Transcript Long Range Ensemble Streamflow Prediction
Western Water Supply
Kevin Werner, Andrew Murray, WR/SSD Jay Breidenbach, WFO Boise Cass Goodman, Steve Shumate, CBRFC Alan Takamoto, Scott Staggs, CNRFC Don Laurine, NWRFC Chad Kahler, WFO Tucson
Outline
Western Water Supply
History
Project overview
Westwide map Forecast evolution
Verification
Ensemble services
Future enhancements
Climate variability and change Short range ensembles services
Western Water Supply Forecasts
Forecasts for spring runoff amounts from snow melt dominated basins in western US Routinely produced at 6 RFCs and coordinated with other agencies (NRCS and California DWR) NWS forecast program began in 1940s Primary forecast tools:
Ensemble Streamflow Prediction
Multivariate Linear Regression
Legacy Water Supply Forecast Product (Credit: NRCS / NOAA
)
Project in a Nutshell
Goals:
A “one stop shop” for NWS water information at the seasonal timescale Consistent presentation of products between RFCs Harness collective innovation from multiple offices
Users:
Existing Water Supply forecast users
Strong support from USBR and state water resources agencies for examples
Groups with cross basin interests (e.g. media, power companies) NWS internal users
Major Components:
Map: Single map for all western WS forecasts from 6 RFCs Forecast evolution: Plotting capability to show evolution of current year forecast and observed river flow
Verification: Forecast evaluation from past forecasts and forecast tools Ensemble services: Interaction capability with ensemble streamflow predication
Project in a Nutshell (con’t)
Milestones (past):
April 2005: Working group formed, planning meeting held January 2006: Initial website launched September 2006: Included AB, WG, and MB RFCs in development January 2007: Common database developed March 2007: Launched outreach effort and included SHs
Milestones (future):
August 2007: Launch verification 1.0 capabilities September 2007: Move software to NWRFC web farm October 2007: Launch forecast evolution 2.0
October 2007: Launch ensemble services 1.0
January 2008: Integrate WGRFC data 2008?: Integrate climate change capabilities
Map
www.cbrfc.noaa.gov/westernwater “One Stop Shop” for NWS water supply forecasts Flexible and consistent map presence across western USA Zoomable to basin scale Mouse over capability for forecast values
Forecast Evolution
Evolution of current year forecast and observed streamflow Options to include:
Normal streamflow volume
Forecast window
Forecast accumulation
Accumulated Observed, etc…
Originally developed at NWRFC Version 2.0 contract development work proceeding
Add ESP forecasts
Add interactive features
Forecast Verification
Goal: Provide users of all types with forecast verification information
Easy to understand
Meaningful
Accessible from forecasts Dynamically generated plots from database Data Visualization
MAE, RMSE, etc
Conditional on Lead time, year
Error
Skill relative to Climatology
Conditional
Skill Categorical
Traditional (NWS) verification including FAR and POD
Category definitions tied to climatology values (e.g. mean flow, terciles, etc.) or user definable
Plot credit: Chad Kahler
Ensemble Services
Goals:
Intuitive user interface for current ensemble forecast
Access to archived streamflow data for perspective
Dynamic, flexible plots
Access to underlying data and database
Climate change scenarios
Climate Change
Latest IPCC report confirms “temperatures averaged over all habitable continents … will very likely rise at greater than the global average rate in the next 50 years and by an amount substantially in excess of natural variability.” (IPCC WR1, 2007) Source: IPCC, 2007
Trends in 1 Apr SWE over the 1960–2002 (left) and 1950-1997 (right) periods of record directly from snow course observations from Mote (2006) and Mote et al. (2005) respectively.
Extend NWS Product Suite?
Years Climate Change based run off scenarios?
Current product suite covers hours to seasons; Should we consider climate change scenarios and build multi-year products for run-off, temperature, precipitation?
User requirements from power companies, USBR, etc for climate change scenarios
Water Supply with Climate Change
Many in water community are asking for it Idea: Provide scenario based water supply outlooks in the context of historical data and current season forecasts
Include uncertainty
Temperature, precipitation, and/or lead time based scenarios
Ultimately link scenarios to atmospheric carbon based scenarios
Leverage historical simulation capabilities in ESP
Leveraging ESP for long range scenarios
Multiple “historical simulation” runs:
Use historical basin temperature and precipitation time series
Build ensemble by repeatedly shifting year order by one
Incorporate scenarios through additive (temperature) or multiplicative (precipitation) year-wise adjustments
ENSEMBLE FORECAST SERVICES
Forecast Point: Columbia River at the Dalles Dam
Archive O Normal Runoff O Model Normal O Historical Year(s) Current Forecast O Ensemble Streamflow Prediction O Ensemble members by forcing year(s) O Ensemble members by ENSO Climate Change O Year (slider bar 2010 2050) O Temperature (slider bar -5 F - +5 F) O Carbon Scenario Options O Accumulate over period O Plot Type (box and whisker, bar, lines, etc.) O Data O Plot interval (set axes limits)
Summary
Western Water Supply
History
Current capabilities
Coming enhancements
Verification
Water Supply ensemble services
Climate Change