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1 (EDITORIA)

2

3 IPCC AR (likely) very likely

4 IPCC AR4 Palmer likely

5 Obs. CC : 2RMSE CC RMES 1 CC RMES CC RMES 1

6 Obs.

7 GCM [mm/day] [mm/day] (1981-2) y = ln(x) OBS 5 y = ln(x) cgcm3_t cgcm3_t gfdl_2_ gfdl_2_1 99 giss_aom 3 ingv 9 miroc_h 7 miroc_m 2 5 mpi 3 P 1 _OBS =F (P _GCM ) cnrm csiro_3_ 1 1 csiro_3_5 iap.1.1 inmcm3_.1 ipsl_cm4.1 miub mri [mm/day] [mm/day] [%] GCM GCM (1981-2) (1981-2) [] [] cgcm3_t47 cgcm3_t63 cgcm3_t47 gfdl_2_ cgcm3_t63 gfdl_2_1 gfdl_2_ giss_aom gfdl_2_1 ingv giss_aom miroc_h ingv miroc_m miroc_h mpi miroc_m cnrm mpi csiro_3_ cnrm csiro_3_5 csiro_3_ iap csiro_3_5 inmcm3_ iap ipsl_cm4 inmcm3_ miub ipsl_cm4 mri miub mri [] [] GCM (1981-2) OBS OBS 1 cgcm3_47.9 cgcm3_t6.8 gfdl_2_.7 gfdl_2_1 giss_aom.6 ingv ingv.5 OBS miroc_h.4 GCM miroc_m.3 mpi mpi.2 cnrm cnrm.1 csiro_3_ csiro_3_5 55 iap iap inmcm3_ ipsl_cm4 miub miub mri mri 3 3 [mm/day]

8 Max Rain Past = 85.59mm/d Future = mm/d rain, mm/day 8 6 rain, mm/day Rank Rank (198 (198-2) 2)464

9 WEB-DHM (Water and Energy Budget-based Distributed Hydrological Model), 27, DEM

10 WEB-DHM

11 (b) Wang, Koike et al., 29, Journal of Hydrology (c) (a) (d)

12 21 (1) (a) (b) (c) (d) 21 (2)

13 WEB WEB-DHM : km 2 : FAO : 5m :USGS :

14 SAMEURA ONLY Q, m 3 /s 1 5 Rain Qsim Qobs Nash =.82 RE = 1% Rain, mm/da 5 1/1/1984 3/1/1984 5/1/1984 7/1/1984 9/1/ /1/1984 6

15 SA>1 SA < SA Rainfall SA Rainfall -4 Jan-82 Jan-84 Jan-86 Jan-88 Jan-9 Jan-92 Jan-94 Jan-96 Jan-98 Jan SA Discharge SA Discharge -4 Jan-82 Jan-84 Jan-86 Jan-88 Jan-9 Jan-92 Jan-94 Jan-96 Jan-98 Jan SA SA SA SA surface soil moisture SA surface soil moisture Jan-82 Jan-84 Jan-86 Jan-88 Jan-9 Jan-92 Jan-94 Jan-96 Jan-98 Jan- root zone soil moisture SA SA root zone soil moisture Jan-82 Jan-84 Jan-86 Jan-88 Jan-9 Jan-92 Jan-94 Jan-96 Jan-98 Jan-

16 (1982 (1982-2( DAILY DISCHARGE (1982-2) Q, m 3 /s /1/1982 1/1/1986 1/1/199 1/1/1994 1/1/1998 DAILY DISCHARGE ( ) Long term trend: slight difference of extreme events, most probably because the years are not so far away from each other Q, m 3 /s /1/246 1/1/25 1/1/254 1/1/258 1/1/262

17 14 15 Q, m 3 /s Q, m 3 /s Rank Rank 1 (1982 ( (246 ( ) 264) Q, m 3 /s Rank

18 SA Standard Anomaly Index for drought occurence drought frequency 2.% 15.% 1.% 5.% -2.63% Past GCM ensemble results Future GCM ensemble results -1.75% +2.19% +.88% (+) (-).% Rain Discharge Surface soil moisture Root zone soil moisture

19

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