National Weather Service
Flash Flood Modeling and Warning
Services
Seann Reed, Middle Atlantic River Forecast Center Peter Ahnert, Middle Atlantic River Forecast Center
August 23, 2012
USACE Flood Risk Management and Silver Jackets Workshop Harrisburg, PA
The Flash Flood Problem
Intense rainfall, ice jam, or dam failure
Rapid rise
Issue timely watches and warnings
Collect data Analyze data and forecast
What we do
Ongoing Challenges:
TIMELINESS, LOCATION SPECIFICITY, UNGAUGED STREAMS, VERIFICATION
Topics
•
Observed and forecast rainfall
calculations
•
Hydrologic modeling
•
Verification
•
Communicating warnings,
outreach
•
The path forward, emerging
RFC – WFO Roles in Flash Flood Services
• RFCs prepare Flash Flood Guidance and Site Specific Models
• WFOs use flash flood monitoring tools along with rainfall observations, forecasts and
monitoring tools to issue flash flood watches and warnings when appropriate
WFOs RFCs
Observed and Forecast
Rainfall
Observed and Forecast Rainfall
• Rain gauge data
• Radar data
• Satellite data
• Multi-sensor rainfall products
• QPF guidance
Rain Gauge Data
•
NWS cooperative observers (daily)
•
CoCoRAHS (daily)
•
Telemetered equipment (hourly, sub-hourly)
–
E.g. AFWS/IFLOWS (regional)
–
Automated Data Collection Platforms (DCPs) from
multiple state and federal agencies
•
HADS – national processing, acquisition and
distribution of DCP data
8
Stations with hourly or sub-hourly
reporting are most useful for flash flood modeling
Automated Flood Warning Systems (AFWS) Using Integrated Flood Observing and Warning System (IFLOWS) Technology
http://afws.erh.noaa.gov/afws/national.php
• Joint effort between NWS and states
• 1663 rain gauges • 12 states
• 5 minute
14,700 data collection locations
Real time data acquisition, processing and distribution. Data Collection Platforms (DCPs) operated by more than 100 collaborators
Satellite and Radar Rainfall Estimates
Satellite 24-hour precipitation Ending 1200 UTC, 5 Jan 2007
More complete spatial coverage than gauge or radar estimates
Radar 24-hour precipitation Ending 1200 UTC, 5 Jan 2007
Generally higher accuracy than satellite estimates
Quality-Controlled Precipitation Gage Measurement GOES Satellite Estimate Radar Estimate Climate patterns MPE Software Forecaster Analysis
Hourly Quantitative Precipitation Estimate (QPE) from Multi-Sensor Precipitation Estimator (MPE) – for RFCs
• Highest quality NWS precipitation
• Manual quality control
• Latency too long for very flashy events
MPE Gauge-only Rainfall (~2.3 in.) MPE Radar-only Rainfall (~1.0 in.)
Bias-adjusted Radar Rainfall (~1.7 in.) MPE Multisensor Rainfall (~2.2 in.) Characteristics of Rain Gauge and Radar Estimates
High Resolution Precipitation Estimator (HPE); High
Resolution Precipitation Nowcaster (HPN) – for WFOs
• HPE
– Rainfall accumulations at <5 minute intervals, 1km spatial resolution, < 1
hour latency (better than MPE but no manual QC)
– Uses radar-rainfall estimates from multiple radars
– Bias correction with recent MPE gauge/radar information
• HPN
– Extrapolation forecasts using “lag correlation” pattern matching
– 15 minute temporal resolution, 4km spatial resolution, 1-2 hour forecast
• Production
– Produced in AWIPS environment at each WFO
Hour 1 HPN Forecast (mm) 23Z April 21st to 00Z April 22nd 2009
HPE Precipitation (mm) 23Z April 21st to 00Z April 22nd 2009
MPE Precipitation (mm) 23Z April 21st to 00Z April 22nd 2009
Hour 2 HPN Forecast (mm) 23Z April 21st to 00Z April 22nd 2009
O bs er va tio ns Fo rec as ts
Probabilistic Precipitation Guidance from
NCEP’s
• Available every 6 hours out 3 days
• Good for situational awareness
• Can be used with Flash Flood Guidance (discussed next)
• No explicit spatial temporal patterns – cannot be used for high resolution hydrologic modeling
Probability of rainfall exceeding 0.25 in a given 6 hour period
Hydrologic Modeling for Flash
Floods
How much rain is needed for
Flash Flooding?
•
Rainfall needed dependent on:
– Antecedent conditions – Basin characteristics
•
Threshold Runoff
– Depth of runoff required to exceed
flood flow in a channel (over a certain time and drainage area)
•
Flash Flood Guidance
– Depth of rain required to exceed
flood flow in a channel (over a certain time and drainage area)
0 1 2 3 4 5 0 1 2 3 4 5 C umul at iv e R unof f (i n)
Cumulative Rainfall (in)
SMI = 0.5 2.5 2.0 1.5 3.0 3.5
Flash Flood Guidance (FFG) (in)
Thr eshol d R unof f
In this basin, FFG ranges from 2 to more than 4 inches depending on antecedent moisture
Flash Flood Guidance (FFG) Products
•Issued by RFCs for
different rainfall
durations
•Updated 1-4 times
daily
Gridded FFG Headwater FFGFFG Pros and Cons
Pros• Easy to use product –
used by WFOs and other outside organizations
• Can use with
probabilistic
precipitation forecasts
• Used internationally w/
satellite data – Central America / Caribbean (Hydrologic Research Center)
Cons
• Methodology inconsistencies exist
among neighboring RFCs
• West – rainfall rate more
important than soil moisture
• Gridded FFG does not include
routing
• Difficult to verify
•
Add image
from Pete J
and text….
Flash Flood Monitoring and Prediction (FFMP) software allows Forecasters to see current radar derived rainfall rates, rainfall totals, and compares data to Flash Flood Guidance. This software helps forecasters identify areas of possible flooding sooner.
•
Distributed hydrologic modeling –
combining physical, conceptual,
statistical
•
Leveraging Community Hydrologic
Prediction System (CHPS) technology
•
Interagency collaboration
Hydrologic Modeling for Flash Floods,
Moving Forward
1. Rainfall and soil properties averaged over basin
2. Single rainfall/runoff model
computation for entire basin or sub-basin
3. Prediction/verification only at outlet point
Lumped Distributed
Lumped Versus Distributed Models
1. Rainfall, soil properties vary by grid cell 2. Rainfall/runoff model applied separately to
each grid cell
3. Prediction/verification at any grid cell Distributed models are well-suited for flash flood prediction and monitoring, offering high-resolution streamflow at outlet and interior points with ability to route flow
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Hydrologic Soil Group
Surface Texture
UZTWM for SAC Model
UZFWM / UZTWM (Koren et al., 2000; Koren et al., 2001; Anderson et al., 2005) From Soil Properties to SAC-SMA Model Parameters
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14 UTC 15 UTC
16 UTC 17 UTC
Distributed Hydrologic Model –Threshold Frequency Approach (DHM-TF)
4 Times on 1/4/1998
Frequencies are derived from routed flows on a 2 km network.
Community Hydrologic Prediction System
(CHPS)
http://www.nws.noaa.gov/ohd/hrl/chps/index.html • New operational hydrologic modeling software architecture
• Easier to leverage models and data from other groups in
operations • Configurable/flexible GUIs • Client-server architecture FC FEWS FEWS Models NWS Models USACE Models Other Models CHPS
Client server architecture may allow WFO to run flash flood hydrology models
maintained on the RFC CHPS systems.
Recent Interagency Collaboration on Dam Break
Forecasting
NWS GeoSMPDBK
• GIS Pre-processor for SMPDBK
• Produces SMPDBK input file
FEMA GeoDam- BREACH
Geospatial Dam Break,
Rapid EAP, Consequences, and Hazards
• Includes GeoSMPDBK
functionality and much more. . .
• inundation maps +
velocity maps + time to peak maps
• EAPs • other
NWS Use of Unsteady HEC-RAS Models
Current HEC-RAS model applied to mainstem only 2183 mi2 upstream 3200 mi2 at outlet/coastal boundary Experimental HEC-RAS applications to smaller basins (~ 100 km2 ) will allow flood forecast mapping at flash flood scalesCommunicating warnings,
outreach
NO BENEFIT unless the end user gets the warning
in time and understands it so they can act!
• Homeowners • Business owners • Drivers • Police/emergency responders • EMT • Transportation Department • Local Emergency Official • recreational boaters
etc. . . .
Communicating the Warning Message
Flood Safety Education – Best Practices
Check for the latest forecast
Get Insurance
http://www.weather.gov/floodsafety/ index.shtml
Flash Flood Verification Data
(
all options have limitations
)
•
NWS Storm Database – reports from local
observers, officials, police, etc.
•
Gauge-based verification
•
Severe Hazards Analysis and Verification
Experiment (SHAVE)
– Gourley, Jonathan J., Jessica M. Erlingis, Yang Hong, Ernest B. Wells, 2012: Evaluation of Tools
Used for Monitoring and Forecasting Flash Floods in the United States. Weather and Forecasting, 27, 158–173.
The use of FFMP has improved the quality
and timeliness of warnings
•
A study conducted in 2010 compared national
verification statistics
– Study looked at data from 1997-2000 (pre-FFMP) to those from
2006-2009 (post FFMP installation). Years of Study Probability of Detection (POD) % of warnings with > 0 min lead time Average lead time for
warnings False Alarm Ratio (FAR) 1997-2000
0.85
66%
47 min
0.42
2006-20090.91
79%
64 min
0.56
Example Verification for Distributed Hydrologic Modeling – Threshold Frequency Technique
Binghamton WFO, October 1st, 2010 Flood Event
• Excellent spatial agreement among areas of 2+ year return periods and local storm reports • Isolated areas with > 100 year return periods • = Local Storm Reports = NWS Storm Reports #’s = USGS Gauge Return Period
The Path Forward
•
Regional pilot projects - build a little, test
a little, field a little
•
MARFC flash flood improvement pilot
planned
•
Larger nationally coordinated projects –
• DHM-TF pilot studies are underway in coordination with NWS Weather Forecast Offices (WFOs) and River Forecast Centers (RFCs)
– Binghamton and Pittsburgh WFO domains on WFO servers
– Baltimore/Washington WFO domain on OHD server (transitioning to WFO)
Getting Ready for Weather Ready Nation Flash
Flood Pilot
Pittsburgh, Binghamton, and Balt/Wash WFO Domains
89,000 km2 57,500 km2 60,000 km2 Pittsburgh Binghamton Balt/Wash
NEW! National Distributed Hydrologic Models
Surface Soil Saturation: 4 km Grid
E
xp
eri
m
en
tal
08/11/2012 @12z National gridded flash flood guidance# of historical
peaks available at each point since 1986
USGS stations with Area < 100 mi2 [2781 stations]
Average Recurrence Interval Associated w/Flooding
Many gauges exist for small streams but minor, moderate, and major flood levels are
not defined
Could make better use of small gauges, national distributed hydrologic models, and frequency thresholds for systematic verification
Summary
• Keys to life saving flash flood forecasts –Timeliness, lead time
–Model accuracy and resolution –Warning and response
–Education and outreach
• NWS Improvements since 1980s have led to improved
precipitation measurements, QPF, hydrologic modeling, forecaster analysis tools, warning dissemination
methods, and education and outreach ( BUT DIFFICULT TO QUANTIFY IMPROVEMENT)
What’s Next?
• New technologies and modeling techniques to leverage in next 5 –
10 years
High resolution distributed models CHPS
Dual pol radar
Combine multisensor-extrapolative and higher-resolution meteorological outputs to develop more precise and accurate 0-6 hour precipitation forecasts Innovative verification
Hydraulic models models for smaller streams – public private partnerships Uncertainty estimates via ensembles
• IWRSS establishes formal program at the national level to facilitate
Thank You!
Contact Information: Seann Reed
Middle Atlantic River Forecast Center 328 Innovation Blvd. (STE 330)
State College PA, 16803