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A new approach to building
a neighborhood scale
resilience assessment
Ipek Bensu Manav
Franz Ulm, Randy Kirchain, Jeremy Gregory
CSHub Team
National Disaster Resilience Conference
November 8, 2018
New York Times
Hurricane Michael aftermath
Mexico Beach
Building v. Neighborhood Scale
Building v. Neighborhood Scale
Question
Is the whole a sum of its
parts?
New York Times
Hurricane Michael aftermath
Mexico Beach
Neighborhood Hurricane Resilience Assessment
Determine
prevalent wind
loads
Determine
prevalent wind
loads
Derive how
different kinds of
buildings behave
under different
loads
Neighborhood Hurricane Resilience Assessment
Determine
prevalent wind
loads
Derive how
different kinds of
buildings behave
under different
loads
Define what
kinds of
buildings present
Neighborhood Hurricane Resilience Assessment
Determine
prevalent wind
loads
Derive how
different kinds of
buildings behave
under different
loads
Define what
kinds of
buildings present
Estimate costs
for neighborhood
scale
Neighborhood Hurricane Resilience Assessment
Research Overview
Determine
prevalent wind
loads
Derive how
different kinds of
buildings behave
under different
loads
Define what
kinds of
buildings present
Estimate costs
for neighborhood
scale
City texture
adjusted wind
loads
1
Determine
prevalent wind
loads
Derive how
different kinds of
buildings behave
under different
loads
Define what
kinds of
buildings present
Estimate costs
for neighborhood
scale
City texture
adjusted wind
loads
1
Rapid damage
assessment for
specific kinds of
buildings
2
Research Overview
Determine
prevalent wind
loads
Derive how
different kinds of
buildings behave
under different
loads
Define what
kinds of
buildings present
Estimate costs
for neighborhood
scale
City texture
adjusted wind
loads
1
Rapid damage
assessment for
specific kinds of
buildings
2
Statistical
representation of
kinds of
buildings in
neighborhoods
3
Research Overview
Determine
prevalent wind
loads
Derive how
different kinds of
buildings behave
under different
loads
Define what
kinds of
buildings present
Estimate costs
for neighborhood
scale
City texture
adjusted wind
loads
1
Rapid damage
assessment for
specific kinds of
buildings
2
Statistical
representation of
kinds of
buildings in
neighborhoods
3
Environmental,
economic and
social aspects
4
Research Overview
Research Overview
Determine
prevalent wind
loads
Derive how
different kinds of
buildings behave
under different
loads
Define what
kinds of
buildings present
Estimate costs
for neighborhood
scale
City texture
adjusted wind
loads
1
Rapid damage
assessment for
specific kinds of
buildings
2
Statistical
representation of
kinds of
buildings in
neighborhoods
3
Environmental,
economic and
social aspects
4
City texture adjusted wind loads
Problem
City texture affects wind loads.
Wind loads could exceed design codes.
Google Maps
Ordered texture
New York
Google Maps
Disordered texture
Boston
1
City texture adjusted wind loads
GIS data
Mexico Beach
City texture model CFD simulation
Hurricane Michael
1
Destroyed
Severely damaged
New York Times
Hurricane Michael aftermath
Mexico Beach
City texture adjusted wind loads
Estimation
>80% exceeding
High
Medium
Low
Probability of exceeding
design codes
Observation
54% destroyed
23% severely damaged
1
Research Overview
Determine
prevalent wind
loads
Derive how
different kinds of
buildings behave
under different
loads
Define what
kinds of
buildings present
Estimate costs
for neighborhood
scale
City texture
adjusted wind
loads
1
Rapid damage
assessment for
specific kinds of
buildings
2
Statistical
representation of
kinds of
buildings in
neighborhoods
3
Environmental,
economic and
social aspects
4
Rapid damage assessment for specific buildings
Problem
Under wind loads, buildings exhibit inelastic behavior.
Inelastic behavior is difficult to model.
12
Molecular Dynamics
approach
 Inelastic behavior
 Case-to-case analysis
 Progressive collapse
 Separate elements
Rapid damage assessment for specific buildings
Molecular dynamics model
Service building
Non-structural
elements
Structural
elements
Columns
Beams
2
Rapid damage assessment for specific buildings
Molecular dynamics model
Service building
Non-structural
elements
Structural
elements
Fragility curve
2
Rapid damage assessment for specific buildings
Molecular dynamics model
Service building
Fragility curve
Non-structural
elements
Structural
elements
2
Category 4
Research Overview
Determine
prevalent wind
loads
Derive how
different kinds of
buildings behave
under different
loads
Define what
kinds of
buildings present
Estimate costs
for neighborhood
scale
City texture
adjusted wind
loads
1
Rapid damage
assessment for
specific kinds of
buildings
2
Statistical
representation of
kinds of
buildings in
neighborhoods
3
Environmental,
economic and
social aspects
4
Statistical representation of neighborhood
23Problem
Assessing the resilience of each building or each
neighborhood individually is time intensive.
New York Times
Every building in the US
GIS data
Mexico Beach
City texture model
Statistical representation of neighborhood
3City texture from GIS data
Footprint, location, orientation
Statistical representation of neighborhood
Cluster 1: Office building Cluster 2: Education
building
Cluster 3: Service building
Cluster 4: Warehouse
building
Cluster 5: Service building
3Building clusters from building stock data
Use, # of floors, # of square foot
Statistical representation of neighborhood
Distribution of building clusters 3
Google Maps
Miami
R R R R R R R R R
R R R R R R R R R
R R R R R R
C C
R
RR
R
R
R
R
R R R
R
R
R
C
Research Overview
Determine
prevalent wind
loads
Derive how
different kinds of
buildings behave
under different
loads
Define what
kinds of
buildings present
Estimate costs
for neighborhood
scale
City texture
adjusted wind
loads
1
Rapid damage
assessment for
specific kinds of
buildings
2
Statistical
representation of
kinds of
buildings in
neighborhoods
3
Environmental,
economic and
social aspects
4
Cost estimation
Molecular dynamics model
Service building
Fragility curve
Non-structural
elements
Category 4
34
Future trends
Future trends
Structural
elements
4
Google Maps
Miami
Cost estimation
Google Maps
Miami
Cost estimation
4
Google Maps
Miami
Cost estimation
4
Google Maps
Miami
Cost estimation
4
Research Overview
Determine
prevalent wind
loads
Derive how
different kinds of
buildings behave
under different
loads
Define what
kinds of
buildings present
Estimate costs
for neighborhood
scale
City texture
adjusted wind
loads
1
Rapid damage
assessment for
specific kinds of
buildings
2
Statistical
representation of
kinds of
buildings in
neighborhoods
3
Environmental,
economic and
social aspects
4
Research Team
City texture
adjusted wind
loads
1
Jake Sobstyl
jsobstyl@mit.edu
Tina Vartziotis
Former visiting
student
tinavart@mit.edu
Rapid damage
assessment for
specific kinds of
buildings
2
Kostas
Keremidis
keremidi@mit.edu
Statistical
representation of
kinds of
buildings in
neighborhoods
3
Mehdi Noori
Former post-doc
noori@mit.edu
Bensu Manav
bensu@mit.edu
Environmental,
economic and
social aspects
4
Bensu Manav
bensu@mit.edu

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NDRC18 | Breakout Panel - Big Science & Engineering: Ipek Bensu Manav

  • 1. A new approach to building a neighborhood scale resilience assessment Ipek Bensu Manav Franz Ulm, Randy Kirchain, Jeremy Gregory CSHub Team National Disaster Resilience Conference November 8, 2018
  • 2. New York Times Hurricane Michael aftermath Mexico Beach Building v. Neighborhood Scale
  • 3. Building v. Neighborhood Scale Question Is the whole a sum of its parts? New York Times Hurricane Michael aftermath Mexico Beach
  • 4. Neighborhood Hurricane Resilience Assessment Determine prevalent wind loads
  • 5. Determine prevalent wind loads Derive how different kinds of buildings behave under different loads Neighborhood Hurricane Resilience Assessment
  • 6. Determine prevalent wind loads Derive how different kinds of buildings behave under different loads Define what kinds of buildings present Neighborhood Hurricane Resilience Assessment
  • 7. Determine prevalent wind loads Derive how different kinds of buildings behave under different loads Define what kinds of buildings present Estimate costs for neighborhood scale Neighborhood Hurricane Resilience Assessment
  • 8. Research Overview Determine prevalent wind loads Derive how different kinds of buildings behave under different loads Define what kinds of buildings present Estimate costs for neighborhood scale City texture adjusted wind loads 1
  • 9. Determine prevalent wind loads Derive how different kinds of buildings behave under different loads Define what kinds of buildings present Estimate costs for neighborhood scale City texture adjusted wind loads 1 Rapid damage assessment for specific kinds of buildings 2 Research Overview
  • 10. Determine prevalent wind loads Derive how different kinds of buildings behave under different loads Define what kinds of buildings present Estimate costs for neighborhood scale City texture adjusted wind loads 1 Rapid damage assessment for specific kinds of buildings 2 Statistical representation of kinds of buildings in neighborhoods 3 Research Overview
  • 11. Determine prevalent wind loads Derive how different kinds of buildings behave under different loads Define what kinds of buildings present Estimate costs for neighborhood scale City texture adjusted wind loads 1 Rapid damage assessment for specific kinds of buildings 2 Statistical representation of kinds of buildings in neighborhoods 3 Environmental, economic and social aspects 4 Research Overview
  • 12. Research Overview Determine prevalent wind loads Derive how different kinds of buildings behave under different loads Define what kinds of buildings present Estimate costs for neighborhood scale City texture adjusted wind loads 1 Rapid damage assessment for specific kinds of buildings 2 Statistical representation of kinds of buildings in neighborhoods 3 Environmental, economic and social aspects 4
  • 13. City texture adjusted wind loads Problem City texture affects wind loads. Wind loads could exceed design codes. Google Maps Ordered texture New York Google Maps Disordered texture Boston 1
  • 14. City texture adjusted wind loads GIS data Mexico Beach City texture model CFD simulation Hurricane Michael 1
  • 15. Destroyed Severely damaged New York Times Hurricane Michael aftermath Mexico Beach City texture adjusted wind loads Estimation >80% exceeding High Medium Low Probability of exceeding design codes Observation 54% destroyed 23% severely damaged 1
  • 16. Research Overview Determine prevalent wind loads Derive how different kinds of buildings behave under different loads Define what kinds of buildings present Estimate costs for neighborhood scale City texture adjusted wind loads 1 Rapid damage assessment for specific kinds of buildings 2 Statistical representation of kinds of buildings in neighborhoods 3 Environmental, economic and social aspects 4
  • 17. Rapid damage assessment for specific buildings Problem Under wind loads, buildings exhibit inelastic behavior. Inelastic behavior is difficult to model. 12 Molecular Dynamics approach  Inelastic behavior  Case-to-case analysis  Progressive collapse  Separate elements
  • 18. Rapid damage assessment for specific buildings Molecular dynamics model Service building Non-structural elements Structural elements Columns Beams 2
  • 19. Rapid damage assessment for specific buildings Molecular dynamics model Service building Non-structural elements Structural elements Fragility curve 2
  • 20. Rapid damage assessment for specific buildings Molecular dynamics model Service building Fragility curve Non-structural elements Structural elements 2 Category 4
  • 21. Research Overview Determine prevalent wind loads Derive how different kinds of buildings behave under different loads Define what kinds of buildings present Estimate costs for neighborhood scale City texture adjusted wind loads 1 Rapid damage assessment for specific kinds of buildings 2 Statistical representation of kinds of buildings in neighborhoods 3 Environmental, economic and social aspects 4
  • 22. Statistical representation of neighborhood 23Problem Assessing the resilience of each building or each neighborhood individually is time intensive. New York Times Every building in the US
  • 23. GIS data Mexico Beach City texture model Statistical representation of neighborhood 3City texture from GIS data Footprint, location, orientation
  • 24. Statistical representation of neighborhood Cluster 1: Office building Cluster 2: Education building Cluster 3: Service building Cluster 4: Warehouse building Cluster 5: Service building 3Building clusters from building stock data Use, # of floors, # of square foot
  • 25. Statistical representation of neighborhood Distribution of building clusters 3 Google Maps Miami R R R R R R R R R R R R R R R R R R R R R R R R C C R RR R R R R R R R R R R C
  • 26. Research Overview Determine prevalent wind loads Derive how different kinds of buildings behave under different loads Define what kinds of buildings present Estimate costs for neighborhood scale City texture adjusted wind loads 1 Rapid damage assessment for specific kinds of buildings 2 Statistical representation of kinds of buildings in neighborhoods 3 Environmental, economic and social aspects 4
  • 27. Cost estimation Molecular dynamics model Service building Fragility curve Non-structural elements Category 4 34 Future trends Future trends Structural elements
  • 32. Research Overview Determine prevalent wind loads Derive how different kinds of buildings behave under different loads Define what kinds of buildings present Estimate costs for neighborhood scale City texture adjusted wind loads 1 Rapid damage assessment for specific kinds of buildings 2 Statistical representation of kinds of buildings in neighborhoods 3 Environmental, economic and social aspects 4
  • 33. Research Team City texture adjusted wind loads 1 Jake Sobstyl jsobstyl@mit.edu Tina Vartziotis Former visiting student tinavart@mit.edu Rapid damage assessment for specific kinds of buildings 2 Kostas Keremidis keremidi@mit.edu Statistical representation of kinds of buildings in neighborhoods 3 Mehdi Noori Former post-doc noori@mit.edu Bensu Manav bensu@mit.edu Environmental, economic and social aspects 4 Bensu Manav bensu@mit.edu