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Hazard Maps 
Risk Projects 
Fragility Maps & Shake Maps 
Presented by: David Gutierrez Rivera 
Supervised by: 
Dipl.-Ing. Lars Abrahamczyk 
Dr.-Ing. Jochen Schwarz
Hazard Maps: Contents 
1) Introduction 
2) Motivation 
3) Fundamentals 
a. Fragility 
b. Performance: Capacity & Demand 
c. Probability 
d. Simulations 
4) Fragility Maps 
a. Fragility Curves 
b. Building Stock 
5) Shake Maps 
a. Ground Motion Prediction Equation (GMPE) 
b. Sensors Data
Hazard Maps: Introduction 
Hazard Maps 
A Hazard Map highlights areas that are affected or 
vulnerable of a particular hazard. 
They help use describe qualitatively and quantitatively a 
specific area in order to assess its vulnerability to a 
particular hazard.
Introduction: Seismic Hazard Map 
Ref. http://www.seismo.ethz.ch/static/GSHAP/
Introduction: Fire Hazard Map 
Ref. http://www.battle-creek.net/docs/fire/fire_hazard_map_final.jpg
Introduction: Tsunami Vulnerability Map 
Ref. “Tsunami fragility curves and tsunami vulnerability” - http://bymur.bo.ingv.it/frames/wg4.html
Introduction: Building Stock Vulnerability Map 
Ref. “Determination of Fragility Curves” - http://www.merci.ethz.ch
Fragility Maps: Motivation 
Applications of Fragility Maps & Fragility Curves are: 
Probabilistic Risk Assessment 
Construction Code Development 
Urban Planning 
Loss Estimation 
Retrofitting 
Shake Maps
Fragility Maps: Loss Estimation 
A group of buildings of different types subjected to a hazard 
may experience damage states of different types. 
With Fragility Curves at 
your disposal for each of 
this building types and 
damages states, and also 
knowing the expense for 
repairing this damages 
on the buildings, we can 
estimate the expected 
annual or monthly loss. 
€ 3,000 
€ 1,000 
€ 500 
€ 1,500 
€ 2,500
Fundamentals: Fragility 
Fragility 
It is a measure of part of the Vulnerability of a structure to 
loads induced by a hazard. 
Risk = Fun ( Hazard, Vulnerability, Cost )
Fundamentals: Fragility 
Mathematically, a fragility relationship can be defined as: 
Where: 
Pf is the failure probability for a specific damage state 
Sd is the structural demand, and 
Sc is the structural capacity.
Fundamentals: Fragility 
Fragility 
Fragility of a Structure is affected by: 
 Type of Hazard (EQ, Wind, Flood,...) 
 Strength of Hazard 
 Structural Type 
 Construction Materials 
 Soil-Structure Interaction
Fundamentals: Capacity 
Capacity 
Is a measure of the maximum load, or any other parameter, a structure 
can sustain for it to achieve a predefined damage state. This will 
depend on the structural system, materials and other structural 
attributes that affect the resistance of a structure. 
Ref. Application of the Applied Element Method to the Seismic Vulnerability Evaluation of Existing Buildings – 
http://www.extremeloading.com/upload/Karbassi%20et%20Nollet_CSCE2008_without%20logo.pdf
Capacity: Pushover Analysis 
Pushover Analysis 
Using this method we can obtain the Capacity of a Structure. The 
procedure consists on applying either a small lateral displacement or 
force to the structure, iteratively increasing this amount, re-analizing the 
structure at each step, until the predefined damage state is obtained. 
Ref. Seismic Risk Assessment and Loss Estimation – 
http://web.mit.edu/istgroup/ist/documents/earthquake/Part1.pdf
Fundamentals: Demand 
Demand 
It‘s a measure of the loads, or any other parameter, that a structure 
would be subjected to by a given hazard. It will depend on characteristics 
of the hazard and site conditions, which affect the overall effect on the 
structure. Seismic Demand is represented by using Response Spectra. 
Ref. Eurocode 8 - Design of structures for earthquake resistance
Demand: Seismic Response Spectra 
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2 
4.5 
4 
3.5 
3 
2.5 
2 
1.5 
1 
0.5 
0 
Period T, [sec] 
Sa 
Seismic Response Spectra 
Is a plot of the peak or steady-state response (displacement, velocity or 
acceleration) of a series of buildings of varying Natural Frequency or 
Period, forced into motion by the 
same base Ground Motion. 
Using the available Ground 
Motion Data from a region a 
general Seismic Response 
Spectra can be develop for 
use in this region. 
Ground Motion Data
Demand: Seismic Response Spectra 
Seismic Response Spectra
Fundamentals: Performance 
Performance 
Hammurabi, King of Babylon once said: 
“Article 229: The builder has built a house 
for a man and his work is not strong and 
if the house he has built falls in and 
kills a householder, that builder shall be … 
slain”. 
This is a performance statement. 
He addressed structural safety 
entirely in terms of user requirements, 
did not state how to construct the building, 
and did not refer to building structure or building materials.
Performance: Performance-Based Design 
Performance-Based Design 
The Performance approach consists of working in terms of Ends 
rather than Means. It is concerned with what a building is 
required to do, and not with how it is to be constructed. 
- Capacity 
Performance-Based Design Ingredients: 
- Demand 
-> Determination of the Performance Point 
-> Check Structural Behavior under Defined Seismic Action 
with your Defined Limit States.
Performance: Performance Point 
Performance Point 
Capacity Curve 
Base Shear – Roof Displacement 
Capacity Curve 
Sa – Sd 
Response Spectrum 
Sa – Period 
Response Spectrum 
Ref. “Performance-based design ” – NHRE 3rd Course Lecture: Risk Projects
Performance: Comparison 
Ref. “Seismic Risk Assessment and Loss Estimation”– http://web.mit.edu/istgroup/ist/documents/earthquake/Part1.pdf
Fragility Maps: Fragility Curves 
Fragility Curves 
By assuming material properties and certain other structural 
attributes that affect the overall Capacity of a structure, and with 
additional assumptions about the ground motion and site 
conditions—both factors that affect the seismic Demand, we can 
deterministically calculate the performance of a structure. 
Naturally, values of these parameters are not exact — they 
invariably have a measure of both randomness and uncertainty 
associated with them. 
When we take into account this probabilistic characteristics we 
generate what we know as Fragility Curves.
Fragility Curves: Shape 
Ref. “Determination of Fragility Curves” - http://www.merci.ethz.ch
Fragility Curves: Normal (Gaussian) Distribution 
Normal (Gaussian) Distribution 
μd σd 
μc 
σc 
Ref. “Fragility Curve Development for Assessing the Seismic Vulnerability of Highway Bridges” – 
http://mceer.buffalo.edu/publications/resaccom/99-sp01/ch10mand.pdf
Fragility Curves: Normal (Gaussian) Distribution 
Probability Density Function 
Ref. http://en.wikipedia.org/wiki/Normal_distribution
Fragility Curves: Normal (Gaussian) Distribution 
Cumulative Distribution Function 
Ref. http://en.wikipedia.org/wiki/Normal_distribution
Normal Distribution: Parameter Estimation 
Maximum Likelihood Method 
Capacity Demand 
C(x) D(x) 
C1 D1 
C2 D2 
C3 D3 
. 
. 
. 
. 
. 
. 
Cn Dn 
For the Normal Distribution: 
μ
Normal Distribution: Parameter Estimation 
c d A     2 2 
c c d    
Normal Distribution: Parameter Estimation 
c d A     
2 2 
c c d     
For Civil Engineering 
Structures: 
 0.5  0.6 c  
Ref. “Fragility Curve Development for Assessing the Seismic Vulnerability of Highway Bridges” – 
http://mceer.buffalo.edu/publications/resaccom/99-sp01/ch10mand.pdf
Normal Distribution: Cumulative Distribution Function 
 Newton-Cotes Integration 
 Trapezoidal Rule 
 Simpson Rule 
 Gaussian Quadratures 
 Gauss-Legendre 
 Gauss-Hermite 
Numerical Integration Methods
Building Stock: Building Categories 
Building Categories 
A Classification of the Building Stock needs to be made in 
order to develop their respective fragility curves. 
Classification can be made according to: 
• Structural Type 
• Building Purpose 
• Building Quality
Building Stock: Structural Type
Building Stock: Building Purpose 
IBC Building Occupancy Classifications 
Assembly (Group A) - places used for people gathering for entertainment, worship, 
and eating or drinking. Examples: churches, restaurants (with 50 or more possible 
occupants), theaters, and stadiums. 
Business (Group B) - places where services are provided (not to be confused with 
mercantile, below). Examples: banks, insurance agencies, government buildings 
(including police and fire stations), and doctor's offices. 
Educational (Group E) - schools and day care centers up to the 12th grade. 
Factory (Group F) - places where goods are manufactured or repaired. 
High-Hazard (Group H) - places involving production or storage of very flammable 
or toxic materials. Includes places handling explosives and/or highly toxic materials. 
Institutional (Group I) - places where people are physically unable to leave without 
assistance. Examples: hospitals, nursing homes, and prisons. In some jurisdictions, 
Group I may be used to designate Industrial. 
Mercantile (Group M) - places where goods are displayed and sold. Examples: 
grocery stores, department stores, and gas stations. 
Residential (Group R) - places providing accommodations for overnight stay 
(excluding Institutional). Examples: houses, apartment buildings, hotels, and motels. 
Storage (Group S) - places where items are stored (unless considered High- 
Hazard). Examples: warehouses and parking garages. 
Utility and Miscellaneous (Group U) - others. Examples: water towers, barns, 
towers.
Fragility Curves: Construction
Fragility Curves: Construction 
Ref. “Determination of Fragility Curves” - http://www.merci.ethz.ch
Fragility Curves: Construction 
Numerical Simulation 
 Determine Site-Specific 
Seismic Ground Motion 
 Construct Numerical Model 
accounting for 
Soil-Structure Interaction 
 Definition of failure criteria 
 Uncertainty quantification, 
Modeling and Propagation 
μ
Fragility Curves: Construction 
Monte Carlo Simulation 
μ 
σ 
E, I 
μ 
σ 
Load 
μ 
σ
Fragility Curves: Construction 
Monte Carlo Simulation 
μ 
σ 
Fragility Curve
Retrofitting Effects on 
Fragility of Structures 
Ref. “Deterministic and Probabilistic Evaluation of Retrofit Alternatives for a Five-Story Flat-Slab RC Building” - 
https://www.ideals.illinois.edu/bitstream/handle/2142/8784/Deterministic%20and%20Probabilistic%20Evaluation%20of%20Retrofit%20Alt 
ernatives%20for%20a%20Five-Story%20Flat-Slab%20RC%20Building.pdf?sequence=2
Shake Maps: Introduction 
Shake Maps 
Is a representation of ground shaking produced by an earthquake. 
ShakeMap focuses on the ground-shaking produced by the earthquake, rather than 
the parameters describing the earthquake source. 
Depending on distance from the earthquake, depth, rock and soil conditions at 
sites, and variations in the propagation of seismic waves from the earthquake due 
to complexities in the structure of the Earth's crust, it produces a range of ground 
shaking levels at sites throughout the region. 
PAGER – 
Prompt Assessment of Global Earthquakes 
for Response 
The PAGER system provides fatality 
and economic loss impact estimates 
following significant earthquakes 
worldwide. 
Ref. http://earthquake.usgs.gov/earthquakes/pager/
Shake Maps: Motivation 
Application of Shake Maps are: 
Seismological Research - Calibration of GMPE 
Earthquake Scenarios Preparedness 
Emergency Response 
Loss Estimation
Shake Maps: Emergency Response 
Fire Department
Shake Maps: Emergency Response 
Search & Rescue
Shake Maps: Emergency Response 
Red Cross
Shake Map: ShakeCast 
http://earthquake.usgs.gov/earthquakes/shakemap/
Shake Map: openSHA 
Intensity-Measure 
Relationship 
http://www.opensha.org/
Shake Map: openSHA 
Region & Site Parameters
Shake Map: openSHA 
Site Data Providers
Shake Map: openSHA 
Earthquake Rupture
Shake Map: openSHA 
Exceedance Level/Prob.
Shake Map: openSHA 
Map Attributes
Shake Map: openSHA Generated Maps 
Honduras
Shake Map: openSHA Generated Maps 
California
Shake Map: openSHA Generated Maps 
Japan
Shake Map: Construction
Shake Map: GMPE
Shake Map: GMPE
Shake Map: GMPE
Shake Map: GMPE
Shake Map: GMPE
Shake Map: Sensors Data 
Interpolation and Extrapolation 
Sensors Data is prioritize over GMPE 
when calculating site Ground-Shaking (PGA), 
IF there is enough data available. 
Interpolation and Extrapolation Schemes 
must be implemented to calculate interior 
and exterior PGA values, respectively. 
Methods (Uni-Dimensional) 
-Linear 
-Polynomial 
-Spline , others ... 
Methods (Multi-Dimensional, Spatial) 
-Bilinear 
-Natural & Nearest Neighbor 
-Kriging , others ... Ref. ShakeMap Manual
Shake Map: Interpolation and Extrapolation 
MATLAB Commands 
• Yi = interp1( X, Y, Xi ) ; Zi = interp2( X , Y, Z, Xi, Yi ) 
•Zi = griddata( X , Y, Z, Xi, Yi ) 
•interFun = TriScatteredInterp( X , Y , method ) 
 Zi = interpFun( Xi , Yi )
Case Study: Honduras 
1. Building Stock 
2. Fragility Curves 
3. PGA Map – GSHAP 
4. Fragility Map Construction 
5. Brick Fragility Map 
6. Masonry Fragility Map 
7. Timber Fragility Map 
8. Concrete Fragility Map 
9. Adobe Fragility Map 
10. Overall Fragility Map 
11. ShakeMaps for EQ1 South Coast 
12. ShakeMaps for EQ2 North Coast 
Software Tools Used: 
- MapInfo 
- Matlab 
- Excel 
- openSHA
Honduras: Building Stock
Honduras: Fragility Curves 
Brick Building 
Type 
FILE: AhmadEtAl2010-MABrick-HighPercentageVoids-2storeys-PGA 
Unreinforced Masonry bearing wall structure – 
Fired Brick with high percentages of voids – 2 storeys 
The considered building stock represents the Euro- 
Mediterranean buildings in general and Italian and 
Slovenian in particular. 
Uncertainties in lateral stiffness, strength, and 
damage limit states are expressed by using controlled 
Monte Carlo simulations. 
Masonry Building 
Type 
FILE: KostovEtAl2004-Type1-1-4storeys-Before1919 
Masonry buildings with deformable floors (wooden, 
steel floor) - 1-4 storeys - Constructed Before 1919 
RC frame and wall, masonry buildings of different 
periods in Sofia-Bulgaria 
Deterministic event (1858 earthquake) 
The uncertainty is related to material strength, load 
combination, computational model, construction 
quality and behaviour factor. 
MEAN_SLIGHT STD_SLIGHT MEAN_HEAVY STD_HEAVY MEAN_COLLAPSE STD_COLLAPSE 
0.184 0.115 0.304 0.194 0.318 0.196 
MEAN_SLIGHT STD_SLIGHT MEAN_HEAVY STD_HEAVY MEAN_COLLAPSE STD_COLLAPSE 
0.14 0.13 0.23 0.22 0.33 0.31
Honduras: Fragility Curves 
Concrete Building 
Type 
FILE: LielAndLynch2009-RC-MR 
RC buildings - mid rise 
Italy 
L'Aquila Earthquake, 6th April 2009. 
Ground-shaking intensity is estimated for each site 
based on Italy Shakemap 
The collapse fragility curve is not shown because 
there are not sufficient data to estimate it correctly 
* Therefore I changed the Damages States accordingly to: 
Heavy -> Collapse 
Moderate -> Heavy 
MEAN_SLIGHT STD_SLIGHT MEAN_HEAVY STD_HEAVY MEAN_COLLAPSE STD_COLLAPSE 
0.34 0.06 0.38 0.05 0.45 0.07
Honduras: Fragility Curves 
Timber Building 
Type 
Assumed. 
Couldn’t find suitable Fragility Curve for Timber, 
therefore assumed values which are in between an 
Adobe and a Masonry Building. 
Adobe Building 
Type 
Ref. “SEISMIC RISK ASSESSMENT OF ADOBE DWELLINGS” - 
www.roseschool.it/files/get/id/4480 
MEAN_SLIGHT STD_SLIGHT MEAN_HEAVY STD_HEAVY MEAN_COLLAPSE STD_COLLAPSE 
0.189 0.25 0.314 0.33 0.353 0.38 
MEAN_SLIGHT STD_SLIGHT MEAN_HEAVY STD_HEAVY MEAN_COLLAPSE STD_COLLAPSE 
0.025 0.55 0.125 0.54 0.22 0.59
Honduras: PGA Map - GSHAP
Honduras: Fragility Map Construction 
PGA = 2.75 m/s2 = 0.275 g
Honduras: Fragility Map Construction 
Masonry Building 
Type 
Prob = 0.30 
PGA = 2.75 m/s2 = 0.275 g
Honduras: Fragility Map Construction 
Masonry Buildings Fragility Map 
Prob = 0.30 = 0.25 to 0.35
Honduras: Fragility Map Construction 
PGA = 2.00 m/s2 = 0.20 g
Honduras: Fragility Map Construction 
Adobe Building 
Type 
Prob = 0.45 
PGA = 2.00 m/s2 = 0.20 g
Honduras: Fragility Map Construction 
Collapse Damage State 
Prob = 0.45 = 0.35 to 0.50 
Adobe Buildings Fragility Map
Honduras: Data Handling 
MATLAB 
InterpFun = TriScatteredInterp( X, Y , FRAG)
Honduras: Data Handling 
MATLAB 
InterpFun = TriScatteredInterp( X, Y , FRAG) 
inFRAG = InterpFun( inX, inY)
Honduras: Brick Buildings Fragility Map 
Collapse Damage State
Honduras: Masonry Buildings Fragility Map 
Collapse Damage State
Honduras: Timber Buildings Fragility Map 
Collapse Damage State
Honduras: Concrete Buildings Fragility Map 
Collapse Damage State
Honduras: Adobe Buildings Fragility Map 
Collapse Damage State
Honduras: Overall Fragility Map 
Collapse Damage State
Honduras: Overall Fragility Map 
Collapse Damage State 
Overall FRAG. = (#ofBuildingType_i X Frag_BuildingType_i) / (#ofBuildingType_i)
Shake Map: Construction 
PGA ? 
PGA = GMPE( Mw, Depth, Dist, … ) 
“Dahle” 
PGA = 0.81 m/s2 Choluteca
Shake Map: Construction 
Overall Fragility Map 
PGA = 0.81 m/s2 
Overall FRAG. = (#ofBuildingType_i X Frag_BuildingType_i) / 
(#ofBuildingType_i) 
PROB. = 0.015162 
Choluteca 
Choluteca
Shake Map: Construction 
Prob = 0.015162
Shake Map: Honduras South Coast 
Buildings Collapsed 
EQ: Mw = 6.5, Depth 30 km Long. = -87.5° , Lat. = 13.25°
Shake Map: Honduras South Coast 
Probability of Exceedance 
EQ: Mw = 6.5, Depth 30 km Long. = -87.5° , Lat. = 13.25°
Shake Map: using openSHA 
Probability of Exceedance 
EQ: Mw = 6.5, Depth 30 km Long. = -87.5° , Lat. = 13.25°
Shake Map: using openSHA 
Intensity MMI 
EQ: Mw = 6.5, Depth 30 km Long. = -87.5° , Lat. = 13.25°
Shake Map: Honduras North Coast 
Buildings Collapsed 
EQ: Mw = 7.5, Depth 25 km Long. = -88.0° , Lat. = 16.0°
Shake Map: Honduras North Coast 
Probability of Exceedance 
EQ: Mw = 7.5, Depth 25 km Long. = -88.0° , Lat. = 16.0°
Shake Map: using openSHA 
Probability of Exceedance 
EQ: Mw = 7.5, Depth 25 km Long. = -88.0° , Lat. = 16.0°
Shake Map: using openSHA 
Intensity MMI 
EQ: Mw = 7.5, Depth 25 km Long. = -88.0° , Lat. = 16.0°
Thank You ☺

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Risks projects - Hazard Maps - Honduras

  • 1. Hazard Maps Risk Projects Fragility Maps & Shake Maps Presented by: David Gutierrez Rivera Supervised by: Dipl.-Ing. Lars Abrahamczyk Dr.-Ing. Jochen Schwarz
  • 2. Hazard Maps: Contents 1) Introduction 2) Motivation 3) Fundamentals a. Fragility b. Performance: Capacity & Demand c. Probability d. Simulations 4) Fragility Maps a. Fragility Curves b. Building Stock 5) Shake Maps a. Ground Motion Prediction Equation (GMPE) b. Sensors Data
  • 3. Hazard Maps: Introduction Hazard Maps A Hazard Map highlights areas that are affected or vulnerable of a particular hazard. They help use describe qualitatively and quantitatively a specific area in order to assess its vulnerability to a particular hazard.
  • 4. Introduction: Seismic Hazard Map Ref. http://www.seismo.ethz.ch/static/GSHAP/
  • 5. Introduction: Fire Hazard Map Ref. http://www.battle-creek.net/docs/fire/fire_hazard_map_final.jpg
  • 6. Introduction: Tsunami Vulnerability Map Ref. “Tsunami fragility curves and tsunami vulnerability” - http://bymur.bo.ingv.it/frames/wg4.html
  • 7. Introduction: Building Stock Vulnerability Map Ref. “Determination of Fragility Curves” - http://www.merci.ethz.ch
  • 8. Fragility Maps: Motivation Applications of Fragility Maps & Fragility Curves are: Probabilistic Risk Assessment Construction Code Development Urban Planning Loss Estimation Retrofitting Shake Maps
  • 9. Fragility Maps: Loss Estimation A group of buildings of different types subjected to a hazard may experience damage states of different types. With Fragility Curves at your disposal for each of this building types and damages states, and also knowing the expense for repairing this damages on the buildings, we can estimate the expected annual or monthly loss. € 3,000 € 1,000 € 500 € 1,500 € 2,500
  • 10. Fundamentals: Fragility Fragility It is a measure of part of the Vulnerability of a structure to loads induced by a hazard. Risk = Fun ( Hazard, Vulnerability, Cost )
  • 11. Fundamentals: Fragility Mathematically, a fragility relationship can be defined as: Where: Pf is the failure probability for a specific damage state Sd is the structural demand, and Sc is the structural capacity.
  • 12. Fundamentals: Fragility Fragility Fragility of a Structure is affected by:  Type of Hazard (EQ, Wind, Flood,...)  Strength of Hazard  Structural Type  Construction Materials  Soil-Structure Interaction
  • 13. Fundamentals: Capacity Capacity Is a measure of the maximum load, or any other parameter, a structure can sustain for it to achieve a predefined damage state. This will depend on the structural system, materials and other structural attributes that affect the resistance of a structure. Ref. Application of the Applied Element Method to the Seismic Vulnerability Evaluation of Existing Buildings – http://www.extremeloading.com/upload/Karbassi%20et%20Nollet_CSCE2008_without%20logo.pdf
  • 14. Capacity: Pushover Analysis Pushover Analysis Using this method we can obtain the Capacity of a Structure. The procedure consists on applying either a small lateral displacement or force to the structure, iteratively increasing this amount, re-analizing the structure at each step, until the predefined damage state is obtained. Ref. Seismic Risk Assessment and Loss Estimation – http://web.mit.edu/istgroup/ist/documents/earthquake/Part1.pdf
  • 15. Fundamentals: Demand Demand It‘s a measure of the loads, or any other parameter, that a structure would be subjected to by a given hazard. It will depend on characteristics of the hazard and site conditions, which affect the overall effect on the structure. Seismic Demand is represented by using Response Spectra. Ref. Eurocode 8 - Design of structures for earthquake resistance
  • 16. Demand: Seismic Response Spectra 0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2 4.5 4 3.5 3 2.5 2 1.5 1 0.5 0 Period T, [sec] Sa Seismic Response Spectra Is a plot of the peak or steady-state response (displacement, velocity or acceleration) of a series of buildings of varying Natural Frequency or Period, forced into motion by the same base Ground Motion. Using the available Ground Motion Data from a region a general Seismic Response Spectra can be develop for use in this region. Ground Motion Data
  • 17. Demand: Seismic Response Spectra Seismic Response Spectra
  • 18. Fundamentals: Performance Performance Hammurabi, King of Babylon once said: “Article 229: The builder has built a house for a man and his work is not strong and if the house he has built falls in and kills a householder, that builder shall be … slain”. This is a performance statement. He addressed structural safety entirely in terms of user requirements, did not state how to construct the building, and did not refer to building structure or building materials.
  • 19. Performance: Performance-Based Design Performance-Based Design The Performance approach consists of working in terms of Ends rather than Means. It is concerned with what a building is required to do, and not with how it is to be constructed. - Capacity Performance-Based Design Ingredients: - Demand -> Determination of the Performance Point -> Check Structural Behavior under Defined Seismic Action with your Defined Limit States.
  • 20. Performance: Performance Point Performance Point Capacity Curve Base Shear – Roof Displacement Capacity Curve Sa – Sd Response Spectrum Sa – Period Response Spectrum Ref. “Performance-based design ” – NHRE 3rd Course Lecture: Risk Projects
  • 21. Performance: Comparison Ref. “Seismic Risk Assessment and Loss Estimation”– http://web.mit.edu/istgroup/ist/documents/earthquake/Part1.pdf
  • 22. Fragility Maps: Fragility Curves Fragility Curves By assuming material properties and certain other structural attributes that affect the overall Capacity of a structure, and with additional assumptions about the ground motion and site conditions—both factors that affect the seismic Demand, we can deterministically calculate the performance of a structure. Naturally, values of these parameters are not exact — they invariably have a measure of both randomness and uncertainty associated with them. When we take into account this probabilistic characteristics we generate what we know as Fragility Curves.
  • 23. Fragility Curves: Shape Ref. “Determination of Fragility Curves” - http://www.merci.ethz.ch
  • 24. Fragility Curves: Normal (Gaussian) Distribution Normal (Gaussian) Distribution μd σd μc σc Ref. “Fragility Curve Development for Assessing the Seismic Vulnerability of Highway Bridges” – http://mceer.buffalo.edu/publications/resaccom/99-sp01/ch10mand.pdf
  • 25. Fragility Curves: Normal (Gaussian) Distribution Probability Density Function Ref. http://en.wikipedia.org/wiki/Normal_distribution
  • 26. Fragility Curves: Normal (Gaussian) Distribution Cumulative Distribution Function Ref. http://en.wikipedia.org/wiki/Normal_distribution
  • 27. Normal Distribution: Parameter Estimation Maximum Likelihood Method Capacity Demand C(x) D(x) C1 D1 C2 D2 C3 D3 . . . . . . Cn Dn For the Normal Distribution: μ
  • 28. Normal Distribution: Parameter Estimation c d A     2 2 c c d    
  • 29. Normal Distribution: Parameter Estimation c d A     2 2 c c d     For Civil Engineering Structures:  0.5  0.6 c  Ref. “Fragility Curve Development for Assessing the Seismic Vulnerability of Highway Bridges” – http://mceer.buffalo.edu/publications/resaccom/99-sp01/ch10mand.pdf
  • 30. Normal Distribution: Cumulative Distribution Function  Newton-Cotes Integration  Trapezoidal Rule  Simpson Rule  Gaussian Quadratures  Gauss-Legendre  Gauss-Hermite Numerical Integration Methods
  • 31. Building Stock: Building Categories Building Categories A Classification of the Building Stock needs to be made in order to develop their respective fragility curves. Classification can be made according to: • Structural Type • Building Purpose • Building Quality
  • 33. Building Stock: Building Purpose IBC Building Occupancy Classifications Assembly (Group A) - places used for people gathering for entertainment, worship, and eating or drinking. Examples: churches, restaurants (with 50 or more possible occupants), theaters, and stadiums. Business (Group B) - places where services are provided (not to be confused with mercantile, below). Examples: banks, insurance agencies, government buildings (including police and fire stations), and doctor's offices. Educational (Group E) - schools and day care centers up to the 12th grade. Factory (Group F) - places where goods are manufactured or repaired. High-Hazard (Group H) - places involving production or storage of very flammable or toxic materials. Includes places handling explosives and/or highly toxic materials. Institutional (Group I) - places where people are physically unable to leave without assistance. Examples: hospitals, nursing homes, and prisons. In some jurisdictions, Group I may be used to designate Industrial. Mercantile (Group M) - places where goods are displayed and sold. Examples: grocery stores, department stores, and gas stations. Residential (Group R) - places providing accommodations for overnight stay (excluding Institutional). Examples: houses, apartment buildings, hotels, and motels. Storage (Group S) - places where items are stored (unless considered High- Hazard). Examples: warehouses and parking garages. Utility and Miscellaneous (Group U) - others. Examples: water towers, barns, towers.
  • 35. Fragility Curves: Construction Ref. “Determination of Fragility Curves” - http://www.merci.ethz.ch
  • 36. Fragility Curves: Construction Numerical Simulation  Determine Site-Specific Seismic Ground Motion  Construct Numerical Model accounting for Soil-Structure Interaction  Definition of failure criteria  Uncertainty quantification, Modeling and Propagation μ
  • 37. Fragility Curves: Construction Monte Carlo Simulation μ σ E, I μ σ Load μ σ
  • 38. Fragility Curves: Construction Monte Carlo Simulation μ σ Fragility Curve
  • 39. Retrofitting Effects on Fragility of Structures Ref. “Deterministic and Probabilistic Evaluation of Retrofit Alternatives for a Five-Story Flat-Slab RC Building” - https://www.ideals.illinois.edu/bitstream/handle/2142/8784/Deterministic%20and%20Probabilistic%20Evaluation%20of%20Retrofit%20Alt ernatives%20for%20a%20Five-Story%20Flat-Slab%20RC%20Building.pdf?sequence=2
  • 40. Shake Maps: Introduction Shake Maps Is a representation of ground shaking produced by an earthquake. ShakeMap focuses on the ground-shaking produced by the earthquake, rather than the parameters describing the earthquake source. Depending on distance from the earthquake, depth, rock and soil conditions at sites, and variations in the propagation of seismic waves from the earthquake due to complexities in the structure of the Earth's crust, it produces a range of ground shaking levels at sites throughout the region. PAGER – Prompt Assessment of Global Earthquakes for Response The PAGER system provides fatality and economic loss impact estimates following significant earthquakes worldwide. Ref. http://earthquake.usgs.gov/earthquakes/pager/
  • 41. Shake Maps: Motivation Application of Shake Maps are: Seismological Research - Calibration of GMPE Earthquake Scenarios Preparedness Emergency Response Loss Estimation
  • 42. Shake Maps: Emergency Response Fire Department
  • 43. Shake Maps: Emergency Response Search & Rescue
  • 44. Shake Maps: Emergency Response Red Cross
  • 45. Shake Map: ShakeCast http://earthquake.usgs.gov/earthquakes/shakemap/
  • 46. Shake Map: openSHA Intensity-Measure Relationship http://www.opensha.org/
  • 47. Shake Map: openSHA Region & Site Parameters
  • 48. Shake Map: openSHA Site Data Providers
  • 49. Shake Map: openSHA Earthquake Rupture
  • 50. Shake Map: openSHA Exceedance Level/Prob.
  • 51. Shake Map: openSHA Map Attributes
  • 52. Shake Map: openSHA Generated Maps Honduras
  • 53. Shake Map: openSHA Generated Maps California
  • 54. Shake Map: openSHA Generated Maps Japan
  • 61. Shake Map: Sensors Data Interpolation and Extrapolation Sensors Data is prioritize over GMPE when calculating site Ground-Shaking (PGA), IF there is enough data available. Interpolation and Extrapolation Schemes must be implemented to calculate interior and exterior PGA values, respectively. Methods (Uni-Dimensional) -Linear -Polynomial -Spline , others ... Methods (Multi-Dimensional, Spatial) -Bilinear -Natural & Nearest Neighbor -Kriging , others ... Ref. ShakeMap Manual
  • 62. Shake Map: Interpolation and Extrapolation MATLAB Commands • Yi = interp1( X, Y, Xi ) ; Zi = interp2( X , Y, Z, Xi, Yi ) •Zi = griddata( X , Y, Z, Xi, Yi ) •interFun = TriScatteredInterp( X , Y , method )  Zi = interpFun( Xi , Yi )
  • 63. Case Study: Honduras 1. Building Stock 2. Fragility Curves 3. PGA Map – GSHAP 4. Fragility Map Construction 5. Brick Fragility Map 6. Masonry Fragility Map 7. Timber Fragility Map 8. Concrete Fragility Map 9. Adobe Fragility Map 10. Overall Fragility Map 11. ShakeMaps for EQ1 South Coast 12. ShakeMaps for EQ2 North Coast Software Tools Used: - MapInfo - Matlab - Excel - openSHA
  • 65. Honduras: Fragility Curves Brick Building Type FILE: AhmadEtAl2010-MABrick-HighPercentageVoids-2storeys-PGA Unreinforced Masonry bearing wall structure – Fired Brick with high percentages of voids – 2 storeys The considered building stock represents the Euro- Mediterranean buildings in general and Italian and Slovenian in particular. Uncertainties in lateral stiffness, strength, and damage limit states are expressed by using controlled Monte Carlo simulations. Masonry Building Type FILE: KostovEtAl2004-Type1-1-4storeys-Before1919 Masonry buildings with deformable floors (wooden, steel floor) - 1-4 storeys - Constructed Before 1919 RC frame and wall, masonry buildings of different periods in Sofia-Bulgaria Deterministic event (1858 earthquake) The uncertainty is related to material strength, load combination, computational model, construction quality and behaviour factor. MEAN_SLIGHT STD_SLIGHT MEAN_HEAVY STD_HEAVY MEAN_COLLAPSE STD_COLLAPSE 0.184 0.115 0.304 0.194 0.318 0.196 MEAN_SLIGHT STD_SLIGHT MEAN_HEAVY STD_HEAVY MEAN_COLLAPSE STD_COLLAPSE 0.14 0.13 0.23 0.22 0.33 0.31
  • 66. Honduras: Fragility Curves Concrete Building Type FILE: LielAndLynch2009-RC-MR RC buildings - mid rise Italy L'Aquila Earthquake, 6th April 2009. Ground-shaking intensity is estimated for each site based on Italy Shakemap The collapse fragility curve is not shown because there are not sufficient data to estimate it correctly * Therefore I changed the Damages States accordingly to: Heavy -> Collapse Moderate -> Heavy MEAN_SLIGHT STD_SLIGHT MEAN_HEAVY STD_HEAVY MEAN_COLLAPSE STD_COLLAPSE 0.34 0.06 0.38 0.05 0.45 0.07
  • 67. Honduras: Fragility Curves Timber Building Type Assumed. Couldn’t find suitable Fragility Curve for Timber, therefore assumed values which are in between an Adobe and a Masonry Building. Adobe Building Type Ref. “SEISMIC RISK ASSESSMENT OF ADOBE DWELLINGS” - www.roseschool.it/files/get/id/4480 MEAN_SLIGHT STD_SLIGHT MEAN_HEAVY STD_HEAVY MEAN_COLLAPSE STD_COLLAPSE 0.189 0.25 0.314 0.33 0.353 0.38 MEAN_SLIGHT STD_SLIGHT MEAN_HEAVY STD_HEAVY MEAN_COLLAPSE STD_COLLAPSE 0.025 0.55 0.125 0.54 0.22 0.59
  • 68. Honduras: PGA Map - GSHAP
  • 69. Honduras: Fragility Map Construction PGA = 2.75 m/s2 = 0.275 g
  • 70. Honduras: Fragility Map Construction Masonry Building Type Prob = 0.30 PGA = 2.75 m/s2 = 0.275 g
  • 71. Honduras: Fragility Map Construction Masonry Buildings Fragility Map Prob = 0.30 = 0.25 to 0.35
  • 72. Honduras: Fragility Map Construction PGA = 2.00 m/s2 = 0.20 g
  • 73. Honduras: Fragility Map Construction Adobe Building Type Prob = 0.45 PGA = 2.00 m/s2 = 0.20 g
  • 74. Honduras: Fragility Map Construction Collapse Damage State Prob = 0.45 = 0.35 to 0.50 Adobe Buildings Fragility Map
  • 75. Honduras: Data Handling MATLAB InterpFun = TriScatteredInterp( X, Y , FRAG)
  • 76. Honduras: Data Handling MATLAB InterpFun = TriScatteredInterp( X, Y , FRAG) inFRAG = InterpFun( inX, inY)
  • 77. Honduras: Brick Buildings Fragility Map Collapse Damage State
  • 78. Honduras: Masonry Buildings Fragility Map Collapse Damage State
  • 79. Honduras: Timber Buildings Fragility Map Collapse Damage State
  • 80. Honduras: Concrete Buildings Fragility Map Collapse Damage State
  • 81. Honduras: Adobe Buildings Fragility Map Collapse Damage State
  • 82. Honduras: Overall Fragility Map Collapse Damage State
  • 83. Honduras: Overall Fragility Map Collapse Damage State Overall FRAG. = (#ofBuildingType_i X Frag_BuildingType_i) / (#ofBuildingType_i)
  • 84. Shake Map: Construction PGA ? PGA = GMPE( Mw, Depth, Dist, … ) “Dahle” PGA = 0.81 m/s2 Choluteca
  • 85. Shake Map: Construction Overall Fragility Map PGA = 0.81 m/s2 Overall FRAG. = (#ofBuildingType_i X Frag_BuildingType_i) / (#ofBuildingType_i) PROB. = 0.015162 Choluteca Choluteca
  • 86. Shake Map: Construction Prob = 0.015162
  • 87. Shake Map: Honduras South Coast Buildings Collapsed EQ: Mw = 6.5, Depth 30 km Long. = -87.5° , Lat. = 13.25°
  • 88. Shake Map: Honduras South Coast Probability of Exceedance EQ: Mw = 6.5, Depth 30 km Long. = -87.5° , Lat. = 13.25°
  • 89. Shake Map: using openSHA Probability of Exceedance EQ: Mw = 6.5, Depth 30 km Long. = -87.5° , Lat. = 13.25°
  • 90. Shake Map: using openSHA Intensity MMI EQ: Mw = 6.5, Depth 30 km Long. = -87.5° , Lat. = 13.25°
  • 91. Shake Map: Honduras North Coast Buildings Collapsed EQ: Mw = 7.5, Depth 25 km Long. = -88.0° , Lat. = 16.0°
  • 92. Shake Map: Honduras North Coast Probability of Exceedance EQ: Mw = 7.5, Depth 25 km Long. = -88.0° , Lat. = 16.0°
  • 93. Shake Map: using openSHA Probability of Exceedance EQ: Mw = 7.5, Depth 25 km Long. = -88.0° , Lat. = 16.0°
  • 94. Shake Map: using openSHA Intensity MMI EQ: Mw = 7.5, Depth 25 km Long. = -88.0° , Lat. = 16.0°