Long Range Ensemble Streamflow Prediction

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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

Thank You

[email protected]