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Global catchment based comparison of observed and HadGEM modelled precipitation, temperature and Köppen climate type Murray Peel 1, Thomas McMahon 1 &

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Presentation on theme: "Global catchment based comparison of observed and HadGEM modelled precipitation, temperature and Köppen climate type Murray Peel 1, Thomas McMahon 1 &"— Presentation transcript:

1 Global catchment based comparison of observed and HadGEM modelled precipitation, temperature and Köppen climate type Murray Peel 1, Thomas McMahon 1 & Ian Smith 2 1 Civil & Environmental Engineering, The University of Melbourne, Victoria, Australia 2 CSIRO Marine and Atmospheric Research, Aspendale, Victoria, Australia

2 EGU 2008 - Session CL21, Peel et al Outline Background – Observed catchment data – HadGEM data Comparison – Mean annual Precipitation Temperature – Köppen climate type Conclusions

3 EGU 2008 - Session CL21, Peel et al Background Long-term water resources management will depend upon projections of future climate change. How well do CGCMs reproduce past & present hydroclimate at the catchment scale?

4 EGU 2008 - Session CL21, Peel et al Background Observed catchment data Globally 686 catchments.

5 EGU 2008 - Session CL21, Peel et al Background Observed catchment data Catchment boundary, within 5% of known area using 1km DEM (HYDRO1k), Monthly streamflow data, – Unregulated for the period of record, Catchment average monthly Temperature (T) & Precipitation (P), – For the period of runoff record, – Theissen polygon area weighting using GHCN v2 P & T station data. Missing P & T infilled from nearby stations with best monthly correlation

6 EGU 2008 - Session CL21, Peel et al Background Observed catchment data Elevation correction to Catchment P – Since station elevation is usually low relative to the catchment area, catchment average P underestimated, – Corrected using Budyko like relationship of Fu (Zhang et al., 2004, WRR 40, W02502). The 686 catchments are a subset of 900 catchments – modelled adequately with a monthly rainfall-runoff model – Some confidence in the P & T data.

7 EGU 2008 - Session CL21, Peel et al Background HadGEM data HadGEM a coupled global climate model from the Hadley Centre, UK. – IPCC AR4 run – 20C3M scenario Monthly P & T for 1/1860 – 12/1999 – Extract catchment average P & T from raw HadGEM (no downscaling) for the concurrent period of observed streamflow Ideally an ensemble average of GCM runs would be better than the single run used here

8 EGU 2008 - Session CL21, Peel et al Background HadGEM data Area weighted grid cell to form catchment average values

9 EGU 2008 - Session CL21, Peel et al Comparison Compare observed and HadGEM catchment average – Mean Annual P & T – Köppen climate type

10 EGU 2008 - Session CL21, Peel et al Global catchment mean annual temperature GCM has ~1 o C cool bias, but overall very good.

11 EGU 2008 - Session CL21, Peel et al Hemisphere catchment mean annual temperature NH better than SH

12 EGU 2008 - Session CL21, Peel et al Global catchment mean annual precipitation GCM not capturing the observed range.

13 EGU 2008 - Session CL21, Peel et al Hemisphere catchment mean annual precipitation Again NH better than SH

14 EGU 2008 - Session CL21, Peel et al Köppen climate type Köppen climate classification rules as used in Peel et al (2007, HESS, 11: 1633-1644.)

15 EGU 2008 - Session CL21, Peel et al Köppen climate type - Tropical Cold bias of GCM reduces the number of Tropical catchments (coldest month ≥ 18 o C) Sub- Class Obs Freq. Obs All GCM Freq. Af22 110 11 83 Am1614 Aw7258

16 EGU 2008 - Session CL21, Peel et al Köppen climate type - Arid Errors in NH & SH GCM MAP leads to more Arid catchments Sub- Class Obs Freq. GCM Freq. BWh0 19 2 49 BWk00 BSh1321 BSk1626

17 EGU 2008 - Session CL21, Peel et al Köppen climate type - Temperate Sub- Class Obs Freq. GCM Freq. Csa17 340 12 313 Csb2329 Csc10 Cwa2140 Cwb3611 Cfa8364 Cfb153156 Cfc61

18 EGU 2008 - Session CL21, Peel et al Köppen climate type - Cold Sub- Class Obs Freq. GCM Freq. Dsa1 211 1 230 Dsb110 Dsc43 Dwa35 Dwb24 Dwc49 Dwd03 Dfa322 Dfb10573 Dfc8598 Dfd32

19 EGU 2008 - Session CL21, Peel et al Köppen climate type - Polar Sub- Class Obs Freq. Obs All GCM Freq. ET611

20 EGU 2008 - Session CL21, Peel et al Conclusions Comparison of observed and raw HadGEM catchment average P & T. – Globally MAT good NH better than SH – Globally MAP not very good Again, NH better than SH – Köppen climate type Less Tropical & more Arid Temperate & Cold (mainly NH) good Useful assessment of GCM performance for later hydrologic analysis

21 EGU 2008 - Session CL21, Peel et al Acknowledgements The analysis presented forms part of a paper in currently in preparation. Funded by – Australian Research Council Discovery Grant


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