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Seasonal outlooks for hydrology and water resources: streamflow, reservoir, and hydropower forecasts for the Pacific Northwest . Andy Wood and Alan Hamlet Department of Civil and Environmental Engineering for Climate and Water Resource Forecasts for the 2007 Water Year
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Seasonal outlooks for hydrology and water resources: streamflow, reservoir, and hydropower forecasts for the Pacific Northwest Andy Wood and Alan Hamlet Department of Civil and Environmental Engineering for Climate and Water Resource Forecasts for the 2007 Water Year UW Climate Impacts Group October 3, 2006, Kelso, WA
Part I West Wide Hydrologic Forecast System
Experimental W. US Hydrologic Forecast System Snowpack Initial Condition Soil Moisture Initial Condition
Experimental Western US Hydrologic Forecast System Multiple Seasonal Climate Forecast Data Sources CCA NOAA CAS OCN CPC Official Outlooks SMLR CA NCEP CFS VIC Hydrology Model NASA NSIPP/GMAO dynamical model ESP ENSO UW ENSO/PDO
recently observed meteorological data ensemble of met. data to generate forecast Spin-up ICs Forecast obs hydrologic state Hydrologic Model-based Forecasting
monthly hydrographs targeted statistics e.g., runoff volumes spatial forecast maps
Clicking the stream flow forecast map also accesses current basin-averaged conditions Applications: streamflow Introduction Flow location maps give access to monthly hydrograph plots, and also to raw forecast data.
Soil Moisture for last 2 weeks The daily update of surface conditions enables animationed views of recent changes
Soil moisture change in last month Other views of changing hydrologic conditions www.hydro.washington.edu/ forecast/monitor/
The PNW hydrologic cycle Average annual water cycle • soil moisture near annual low • runoff near low • nearly all water year precipitation yet to come • snow season not really underway • evaporation not a factor PNW Where we are now on average
The PNW hydrologic cycle Note that there is variability in soil moisture now… • water balance current
Oct. 1 Soil Moisture Comparison THIS YEAR LAST YEAR THIS YEAR
Sep 1 ESP / ESP-El Nino fcst: Summer Volumes Forecasts of April-September Flow ESP ESP - El Nino Dalles: 100 / 88
Sep 1 ESP / ESP-El Nino fcst: Summer Volumes Forecasts of April-September Flow ESP ESP - El Nino Snake: 96 / 83
Sep 1 ESP / ESP-El Nino fcst: Summer Volumes Forecasts of April-September Flow ESP ESP - El Nino Upper Snake: 95 / 83
Recap WY2006, Dec. 1 hydrologic conditions Soil Moisture SWE
Winter 2005-06:seasonal volume forecast for APR-SEP flow OBS Forecasts made on 1st of Month
Winter 2005-06:seasonal volume forecast for APR-SEP flow OBS Forecasts made on 1st of Month
Part II ENSO/PDO Forecasts
Evaluation of Sept 1 ECMWF Nino3.4 Forecast for WY 2003-2005 WY 2003 WY 2004 WY 2005
Evaluation of Aug 1 ECMWF Nino3.4 Forecast for WY 2006 Used range: Jan3.4 >= -0.4 Jan3.4 <= 0.6
Ensemble Streamflow Forecast for the Columbia River at The Dalles for WY 2006. (Nino3.4 anomalies between -0.4 and 0.6) Black = Climatological Extremes Gray = Forecast Ensemble Members Red = Observed Blue = Ensemble Mean Naturalized Flow (cfs) Nino3.4 -0.4 to 0.6
Natural Streamflow (KAF) Red = long term mean Blue = ensemble mean Gray = ensemble members Black = range of observations WY 2006
System Storage Forecast from SnakeSim: Jackson Lake Palisades Island Park Ririe American Falls Lake Walcott Nino3.4 anomaly between -0.4 and 0.6 C Demand aligned with water cond. October 1 Spin Up Active Reservoir Storage (kaf) Obs. System Storage Oct 8, 2006
Ensemble Streamflow Forecast for the Columbia River at The Dalles for WY 2006. (Nino3.4 anomalies between 0.0 and 0.6) Black = Climatological Extremes Gray = Forecast Ensemble Members Red = Observed Blue = Ensemble Mean Naturalized Flow (cfs) Nino3.4 0.0 to 0.6
http://www.ecmwf.int/products/forecasts/d/charts/seasonal/forecast/plumes/http://www.ecmwf.int/products/forecasts/d/charts/seasonal/forecast/plumes/
2007 Forecast for Natural Flow at Milner Milner 2007 Nino3.4 Range 0.7 to 1.5 Natural Flow (KAF) Red = long term mean Blue = ensemble mean Gray = ensemble members Black = range of observations
2007 Forecast for Natural Flow at Milner Milner 2007 Nino3.4 Range 0.7 to 1.5 Warm PDO Natural Flow (KAF) Red = long term mean Blue = ensemble mean Gray = ensemble members Black = range of observations
2007 System Storage Forecasts for the Upper Snake (Oct-Aug) Full Full Upper Snake Storage (KAF) Upper Snake Storage (KAF) Nino3.4 Range 0.7 to 1.5 Nino3.4 Range Warm PDO
Ensemble Streamflow Forecast for the Columbia River at The Dalles for WY 2007. (Nino3.4 anomalies between 0.7 and 1.5) Black = Climatological Extremes Gray = Forecast Ensemble Members Red = LTM from 1950-1999 Blue = Ensemble Mean Modified Flow (cfs)
Long-Range Ensemble Forecasts of System-Wide Columbia Basin Hydropower Production for Water Year 2007. Nino3.4 Composite All Years (‘60-’99)
Summary of Ensemble Average Hydropower Production for All Years (‘60-’99) Vs. Nino3.4 Composite Nino3.4 composite is about 7% lower
Regionally Averaged Cool Season Precipitation Anomalies PRECIP
Selected References on Compositing Techniques: Hamlet, A.F., Lettenmaier, D.P., 1999: Columbia River Streamflow Forecasting Based on ENSO and PDO Climate Signals, ASCE J. of Water Res. Planning and Mgmt., 125 (6) : 333-341 Werner, K., Brandon, D., Clark, M., et al., 2004: Climate index weighting schemes for NWS ESP-based seasonal volume forecasts, J. of Hydrometeorology, 5 (6): 1076-1090
Conclusions: The WY 2006 ESP forecast predicted a range of flows centered around near normal conditions. Actual flows in 2006 were towards the upper range of this forecast, probably due in part to an unusually large ENSO forecast error. A moderate warm ENSO event is expected for the winter of 2006-2007. ESP traces from 1960-1999 associated with a forecasted range of Nino3.4 anomalies from 0.7-1.5 suggest elevated drought risks for WY 2007, and lower carryover storage in the upper Snake at the end of WY 2007.