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Uncertainty in
Hurricane Damage
Assessment and
Prediction:
Field Observations in the Florida
Keys after Hurricane Irma
Tori Tomiczek
United States Naval Academy
26 March 2019
MUMS Program Coupling Uncertain
Geophysical Hazards Workshop
Raleigh, North Carolina
LA Times
2
Outline
• Introduction and motivation
• Case Study: effects of shoreline characteristic on
hurricane damage in the Florida Keys
• Uncertainty in damage assessment metrology
• Uncertainty in models of overland waves and surge
• Uncertainty in effects of nature-based features
• Conclusions and discussion
3
Introduction
Crystal Beach, TX
3
4
Introduction
Crystal Beach, TX
5
A new normal?
• Require sustainable, resilient solutions for coastal communities to predict
hazard conditions, mitigate damage, and hasten recovery.
NOAA (2019)
Rank Event Year Cost (billions, 2019 USD) Deaths
1 Hurricane Katrina 2005 165.0 1833
2 Hurricane Harvey 2017 127.5 89
3 Hurricane Maria 2017 91.8 2981
4 Hurricane Sandy 2012 72.2 159
5 Hurricane Irma 2017 51.0 97
6 Hurricane Andrew 1992 49.4 61
9 Hurricane Ike 2008 35.7 112
14 Hurricane Michael 2018 25.4 49
17 Hurricane Florence 2018 24.0 53
…
………
……
6
Duration 30 August-16 September, 2017
Keys Landfall Cudjoe Key, 10 September, 2017, 1310 UTC, Category 4
Central Pressure 914 mBar (min)*; 929 mBar (Keys landfall)
Wind Speeds 185 mph (maximum)**; 130 mph (Keys landfall)
Storm Surge 3 m (Florida Keys)
Effects Catastrophic damage in Barbuda, USVI, Caribbean,
middle Florida Keys, >146 deaths
US Property Damage $53.4 billion***
* 2nd most intense of 2017 (behind Hurricane Maria)
** Strongest of 2017
*** 5th costliest in US History
Hurricane Irma
7
Florida Keys: structural consistency, shoreline variability
Revetments
Mangroves
191 m
Revetments
Sand
Mangroves
DOC
Pre-1950
1950-1960
1960-1970
1970-1980
1980-1990
1990-2000
2000-2010
2010-2017
8
Hazard Intensity Measures
• ADCIRC/SWAN hindcast courtesy Coastal
Emergency Risks Assessment (CERA)
Key West Big Pine Key
Wind Velocity (m/s) 44.8-49.2 49.3-53.6
Inundation Depth (m) 1.23-2.14 1.53-2.75
Significant Wave Height (m) 0-1.83 0.92-2.74
Storm Surge Elevation Significant Wave Height Wind Velocity (1-min)
9
• NEU-USNA Collaborative Effort
• July 2017- present
• Key West and Big Pine Key
• Investigate relationship between shoreline resiliency, structural
vulnerability, and shoreline management
• October Survey: 262 residential structures, 332 shorelines
Parcel Scale Damage Assessments
10
Bulkhead: cracks, undercutting,
structural collapse
Sandy Beaches:
erosion
Mangrove: broken
branches, loss of
foliage, regrowth
Revetment:
rocks displaced
• 4 point damage scale from 0
(no visible damage) to 3
(totally destroyed)
• Based on field observations,
permitting data
Shoreline Archetypes and Shoreline Damage
11
Standardizing Damage Assessment
12
Standardizing Damage Assessment
13
• 56 surveyors, 12
shorelines
• 95 % Confidence
Intervals > 0.5 DS
• Larger variation for
intermediate damage
states
Mangrove Sandy Revetment Bulkhead
Standardizing Damage Assessment
14
Shoreline Damage
mangrove
bulkhead
sandy beach
revetment
1
2
3
0
Damage
State
15
Structural Damage
16
Component-based Structural Damage Assessments
17
1
2
3
4
0
Damage
State
Structural Damage
18
fb
lhsm
wave crest
elevation
fb=freeboard
DS= damage state
Fragility Relationships: Relate Hazard and Structural Damage (?)
19
Structures with mangrove
shorelines: lower DS for
higher wave crest
elevations above LHSM
Fragility Relationships: Relate Hazard, Shoreline Type, and Damage
20
Model pfb pηwave pShoreline AIC
Shoreline --- 0.0028 1.32 x 10-23 161
Structure 0.041 --- 4.89 x 10-24 271
Statistical Significance and AIC for
Empirical Multinomial Fragility Models
• Shoreline Damage, Structural Damage as
ordinal response variables
• Shoreline type (mangrove vs. other) as a
categorical predictor variable
Multinomial Logistic Regression
21
Interconnectivities between shoreline type, hazard, and social
perceptions
• Mixed mode interviews
• Perceived impact of mangroves, seawalls,
and beaches, on social and ecological
systems during Hurricane Irma
“Mangroves are the only thing
keeping the island from eroding”
“Without mangroves, the impact of the
storm would have been much worse”
“90% of beaches were swept away”
22
Uncertain future for NNBF
• Natural and nature-based features (NNBF) may
mitigate overland flow and resulting inland
damage during storm events- but by how much?
• Some previous studies in the field and lab,
but questions remain:
• Need to quantify effects of mangroves, other
vegetation on wave and surge
transformation for improved models, design
• Need to identify breakpoints- when will
NNBF “fail”?
• Need to identify where and when NNBF are
appropriate
• Start with a simple case- laboratory model
23
Field Characterization of Mangrove Shorelines
• Field study to characterize mangrove prop root density, average diameter,
elastic modulus, canopy characteristics
24
Laboratory Investigation of Parcel Scale Mangrove Effects
Ohira et al. (2013)
Parameter Key West
(1:1)
Model
(1:16)
Material Red
mangrove
PVC + Galv.
Steel
dtrunk (m) 0.11 – 0.28 0.013
droot(m) 0.01 – 0.06 0.0025
Nroots 12-24 22
hroot(m) 1.0 – 2.0 0.125
25
Laboratory Investigation of Parcel Scale Mangrove Effects
FShielded
(N)
FUnshielded
(N)
FN/FS
200.0 272.2 0.735
26.5% force reduction with
4 rows of mangroves (10.9
m prototype scale)
Shielded Unshielded
26
Conclusions:
• Field, laboratory observations can provide benchmark data
to quantify uncertainty, validate computational models
• Areas to improve models: overland flow, wave force
estimation (fatigue), resolving vegetation/local effects
• Measurement uncertainty- all data is biased
27
Thank you for your kind attention!

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MUMS: Coupling Uncertain Geophysical Hazards Workshop: Coastal Resiliency to Extreme Events in a Changing Climate - Tori Tomiczek, March 26, 2019

  • 1. Uncertainty in Hurricane Damage Assessment and Prediction: Field Observations in the Florida Keys after Hurricane Irma Tori Tomiczek United States Naval Academy 26 March 2019 MUMS Program Coupling Uncertain Geophysical Hazards Workshop Raleigh, North Carolina LA Times
  • 2. 2 Outline • Introduction and motivation • Case Study: effects of shoreline characteristic on hurricane damage in the Florida Keys • Uncertainty in damage assessment metrology • Uncertainty in models of overland waves and surge • Uncertainty in effects of nature-based features • Conclusions and discussion
  • 5. 5 A new normal? • Require sustainable, resilient solutions for coastal communities to predict hazard conditions, mitigate damage, and hasten recovery. NOAA (2019) Rank Event Year Cost (billions, 2019 USD) Deaths 1 Hurricane Katrina 2005 165.0 1833 2 Hurricane Harvey 2017 127.5 89 3 Hurricane Maria 2017 91.8 2981 4 Hurricane Sandy 2012 72.2 159 5 Hurricane Irma 2017 51.0 97 6 Hurricane Andrew 1992 49.4 61 9 Hurricane Ike 2008 35.7 112 14 Hurricane Michael 2018 25.4 49 17 Hurricane Florence 2018 24.0 53 … ……… ……
  • 6. 6 Duration 30 August-16 September, 2017 Keys Landfall Cudjoe Key, 10 September, 2017, 1310 UTC, Category 4 Central Pressure 914 mBar (min)*; 929 mBar (Keys landfall) Wind Speeds 185 mph (maximum)**; 130 mph (Keys landfall) Storm Surge 3 m (Florida Keys) Effects Catastrophic damage in Barbuda, USVI, Caribbean, middle Florida Keys, >146 deaths US Property Damage $53.4 billion*** * 2nd most intense of 2017 (behind Hurricane Maria) ** Strongest of 2017 *** 5th costliest in US History Hurricane Irma
  • 7. 7 Florida Keys: structural consistency, shoreline variability Revetments Mangroves 191 m Revetments Sand Mangroves DOC Pre-1950 1950-1960 1960-1970 1970-1980 1980-1990 1990-2000 2000-2010 2010-2017
  • 8. 8 Hazard Intensity Measures • ADCIRC/SWAN hindcast courtesy Coastal Emergency Risks Assessment (CERA) Key West Big Pine Key Wind Velocity (m/s) 44.8-49.2 49.3-53.6 Inundation Depth (m) 1.23-2.14 1.53-2.75 Significant Wave Height (m) 0-1.83 0.92-2.74 Storm Surge Elevation Significant Wave Height Wind Velocity (1-min)
  • 9. 9 • NEU-USNA Collaborative Effort • July 2017- present • Key West and Big Pine Key • Investigate relationship between shoreline resiliency, structural vulnerability, and shoreline management • October Survey: 262 residential structures, 332 shorelines Parcel Scale Damage Assessments
  • 10. 10 Bulkhead: cracks, undercutting, structural collapse Sandy Beaches: erosion Mangrove: broken branches, loss of foliage, regrowth Revetment: rocks displaced • 4 point damage scale from 0 (no visible damage) to 3 (totally destroyed) • Based on field observations, permitting data Shoreline Archetypes and Shoreline Damage
  • 13. 13 • 56 surveyors, 12 shorelines • 95 % Confidence Intervals > 0.5 DS • Larger variation for intermediate damage states Mangrove Sandy Revetment Bulkhead Standardizing Damage Assessment
  • 18. 18 fb lhsm wave crest elevation fb=freeboard DS= damage state Fragility Relationships: Relate Hazard and Structural Damage (?)
  • 19. 19 Structures with mangrove shorelines: lower DS for higher wave crest elevations above LHSM Fragility Relationships: Relate Hazard, Shoreline Type, and Damage
  • 20. 20 Model pfb pηwave pShoreline AIC Shoreline --- 0.0028 1.32 x 10-23 161 Structure 0.041 --- 4.89 x 10-24 271 Statistical Significance and AIC for Empirical Multinomial Fragility Models • Shoreline Damage, Structural Damage as ordinal response variables • Shoreline type (mangrove vs. other) as a categorical predictor variable Multinomial Logistic Regression
  • 21. 21 Interconnectivities between shoreline type, hazard, and social perceptions • Mixed mode interviews • Perceived impact of mangroves, seawalls, and beaches, on social and ecological systems during Hurricane Irma “Mangroves are the only thing keeping the island from eroding” “Without mangroves, the impact of the storm would have been much worse” “90% of beaches were swept away”
  • 22. 22 Uncertain future for NNBF • Natural and nature-based features (NNBF) may mitigate overland flow and resulting inland damage during storm events- but by how much? • Some previous studies in the field and lab, but questions remain: • Need to quantify effects of mangroves, other vegetation on wave and surge transformation for improved models, design • Need to identify breakpoints- when will NNBF “fail”? • Need to identify where and when NNBF are appropriate • Start with a simple case- laboratory model
  • 23. 23 Field Characterization of Mangrove Shorelines • Field study to characterize mangrove prop root density, average diameter, elastic modulus, canopy characteristics
  • 24. 24 Laboratory Investigation of Parcel Scale Mangrove Effects Ohira et al. (2013) Parameter Key West (1:1) Model (1:16) Material Red mangrove PVC + Galv. Steel dtrunk (m) 0.11 – 0.28 0.013 droot(m) 0.01 – 0.06 0.0025 Nroots 12-24 22 hroot(m) 1.0 – 2.0 0.125
  • 25. 25 Laboratory Investigation of Parcel Scale Mangrove Effects FShielded (N) FUnshielded (N) FN/FS 200.0 272.2 0.735 26.5% force reduction with 4 rows of mangroves (10.9 m prototype scale) Shielded Unshielded
  • 26. 26 Conclusions: • Field, laboratory observations can provide benchmark data to quantify uncertainty, validate computational models • Areas to improve models: overland flow, wave force estimation (fatigue), resolving vegetation/local effects • Measurement uncertainty- all data is biased
  • 27. 27 Thank you for your kind attention!