"U.S. Flood Modeling" - Presented at the RAA's Cat Modeling Conference 2014

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Confidential ©2014 Risk Management Solutions, Inc. U.S. FLOOD MODELING Clare Salustro Manager, Model Product Management, Americas Climate

description

RMS recently spoke at the RAA's Catastrophe Modeling conference in Orlando, discussing U.S. flood risk, specifically about flood modeling, recent successes and future progress to improving the state of flood modeling.

Transcript of "U.S. Flood Modeling" - Presented at the RAA's Cat Modeling Conference 2014

Page 1: "U.S. Flood Modeling" - Presented at the RAA's Cat Modeling Conference 2014

Confidential ©2014 Risk Management Solutions, Inc.

U.S. FLOOD MODELING

Clare Salustro Manager, Model Product Management, Americas Climate

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Where have we been?

Where are we now?

What’s changed?

What’s coming?

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Confidential ©2014 Risk Management Solutions, Inc.

US FLOOD TIMELINE

AUGUST 2005 Hurricane Katrina $16.3 Bn NFIP loss

SEPTEMBER 2008 Hurricane Ike $2.7 Bn NFIP loss

OCTOBER 2012 Hurricane Sandy $7.8 Bn NFIP loss

JUNE 2012 Biggert-Waters NFIP Reform Act signed into law

JULY 2013 MTA Cat Bond is first ever Cat

Bond for storm surge

JANUARY 2014 Partial delay of Biggert-Waters

?

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Event Year Claims Hurricane Katrina 2005 $16.3B

Hurricane Sandy 2012 $7.8B

Hurricane Ike 2008 $2.7B

Hurricane Ivan 2004 $1.6B

Hurricane Irene 2011 $1.3B

Tropical Storm Alison 2001 $1.1B

Louisiana Flood 1995 $585M

Tropical Storm Isaac 2012 $531M

Hurricane Isabel 2003 $493M

Hurricane Rita 2005 $472M

Hurricane Floyd 1999 $462M

Tropical Storm Lee 2011 $445M

Hurricane Opal 1995 $406M

Hurricane Hugo 1989 $376M

Hurricane Wilma 2005 $365M

NFIP: TOP 15 LOSSES Flood risk in U.S. is dominated by coastal flood

Event Year Claims Hurricane Katrina 2005 $16.3B

Hurricane Sandy 2012 $7.8B

Hurricane Ike 2008 $2.7B

Hurricane Ivan 2004 $1.6B

Hurricane Irene 2011 $1.3B

Tropical Storm Alison 2001 $1.1B

Louisiana Flood 1995 $585M

Tropical Storm Isaac 2012 $531M

Hurricane Isabel 2003 $493M

Hurricane Rita 2005 $472M

Hurricane Floyd 1999 $462M

Tropical Storm Lee 2011 $445M

Hurricane Opal 1995 $406M

Hurricane Hugo 1989 $376M

Hurricane Wilma 2005 $365M

Event Year Claims Hurricane Katrina 2005 $16.3B

Hurricane Sandy 2012 $7.8B

Hurricane Ike 2008 $2.7B

Hurricane Ivan 2004 $1.6B

Hurricane Irene 2011 $1.3B

Tropical Storm Alison 2001 $1.1B

Louisiana Flood 1995 $585M

Tropical Storm Isaac 2012 $531M

Hurricane Isabel 2003 $493M

Hurricane Rita 2005 $472M

Hurricane Floyd 1999 $462M

Tropical Storm Lee 2011 $445M

Hurricane Opal 1995 $406M

Hurricane Hugo 1989 $376M

Hurricane Wilma 2005 $365M

14 of top 15 NFIP claims related to Tropical Storms and Hurricanes

Over half of total

NFIP payout (since program began in 1978) from just two

years – 2005 and 2012 – driven by coastal flood loss

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Confidential ©2014 Risk Management Solutions, Inc.

NFIP: LOSS HISTORY Flood risk in U.S. is dominated by coastal flood

Source Total NFIP Claims

in $Bn (1978-present)

Contribution to total (%)

Flooding from hurricanes and tropical storms 36.5 87%

Non-tropical cyclone-related flooding 5.7 13% TOTAL 42.2 100%

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Confidential ©2014 Risk Management Solutions, Inc.

COASTAL FLOOD MODELING ISN’T EASY

Storm surge processes are complex •  Must account for hurricane

characteristics over lifetime of storm

•  Must model at very high resolution RMS approach has evolved over time and was well validated by recent events such as Sandy

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Cannot assume 1:1 relationship between wind and surge severity at landfall Storm surge impacts can be more severe than indicated by landfall characteristics

–  Sandy (2012) –  Ike (2008) –  Katrina (2005)

IT’S NOT JUST LANDFALL CHARACTERISTICS THAT MATTER

Windspeed (mph) at landfall

Surge height (feet)

22

2

20

12

18 16 14

10 8 6 4 Cat 1

Cat 2

Cat 3

Cat 4

Cat 5 170 160

120

150 140 130

110 100

90 80 Cat 1

Cat 2

Cat 3

Cat 4

Cat 5

Katrina

Ike

Sandy

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Confidential ©2014 Risk Management Solutions, Inc.

Empirical Models •  Lack of observations to train

on across all regions •  Doesn’t account for surge

development over life of storm

•  Difficult to deal with complex coast-lines, bays, and barrier islands

DIFFERENT APPROACHES TO STORM SURGE MODELING

SLOSH •  (Sea, Lake, and Overland

Surge from Hurricane) •  Operational focus, widely

used for disaster planning •  Not certified for FEMA flood

modeling studies •  Grid resolution decreases

away from central point

Hydrodynamic Models •  Physics-based calculation of

time-stepping storm surge •  Considered best practice for

FEMA flood modeling studies

•  Can control grid resolution – put fine resolution grid cells where they’re needed most

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Confidential ©2014 Risk Management Solutions, Inc.

Empirical Models •  Lack of observations to train

on across all regions •  Doesn’t account for surge

development over life of storm

•  Difficult to deal with complex coast-lines, bays, and barrier islands

DIFFERENT APPROACHES TO STORM SURGE MODELING

SLOSH •  (Sea, Lake, and Overland

Surge from Hurricane) •  Operational focus, widely

used for disaster planning •  Not certified for FEMA flood

modeling studies •  Grid resolution decreases

away from central point

Hydrodynamic Models •  Physics-based calculation of

time-stepping storm surge •  Considered best practice for

FEMA flood modeling studies

•  Can control grid resolution – put fine resolution grid cells where they’re needed most

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NUMERICAL APPROACH: SUPERCOMPUTING RESOURCES REQUIRED…

Required 500 CPUs and 60 terabytes of disk-space to generate RMS North Atlantic Hurricane Model storm surge stochastic set

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RMS SURGE MODELING: NESTED MESH FRAMEWORK

TRACK SET WIND FIELD

REGIONAL MESH LOCAL MESH FLOOD DEPTHS

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•  Resolutions as fine as 100m

•  Ability to model complex flows of water in and out of bays and harbors

•  Manage and underwrite coastal flood risk with confidence, down to the local level

HIGH RESOLUTION COASTAL FLOOD MODELING Detailed bathymetry and coastal topography: Southern Louisiana

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ABLE TO MODEL REALISTIC COASTAL FLOODING

Previous model extent (parametric model) Current model extent (full hydrodynamic model)

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ABLE TO MODEL REALISTIC COASTAL FLOODING

Previous model extent (parametric model) Current model extent (full hydrodynamic model)

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WELL VALIDATED DURING SANDY

•  RMS model as good as best data developed by FEMA

•  Verified against over 200 independent flood observations

FEMA Flood Extent RMS Storm Surge Model

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LESSONS LEARNED FROM SANDY

•  High-value contents in basements within central business district took many by surprise

•  Highlighted gaps in data capture, limited exposure information

•  Sandy Data Call currently underway

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Only%modeling%company%that%integrates%a%full%

dynamic%storm%surge%model%into%its%

hurricane%model%suite%%

High%quality,%well9verified%model%for%

driver%of%U.S.%flood%loss%

Viable%alternate%view%of%risk%from%FEMA%for%coastal%flood,%available%

now%

WHERE DOES THIS LEAVE US NOW?

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COASTAL FLOOD VIEW ALREADY AVAILABLE 100-YEAR FLOOD ELEVATION: FEMA VERSUS RMS

FEMA RMS

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Completing the U.S. Flood

Solution

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GOAL: Develop modeling solution covering all sources of flooding in US

!  Tropical Cyclone Surge !  Tropical Cyclone Precipitation !  Non-Tropical Cyclone Precipitation

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GOAL: Develop modeling solution covering all sources of flooding in US

"  Tropical Cyclone Surge !  Tropical Cyclone Precipitation !  Non-Tropical Cyclone Precipitation

Suite of US Flood products:

"  Storm Surge within Hurricane Model

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GOAL: Develop modeling solution covering all sources of flooding in US

"  Tropical Cyclone Surge !  Tropical Cyclone Precipitation !  Non-Tropical Cyclone Precipitation

Suite of US Flood products:

"  Storm Surge within Hurricane Model

!  US Flood HD Model coming'soon!!

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Confidential ©2014 Risk Management Solutions, Inc.

GOAL: Develop modeling solution covering all sources of flooding in US

"  Tropical Cyclone Surge !  Tropical Cyclone Precipitation !  Non-Tropical Cyclone Precipitation

Suite of US Flood products:

"  Storm Surge within Hurricane Model !  US Flood Hazard Data Product !  US Flood HD Model

coming'soon!!

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New US Inland Flood model (lower 48 states) set to be released on RMS(one)

Probabilistic model is precipitation-driven

Includes tropical cyclone and non-tropical cyclone precipitation

Covers both floodplain (major and minor) and off-floodplain (i.e. flash flooding) events

Continuous simulation accounts for antecedent conditions

U.S. Major River Basins

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Number of grid cells in US Storm Surge Model

Number of grid cells in US Inland Flood Model

32 Mn! 5.7 Bn!

LARGEST MODEL EVER BUILT

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WHY NOW?

Not computationally possible previously We’re able to do it now because: •  Migrated heavy

processing from conventional CPUs to GPUs – gain of over 200x

•  RMS(one) reduces storage need for client

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•  HD Simulation: Allows for continuous simulation of events

–  Similar meteorological events can lead to very different hazard & loss events o  Antecedent conditions strongly

influence the severity of a flood –  Able to capture clustering and correlation

•  New financial model enabled by Contract Definition Language (CDL)

–  Properly model hours clause and complex flood policy terms

•  Performance offered by the Cloud

BUILDING MODELS IN RMS(ONE)

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Geospatial Data

Stochastic Event Module

Hazard Module

Vulnerability Module

Financial Module

Underlying elevation

dataset and derivative elements

Define precipitation

years

Compute resulting

flood hazard

footprints

Calculate damage

based on risk item

character-istics

Quantify financial

loss

US FLOOD MODEL COMPONENTS

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High-Quality, High-Resolution Geospatial Data is critical to flood modeling •  Source resolution for elevation data

improves quickly •  Using latest enhanced version of National

Hydrography Dataset (NHD): NHDPlusV2 •  RMS spent several person-years on QA of

data layers –  Fed findings back to NHDPlus data

providers to help improve their product

HIGH QUALITY INPUT DATA

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EXAMPLE QA TASK

Actual path Actual path

By comparing with Google Earth, corrected misplaced river segment in elevation dataset

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Precipitation Rainfall Runoff Routing Defense Inundation

Simulate the source of the

f looding: tropical

cyclone and non-tropical

cyclone

Understand how rainfall enters the

water systems

Propagate the water through

major and minor river

systems

Account for mitigation

measures and possibil i ty of f lood defense

failures

Form a footprint of saturation

and flooding

HAZARD SIMULATION APPROACH

Tropical Cyclone Precipitation Non-Tropical Cyclone Precipitation

Source: cpc.ncep.noaa.gov

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Precipitation Rainfall Runoff Routing Defense Inundation

Simulate the source of the

f looding: tropical

cyclone and non-tropical

cyclone

Understand how rainfall enters the

water systems

Propagate the water through

major and minor river

systems

Account for mitigation

measures and possibil i ty of f lood defense

failures

Form a footprint of saturation

and flooding

HAZARD SIMULATION APPROACH

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FEMA RMS

Comparison of 100 year model hazard with FEMA maps - Memphis, TN

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–  Coverage: 48 states & District of Columbia

–  All sources of flooding: o  Coastal flooding from storm surge o  Tropical cyclone precipitation o  Non-tropical cyclone precipitation

–  Return periods: o  Multiple return periods, 20 years to 1000 years o  Catchments by hydrological regions

–  RMS(one) functionality: o  Location-level underwriting, flood zone lookup frequency

and severity with return period and flood depth o  Accumulation management o  Flood hazard visualization

RMS FLOOD HAZARD DATA PRODUCT

Coming soon!

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©2014 Risk Management Solutions, Inc.

RMS FLOOD HAZARD DATA PRODUCT

Fully integrated into RMS(one)

Example 200-year return period hazard map

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Confidential ©2014 Risk Management Solutions, Inc.

RMS VS. FEMA: COMPARABLE BUT DIFFERENT

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RMS VS. FEMA: COMPARABLE BUT DIFFERENT

Return Period (years)

FEMA FIRMs RMS Hazard Data Product

Flood Extent

Flood Elevation

Flood Extent

Flood Elevation

20 ✓ ✓ 50 ✓ ✓ 100 ✓ ✓ (BFEs) ✓ ✓ 250 ✓ ✓ 500 ✓ ✓ ✓ 1000 ✓ ✓

Page 38: "U.S. Flood Modeling" - Presented at the RAA's Cat Modeling Conference 2014

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RMS VS. FEMA: COMPARABLE BUT DIFFERENT

Component FEMA FIRMs RMS Hazard Data Product

Mapping methodology Varies by region Consistent for entire lower 48 states

Geospatial data vintage (e.g., elevation) Varies by region Current

Update frequency Varies by region, sometimes > 20 years

Can incorporate changes quickly

Correlation with other perils n/a

Uses same event set as RMS North Atlantic Hurricane model

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Confidential ©2014 Risk Management Solutions, Inc.

Where have we been?

Where are we now?

What’s changed?

What’s coming?

RMS tools already exist…

…and more are coming

NFIP reform will happen, eventually Can the private market take on more of the US flood risk?