San Diego State Univ, Computat Sci Res Ctr, San Diego, CA 92182 USA
[4] UCA, INRA, VetAgro Sup, Unite Mixte Rech Ecosyst Prairial UREP, F-63000 Clermont Ferrand, France
关键词
drought; ensemble forecast; exponential smoothing; transfer function modelling; SOIL-MOISTURE; METEOROLOGICAL DROUGHT; MONTHLY PRECIPITATION; CLIMATE; TRENDS; FUTURE; WINTER; RISK;
D O I
10.3390/cli7010006
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Severity of drought in California (U.S.) varies from year-to-year and is highly influenced by precipitation in winter months, causing billion-dollar events in single drought years. Improved understanding of the variability of drought on decadal and longer timescales is essential to support regional water resources planning and management. This paper presents a soft-computing approach to forecast the Palmer Drought Severity Index (PDSI) in California. A time-series of yearly data covering more than two centuries (1801-2014) was used for the design of ensemble projections to understand and quantify the uncertainty associated with interannual-to-interdecadal predictability. With a predictable structure elaborated by exponential smoothing, the projections indicate for the horizon 2015-2054 a weak increase of drought, followed by almost the same pace as in previous decades, presenting remarkable wavelike variations with durations of more than one year. Results were compared with a linear transfer function model approach where Pacific Decadal Oscillation and El Nino Southern Oscillation indices were both used as input time series. The forecasted pattern shows that variations attributed to such internal climate modes may not provide more reliable predictions than the one provided by purely internal variability of drought persistence cycles, as present in the PDSI time series.
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页数:17
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