the new inland flood model and updated typhoon model for japan

51
1 CONFIDENTIAL ©2017 AIR WORLDWIDE The New Inland Flood Model and Updated Typhoon Model for Japan Marc Marcella, Ph.D. Yang “Gabby” Gao, Ph.D. Ruilong Li, Ph.D. .

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Page 1: The New Inland Flood Model and Updated Typhoon Model for Japan

1CONFIDENTIAL ©2017 AIR WORLDWIDE

The New Inland Flood Model

and Updated Typhoon Model

for Japan

Marc Marcella, Ph.D.

Yang “Gabby” Gao, Ph.D.

Ruilong Li, Ph.D.

.

Page 2: The New Inland Flood Model and Updated Typhoon Model for Japan

2CONFIDENTIAL ©2017 AIR WORLDWIDE

- Modeling Flood Hazard for Japan

- Modeling Flood Vulnerability for Japan

- Updates to the AIR Typhoon Model for Japan

Agenda

Page 3: The New Inland Flood Model and Updated Typhoon Model for Japan

3CONFIDENTIAL ©2017 AIR WORLDWIDE

- SOLUTIONS in Touchstone®:

• Two models in Touchstone

- AIR Typhoon Model for Japan: wind, surge, tropical cyclone precipitation flood

- AIR Inland Flood Model for Japan: non tropical cyclone precipitation flood

Modeling Precipitation in Touchstone

Typhoon

Wind

Tropical Cyclone

Precip. Flood

Typhoon

Surge

Non Tropical

Cyclone

Precip. Flood

Typhoon Related Perils

Water Related Perils

Japan Typhoon Model

Japan Inland Flood Model

Page 4: The New Inland Flood Model and Updated Typhoon Model for Japan

4CONFIDENTIAL ©2017 AIR WORLDWIDE

Modeling Flood Hazard for

Japan

Page 5: The New Inland Flood Model and Updated Typhoon Model for Japan

5CONFIDENTIAL ©2017 AIR WORLDWIDE

PRECIPITATIONGEOPROCESSING

HYDROLOGY HYDRAULICS VULNERABILITY

Flood Model Components

Page 6: The New Inland Flood Model and Updated Typhoon Model for Japan

6CONFIDENTIAL ©2017 AIR WORLDWIDE

Flood peril is a significant risk for Japan

• 50% of population and 75% of assets located in a floodplain

• Major evacuations, loss of life, and billions in damage

Flooding in Japan

Aso, Kyushu - 2012 Koshigaya, Honshu - 2015

Non Tropical Cyclone

RainfallTropical Cyclone

40% 60%

Page 7: The New Inland Flood Model and Updated Typhoon Model for Japan

7CONFIDENTIAL ©2017 AIR WORLDWIDE

GEOPROCESSING

Geoprocessing

HYDROLOGY HYDRAULICS

Page 8: The New Inland Flood Model and Updated Typhoon Model for Japan

8CONFIDENTIAL ©2017 AIR WORLDWIDE

20,263catchments

~1,100dams & Reservoirs

17,425river

segments

338,000 km2

modeled

103,000 km

total stream

length

~1,000streamflow

gauge stations

Page 9: The New Inland Flood Model and Updated Typhoon Model for Japan

9CONFIDENTIAL ©2017 AIR WORLDWIDE

Geoprocessing Data Layers

Model Boundary:

Country Border

Digital Terrain Model (DTM):

Provided by MLIT

River Network:

Derived from DTM

Unit Catchments:

From DTM & River Networks

Catchment Properties:

Land Use: JAXA, MODIS, AIR , Impervious Surface: NOAA & Soil: MLIT

Cross Sections:

MLIT & DTM River Network

Flood Defenses:

DTM & River Network

Dams & Reservoirs:

MLIT, iCold, GRAND & SRTM

Page 10: The New Inland Flood Model and Updated Typhoon Model for Japan

10CONFIDENTIAL ©2017 AIR WORLDWIDE

Japan Digital Terrain Model Availability

➢ 5m DTM covers 60% of Japan

➢ Most major cities and rivers included

➢ 10m DTM used to supplement remaining area

10m DTM5m DTM

Page 11: The New Inland Flood Model and Updated Typhoon Model for Japan

11CONFIDENTIAL ©2017 AIR WORLDWIDE

Precipitation Generation

PRECIPITATION

HYDROLOGY HYDRAULICS

Page 12: The New Inland Flood Model and Updated Typhoon Model for Japan

12CONFIDENTIAL ©2017 AIR WORLDWIDE

1. Numerical modeling of historical TC events and non TC rainfall

Overview of Steps for Simulating Precipitation

1. 2. 3.

2. Stochastic simulations of precipitation learning from numerically

modeled precipitation

3. Blending of non TC and TC precipitation.

Page 13: The New Inland Flood Model and Updated Typhoon Model for Japan

13CONFIDENTIAL ©2017 AIR WORLDWIDE

Step 1: Numerical Modeling

Regional Domain Selection for Numerical Weather

Prediction (fine resolution)

downscaling

Coarse-Resolution

Global Model

General Circulation Model,

Reanalysis Data

Fine-Resolution

Regional Model

Numerical Weather Prediction

Model

Page 14: The New Inland Flood Model and Updated Typhoon Model for Japan

14CONFIDENTIAL ©2017 AIR WORLDWIDE

Statistically robust perturbation of precipitation patterns

Step 2: Stochastic Simulation of Non TC Precipitation

Numerical Weather Prediction Model Stochastic Simulation Output

Page 15: The New Inland Flood Model and Updated Typhoon Model for Japan

15CONFIDENTIAL ©2017 AIR WORLDWIDE

Group models in bundles representing different

stages during a typical TC life cycle:

1. Central pressure

2. Storm evolution time (genesis, dissipation,

etc.)

At simulation stage, draw samples from distinct

models according to stochastic tracks:

1. Central pressure value

2. Time within storm cycle of stochastically

simulated Japan catalog track

Step 2: Stochastic Simulation of TC Precipitation

Page 16: The New Inland Flood Model and Updated Typhoon Model for Japan

16CONFIDENTIAL ©2017 AIR WORLDWIDE

Tropical cyclone simulations are blended into the non tropical cyclone rainfall

simulation

Step 3: Blending Non TC and TC Precipitation

BLENDED

Page 17: The New Inland Flood Model and Updated Typhoon Model for Japan

17CONFIDENTIAL ©2017 AIR WORLDWIDE

Hydrology Model

PRECIPITATION

HYDROLOGY

HYDRAULICS

Page 18: The New Inland Flood Model and Updated Typhoon Model for Japan

18CONFIDENTIAL ©2017 AIR WORLDWIDE

Runoff and Flow Generation

Snow

Model

Precipitation

Flo

w

Time

Muskingum-Cunge Channel Routing

Hydrologic Model: Transforming Precipitation to Flow

Probability Distributed Model (PDM)

Flo

w

Time

Page 19: The New Inland Flood Model and Updated Typhoon Model for Japan

19CONFIDENTIAL ©2017 AIR WORLDWIDE

Hydrologic Modeling Stages

Compile Input

Data

River

Network &

Topography

River Flow

Met DataOthers..

Develop All Model

Components

(Snow model, runoff,

reservoir, diversions, etc.)

Hydrological Model

Calibration

Simulate

Historical

Events

Simulate

Stochastic

Events

Calibrated

Parameters

35 Year

Dynamically

Downscaled

10K

Stochastic

Validate

Historical

Events/

Catalog

Validate

Stochastic

Catalog

New Bayesian

Aproach

Page 20: The New Inland Flood Model and Updated Typhoon Model for Japan

20CONFIDENTIAL ©2017 AIR WORLDWIDE

Reservoirs, Dams, and Diversions

Kurobe Dam, Honshu Tokuyama Dam, Ibigawa

Metropolitan Area Outer

Underground Discharge

Channel, Greater Tokyo

• Reservoirs/dams significantly attenuate the flows downstream

• The operation rules (reservoir rule curves) determine the desired reservoir

stage at any given time

Page 21: The New Inland Flood Model and Updated Typhoon Model for Japan

21CONFIDENTIAL ©2017 AIR WORLDWIDE

Hydraulics Model

PRECIPITATION

HYDROLOGY HYDRAULICSFLUVIAL PLUVIAL

Riverine flooding

On-floodplain

Widespread

Flash flooding

Off-floodplain

Localized

Page 22: The New Inland Flood Model and Updated Typhoon Model for Japan

22CONFIDENTIAL ©2017 AIR WORLDWIDE

Pluvial: New Off-Plain Flood Model

Urban

Area

Precipitation Intensity

2D Pluvial Model Schematic

Drainage

Page 23: The New Inland Flood Model and Updated Typhoon Model for Japan

23CONFIDENTIAL ©2017 AIR WORLDWIDE

Drainage Capacity (mm)

High

Low

High

Low

Drainage Sufficiency Rate (%)

Drainage sufficiency rate and design precipitation are used to

estimate storm drainage capacity

Pluvial Flood Model: Storm Drainage Capacity in Urbanized Areas

85

15high

lowPrecipitation 7 yr 2 hr (mm)

High

Low

Page 24: The New Inland Flood Model and Updated Typhoon Model for Japan

24CONFIDENTIAL ©2017 AIR WORLDWIDE

Fluvial: Explicit Two-Dimensional Modeling

Flood defense failures are dynamically

simulated with one-sided failure possible

failure point

Wide floodplains modeled more

effectively, with a more-robust approach

and more-complex conditions

failure before SOP

withstand after SOP

Page 25: The New Inland Flood Model and Updated Typhoon Model for Japan

25CONFIDENTIAL ©2017 AIR WORLDWIDE

- Unified view of hazard, including tropical

cyclone and non tropical cyclone rainfall

- New, improved approach to hydrologic

model calibration, as well as detailed

reservoir representation

- New physically based off-plain flood model

explicitly simulates pluvial flooding

- Explicit modeling of certain failure points,

including one-sided flood defense failure

Summary of Advancements

Page 26: The New Inland Flood Model and Updated Typhoon Model for Japan

26CONFIDENTIAL ©2017 AIR WORLDWIDE

Modeling Flood Vulnerability

for Japan

Page 27: The New Inland Flood Model and Updated Typhoon Model for Japan

27CONFIDENTIAL ©2017 AIR WORLDWIDE

AIR’s Inland Flood Modeling Experience

2014

Inland Flood Model for the

United States

Inland Flood Model for

Central Europe

2015

Inland Flood Model for

Great Britain

2008

Inland Flood Model for

Germany

2011

Inland Flood & Typhoon

Models for Japan

2017

Page 28: The New Inland Flood Model and Updated Typhoon Model for Japan

28CONFIDENTIAL ©2017 AIR WORLDWIDE

Vulnerability Modeling Framework: Overview of Risk Features and Modeling Approach

Ground

Elevation

Water Depth

Basement

Ceiling

Height

First

Floor

Height

Page 29: The New Inland Flood Model and Updated Typhoon Model for Japan

29CONFIDENTIAL ©2017 AIR WORLDWIDE

Vulnerability Modeling Framework: Overview of Risk Features and Modeling Approach

Page 30: The New Inland Flood Model and Updated Typhoon Model for Japan

30CONFIDENTIAL ©2017 AIR WORLDWIDE

Conventional Occupancy, Construction, Height, and Coverage

Primary Risk Features Supported in Japan

➢ Composite

Construction Class

(Fire Codes)

➢ Low Rise: 1-, 2-,

and 3-Story

➢ Unknown at

Prefecture level

Page 31: The New Inland Flood Model and Updated Typhoon Model for Japan

31CONFIDENTIAL ©2017 AIR WORLDWIDE

Marine, Inland Transit, Builder’s Risk, and Railway

Special Properties Supported in Japan Inland Flood Modeling

~147,000 unique

damage functions

Page 32: The New Inland Flood Model and Updated Typhoon Model for Japan

32CONFIDENTIAL ©2017 AIR WORLDWIDE

• Buildings are divided into 6

components, which total

100% of replacement value

• Component-level damage

functions (DFs) are then

combined in proportion to

their contribution to the

overall replacement value

Vulnerability: Component-Level Approach to Developing Damage Functions

Page 33: The New Inland Flood Model and Updated Typhoon Model for Japan

33CONFIDENTIAL ©2017 AIR WORLDWIDE

Vulnerability: Component-Level Approach to Developing Damage Functions

Electrical

Interior

Foundation

Mechanical

Plumbing

Structures

U.S. Single-Family Home:

Wood Building

Japan Single-Family Home:

Wood Building

Page 34: The New Inland Flood Model and Updated Typhoon Model for Japan

34CONFIDENTIAL ©2017 AIR WORLDWIDE

Data Sources for Vulnerability Model Development

Japanese & Global Publications

✓ Construction Research Institute Monthly Price Index

✓ Japan Survey and Inter-Risk Research Institute

✓ Japanese Architecture Disaster Prevention Association Ministry of Land, Infrastructure and

Transport Water Management (MLIT)

Page 35: The New Inland Flood Model and Updated Typhoon Model for Japan

35CONFIDENTIAL ©2017 AIR WORLDWIDE

Single-Family 3-Story Home: Steel Damage Function

Component-Based Damage Functions Evaluation

Me

an

Dam

age

Ratio

Inundation Depth

Single-Family 3-Story Home: Wood Damage Function

Me

an

Dam

age

Ratio

Inundation Depth

Page 36: The New Inland Flood Model and Updated Typhoon Model for Japan

36CONFIDENTIAL ©2017 AIR WORLDWIDE

• MLIT National Flood Database

• Industry reports and research publications about major historical events losses

Benchmarking Loss Sources for Loss Validation

Page 37: The New Inland Flood Model and Updated Typhoon Model for Japan

37CONFIDENTIAL ©2017 AIR WORLDWIDE

4%

31%

5%

21%

17%4%

10%

8%

Regional Distribution of Total Flood Risk

Page 38: The New Inland Flood Model and Updated Typhoon Model for Japan

38CONFIDENTIAL ©2017 AIR WORLDWIDE

5% Total

21% Total 2% TC

2% Non TC

25 % TC

6% Non TC

12 % TC

5% Non TC3% TC

1% Non TC

7% TC

3% Non TC

4% TC

4% Non TC

2% TC

3% Non TC

12% TC

9% Non TC

4% Total

31% Total

17% Total4% Total

10% Total

8% Total

Regional Distribution of Flood Risk for TC and Non TC Flood

Page 39: The New Inland Flood Model and Updated Typhoon Model for Japan

39CONFIDENTIAL ©2017 AIR WORLDWIDE

Updates to the AIR Typhoon

Model for Japan

Page 40: The New Inland Flood Model and Updated Typhoon Model for Japan

40CONFIDENTIAL ©2017 AIR WORLDWIDE

Updates to the Typhoon Model for Japan

Released the first

AIR Typhoon

Model for Japan

2002

Introduced physically

based storm surge

module and minor

wind vulnerability

update

2015

Updated the IED and

enhanced building and

time element damage

function (supported old

fire codes)

2007 2010

Became part of the

Northwest Pacific

Basinwide Typhoon

Model, introduced flood

module, and supported

more LOBs (marine,

inland transit, railway,

etc.)

Introduced new IED

and enhanced

building damage

function (supports

new fire codes)

2012

Introduce new IED,

new flood module,

and updated wind

and surge modules

2017

Page 41: The New Inland Flood Model and Updated Typhoon Model for Japan

41CONFIDENTIAL ©2017 AIR WORLDWIDE

AIR has collected detailed claims and loss information

from 2001 to 2015

New Data Used to Evaluate the Model

Typhoon Etau Typhoon Tokage

Page 42: The New Inland Flood Model and Updated Typhoon Model for Japan

42CONFIDENTIAL ©2017 AIR WORLDWIDE

Typhoon Wind: Re-Evaluating the Damage Function

30 50 70 90 110

Bu

ild

ing

Mea

n

Dam

ag

e R

ati

o

Wind Speed (MPH)

Commercial – Fire Class 1

Observed

Modeled

Co

nte

nt

Me

an

Dam

ag

e

Ra

tio

Building Mean Damage Ratio

Commercial – Fire Class 1

Observed

Modeled

Page 43: The New Inland Flood Model and Updated Typhoon Model for Japan

43CONFIDENTIAL ©2017 AIR WORLDWIDE

Typhoon Wind: Positive Validation of the Updated Wind Component

30 50 70 90 110

Bu

ild

ing

Me

an

Da

ma

ge

R

ati

o

Wind Speed (MPH)

Commercial – Fire Class 1

Observed

Modeled

Chaba Songda Tokage Nabi Shanshan

Ins

ure

d L

oss

Historical Events

Commercial

Observed

Modeled

Page 44: The New Inland Flood Model and Updated Typhoon Model for Japan

44CONFIDENTIAL ©2017 AIR WORLDWIDE

Enhanced Flood Hazard and Vulnerability Module

Building

Foundation Structure InteriorsService

Equipment

Mechanical

Electrical

Plumbing

GEOPROCESSING

PRECIPITATION

HYDROLOGY

HYDRAULICS

Flood Hazard Flood Vulnerability

Page 45: The New Inland Flood Model and Updated Typhoon Model for Japan

45CONFIDENTIAL ©2017 AIR WORLDWIDE

• Updated the coastal levee system in

Hiroshima and Saga

• Increased the storm surge resolution from

250 meters to 25 meters

Enhanced Storm Surge Hazard and Vulnerability Module

• Used the component level methodology

• Supported the same secondary features as

flood

Storm Surge Hazard

Storm Surge Vulnerability

Page 46: The New Inland Flood Model and Updated Typhoon Model for Japan

46CONFIDENTIAL ©2017 AIR WORLDWIDE

Updated Validation for Historical EventsIn

su

red

Lo

ss

Historical Events

ObservedModeled

Page 47: The New Inland Flood Model and Updated Typhoon Model for Japan

47CONFIDENTIAL ©2017 AIR WORLDWIDE

Typhoon risk in Japan is mainly in the southern region, including Kyushu,

Okinawa, Chugoku, Kanto, etc.

AAL Contribution by Region and Sub-Perils

Hokkaido Tohuku

Kanto

Chubu

Kinki

ChugokuShikoku

Kyushu

Okinawa

AAL Distribution by Region

Wind

Flood

Surge

AAL Distribution by Sub-Perils

Page 48: The New Inland Flood Model and Updated Typhoon Model for Japan

48CONFIDENTIAL ©2017 AIR WORLDWIDE

AAL Contribution by Sub-Peril for Key Regions

Wind

Flood

Surge

Chugoku

Wind

Flood

Surge

Chubu

Wind

Flood

Surge

Hokkaido

Wind

Flood

Surge

Kanto

Wind

Flood Surge

Kyushu

Wind

Flood

Surge

Kinki

AAL Contribution by Region and Sub-Perils

Wind

Flood

Surge

AAL Distribution by Sub-Perils

Page 49: The New Inland Flood Model and Updated Typhoon Model for Japan

49CONFIDENTIAL ©2017 AIR WORLDWIDE

In the New AIR Model, Typhoon Risk Varies by Region and Sub-Perils in Japan

Region Total Wind Flood Surge

Japan Small Small Large Medium

Hokkaido Small Small Medium Small

Tohoku Medium Small Large Large

Kanto Medium Small Large Medium

Chubu Small Medium Medium Large

Kansai Small Medium Small Large

Chugoku Small Small Large Medium

Shikoku Medium Small Medium Large

Kyushu Small Small Large Medium

Okinawa Medium Medium Large Small

Category Absolute Change %

Small <10%

Medium 10%-50%

Large >50%

Page 50: The New Inland Flood Model and Updated Typhoon Model for Japan

50CONFIDENTIAL ©2017 AIR WORLDWIDE

• Introducing a new model for floods from non tropical

cyclones and enhancing flood module in typhoon model

• Flood model validates well against observed data from

MLIT and other sources

• Updated typhoon model

• AIR provides a comprehensive view of risk in Japan

Closing Remarks

Page 51: The New Inland Flood Model and Updated Typhoon Model for Japan

51CONFIDENTIAL ©2017 AIR WORLDWIDE

Thank you!