seasonal volume forecasts using ensemble streamflow prediction for the 2008 water year ray fukunaga,...
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Seasonal Volume ForecastsSeasonal Volume ForecastsUsing Ensemble Streamflow PredictionUsing Ensemble Streamflow Prediction
for the 2008 Water Yearfor the 2008 Water Year
Ray Fukunaga, Senior HydrologistNorthwest River Forecast Center
Topics for Presentation
ESP and Water Supply Forecast OverviewESP and Water Supply Forecast Overview Recap of WY 2007 Water Supply and ESP Forecasts Recap of WY 2007 Water Supply and ESP Forecasts 2008 Volumetric Streamflow Outlook2008 Volumetric Streamflow Outlook
ESP Water Supply ForecastsESP Water Supply Forecasts ESP with CPC precipitation and temperature shifts appliedESP with CPC precipitation and temperature shifts applied ESP weighting La Nina years onlyESP weighting La Nina years only
NWRFC Forecasting Models
Statistical Water Supply Statistical Water Supply Seasonal Volumetric ForecastsSeasonal Volumetric Forecasts
• Regression techniquesRegression techniques
• 168 forecast locations168 forecast locations
• Coordinated forecasts with NRCS, BOR, COE, and BCHydroCoordinated forecasts with NRCS, BOR, COE, and BCHydro
NWS River Forecast System (NWSRFS)NWS River Forecast System (NWSRFS) Short, Medium, and Longterm capabilities Short, Medium, and Longterm capabilities
• Generates output in deterministic Generates output in deterministic ANDAND probabilistic (ESP) formats probabilistic (ESP) formats
• Variable Outputs for ESPVariable Outputs for ESP
Statistical Water SuppyStatistical Water Suppy
Combined Index:
Observed Precip Observed Snow Observed Runoff
Future Precip
Snow ModelSnow Model
Soil Moisture/RunoffSoil Moisture/Runoff
Consumptive UseConsumptive Use
River Routing River Routing
Reservoir RegulationReservoir Regulation
Flow and Stage Flow and Stage ForecastsForecasts
NWS River Forecast System NWS River Forecast System Model Components (simplified)Model Components (simplified)
Rain Plus Snow Melt
NWS River Forecast System
Time
Fl ow
Day 10
Current timeObserved Forecast
Exceedance probability plotof flow volumes = area under each trace (Jan-Jul period)
50% Value (most expected)is comparable to WS forecasts
Example showing 42 streamflow traces for The Columbia River at The Dalles, OR
Runtime conditions: 9/13/2004Analysis period: 1/1/2005-8/1/2005
Traces represent ensemble of possible river flows (Jan-Jul)
Median Forecast(most expected)
ESP
Water Year 2007 RecapWater Year 2007 Recap
Comparison of ESP and Water Supply Forecast Comparison of ESP and Water Supply Forecast volumes against observed volumevolumes against observed volume LUCI1 Lucky Peak Reservoir Unregulated InflowLUCI1 Lucky Peak Reservoir Unregulated Inflow PLDI1 Palisades Reservoir Unregulated InflowPLDI1 Palisades Reservoir Unregulated Inflow
2007 WS Forecast Recap2007 WS Forecast RecapESP vs WSF Jan-Jul Comparison
LUCI1 ESP vs WSF
400
900
1400
1900
2400
12/17/2006
1/16/2007 2/15/2007 3/17/2007 4/16/2007 5/16/2007 6/15/2007 7/15/2007
Forecast Date
LU
CI1
Ja
n-J
ul V
olu
me
(K
AF
)
90%ESP 50%ESP 10%ESP WSF Mean Min Obs
Monthly Precip (%normal)26 115 43 64 48 57 38
2007 WS Forecast Recap2007 WS Forecast RecapESP vs WSF Jan-Jul Comparison
PLDI1 ESP vs WSF
1400
1900
2400
2900
3400
3900
12/17/2006
1/16/2007 2/15/2007 3/17/2007 4/16/2007 5/16/2007 6/15/2007 7/15/2007
Forecast Date
PL
DI1
Ap
r-J
ul V
olu
me
(K
AF
)
90%ESP 50%ESP 10%ESP WSF Mean Min Obs
Monthly Precip (%normal)53 97 41 87 22 51 75
Spring Outlook - 2008Spring Outlook - 2008
Ensemble Streamflow Prediction (ESP)Ensemble Streamflow Prediction (ESP)
Driven by: Driven by: Antecedent Snow/Soil Moisture Antecedent Snow/Soil Moisture10 day Precip and Temp Forecast10 day Precip and Temp Forecast
Updated weeklyUpdated weekly
Capability of including climate forecasts/signalsCapability of including climate forecasts/signals With CPC temperature and precipitation shiftsWith CPC temperature and precipitation shifts Post-processing using La Nina year weightingPost-processing using La Nina year weighting Not included in current published versionsNot included in current published versions
Volume Forecasts Available at Volume Forecasts Available at www.nwrfc.noaa.govwww.nwrfc.noaa.gov
Min/Mean/Max
441/1778/3200
% of mean
78%
43%
138%
Volume Forecasts Available at Volume Forecasts Available at www.nwrfc.noaa.govwww.nwrfc.noaa.gov
April-July Min/Mean/Max
1089/3331/5621
% of mean
83%% of mean: 42% 117%
ESP Pre-Adjustment Technique
CPC Outlooks are used to shift temperature and precipitation distribution
ESP Year WeightingESP Year Weighting ESP Post Processing: Year WeightingESP Post Processing: Year Weighting
Weighted all >0 average Jul-Sep SOI as 1.0; else 0.0Weighted all >0 average Jul-Sep SOI as 1.0; else 0.0 Reduces sample size of ESP from 45 to 23 yearsReduces sample size of ESP from 45 to 23 years
LUCI1 JAN-JUL vs JUL-SEP SOI
0
500
1000
1500
2000
2500
3000
3500
-2.50 -2.00 -1.50 -1.00 -0.50 0.00 0.50 1.00 1.50 2.00 2.50
July - September Average SOI
LU
CI1
Jan
-Ju
l Vo
lum
e
Mean
WY1983
WY1989WY2007
2007 STANDARD SOI
-1.2
-1
-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
JAN FEB MAR APR MAY JUN JUL AUG SEP
Month
Sta
nd
ard
SO
I
Comparison of ESP 2008 Comparison of ESP 2008 with ESP Climate Adjustedwith ESP Climate Adjusted
COMPARISON OF ESP FORECASTS
70
75
80
85
90
95
10/9ESP% CPC Adj% Jul-SepSOI>0%
% o
f Jan
ua
ry-J
uly
Vo
lum
e N
orm
al
PLDI1 LUCI1
Seasonal Volume ForecastsSeasonal Volume ForecastsUsing Ensemble Streamflow PredictionUsing Ensemble Streamflow Prediction
for the 2008 Water Yearfor the 2008 Water Year
Ray Fukunaga, Senior HydrologistNorthwest River Forecast Center
[email protected](503) 326-7291