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Risk studies using 
OpenQuake-engine 
Catalina Yepes Estrada, Vitor Silva, Helen Crowley 
GEM Foundation, Pavia, Italy
Risk studies using the OpenQuake-engine 
an Open Source Software for Seismic Risk Assessment
Risk studies using the OpenQuake-engine 
 Free, publically available and open-source 
 Combines hazard and risk calculations 
 Scenario and probabilistic seismic hazard and risk 
 Considers a wide spectrum of uncertainties 
 Different types of assets can be considered 
 Allows calculations at many scales 
 Runs on single laptop as well as on a cloud
Risk studies using the OpenQuake-engine 
Scenario 
risk 
Scenario 
damage 
Benefit-cost 
ratio 
Probabilistic 
event-based risk 
Classical PSHA 
based risk
Risk studies using the OpenQuake-engine 
Scenario 
risk 
Scenario 
damage 
Benefit-cost 
ratio 
Probabilistic 
event-based risk 
Classical PSHA 
based risk
Scenario Risk Calculator 
Median ground motion field Exposure model Vulnerability functions
Scenario Risk Calculator 
Ground motion fields Exposure model Vulnerability functions 
Loss statistics Mean loss map
Scenario Risk - Pisco Mw 8.0 (Peru, August 2007)
Scenario Risk - Pisco Mw 8.0 (Peru, August 2007)
Risk studies using the OpenQuake-engine 
Scenario 
risk 
Scenario 
damage 
Benefit-cost 
ratio 
Probabilistic 
event-based risk 
Classical PSHA 
based risk
Scenario Damage Calculator 
Ground motion fields Exposure model Fragility functions 
Damage Distribution Damage map
Scenario Damage Calculator 
Distribution of damage per building typology
Scenario Damage Calculator 
Distribution of damage per building typology (percentage of total exposed buildings )
Scenario Damage Calculator
Risk studies using the OpenQuake-engine 
Scenario 
risk 
Scenario 
damage 
Benefit-cost 
ratio 
Probabilistic 
event-based risk 
Classical PSHA 
based risk
Classical PSHA-based Calculator 
Sets of hazard curves Exposure model Vulnerability functions 
Loss curves Loss maps
Economic loss map for 10% probability of exceedance in 50 years 
Mean loss map 16th percentile 
-6° W 
42° N 42° N 
41° N 41° N 
40° N 40° N 
39° N 39° N 
38° N 38° N 
37° N 37° N 
-6° W 
-7° W 
-7° W 
-8° W 
-8° W 
-9° W 
-9° W 
Economic loss 
(million €) 
< 2.5 
2.5 -­4.6 
4.6 -­7.2 
7.2 -­11.0 
11.0 -­16.1 
16.1 -­23.6 
23.6 -­39.9 
39.9 -­67.2 
67.2 -­120.6 
> 120.6 
84th percentile 
Classical PSHA based risk calculator 
Mean loss map 16th percentile 
6° W 
42° N 42° N 
41° N 41° N 
40° N 40° N 
39° N 39° N 
38° N 38° N 
37° N 37° N 
6° W 
7° W 
7° W 
8° W 
8° W 
9° W 
9° W 
Economic loss 
(million €) 
< 2.5 
2.5 - 4.6 
4.6 - 7.2 
7.2 - 11.0 
11.0 -16.1 
16.1 -23.6 
23.6 - 39.9 
39.9 -67.2 
67.2 - 120.6 
>120 
84th percentile 
Loss exceedance curve 
for each asset in the exposed portfolio
Risk studies using the OpenQuake-engine 
Scenario 
risk 
Scenario 
damage 
Benefit-cost 
ratio 
Probabilistic 
event-based risk 
Classical PSHA 
based risk
Probabilistic Event-based Risk Calculator 
Sets ground motion fields Exposure model Vulnerability functions 
Loss curves Loss maps
Probabilistic event-based risk calculator 
Risk assessment for 
downtown Pavia (Italy) 
• 1255 building 
• Soil effects  Vs30 
• 100.000 stochastic event sets 
• 1 Year investigation time
Probabilistic event-based risk calculator 
Loss map 2%, 10% and 50% 
Probability of Exceedance in 50 
years < 100€ 
140€ - 190€ 
300€ - 400€ 
> 600€ 
Aggregated loss curve 
AAL 4.8 M€  
0.6% total replacement cost
Risk studies using the OpenQuake-engine 
Scenario 
risk 
Scenario 
damage 
Benefit-cost 
ratio 
Probabilistic 
event-based risk 
Classical PSHA 
based risk
Benefit-cost ratio calculator 
15000 
12000 
9000 
6000 
3000 
0 
EAL-C EAL-R 
Average expected annual loss (dollars) 
Loss exceedance curve 
r  inflation rate 
t  life expectancy
Benefit-cost ratio calculator 
Original vulnerability model Retrofitted vulnerability model
Benefit-cost ratio calculator 
15000 
12000 
9000 
6000 
3000 
0 
EAL-C EAL-R 
Average expected annual loss (dollars) 
Loss exceedance curve 
r  inflation rate 
t  life expectancy 
It is a decision-support tool that helps to understand whether 
retrofitting interventions are justifiable from an economical perspective
Benefit-cost ratio calculator 
Benefit/cost ratio, AAL(original) and AAL(retrofitted).
Risk studies using the OpenQuake-engine 
Classical PSHA-based Risk Calculator Scenario Damage Assessment Calculator 
Improved Performance 
Scenario Risk Calculator 
Benefit-cost Ratio Calculator 
Probabilistic Event-based Risk Calculator 
Extended data model 
Insured losses 
Fixed bugs 
QA tests 
Beta distributions
Risk studies using the OpenQuake-engine 
Thank you!
Please attribute to the GEM Foundation with a link to - 
www.globalearthquakemodel.org 
Except where otherwise noted, this work is licensed under: 
creativecommons.org/licenses/by-nc-nd/4.0/

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Risk studies using OpenQuake-engine

  • 1. Risk studies using OpenQuake-engine Catalina Yepes Estrada, Vitor Silva, Helen Crowley GEM Foundation, Pavia, Italy
  • 2. Risk studies using the OpenQuake-engine an Open Source Software for Seismic Risk Assessment
  • 3. Risk studies using the OpenQuake-engine  Free, publically available and open-source  Combines hazard and risk calculations  Scenario and probabilistic seismic hazard and risk  Considers a wide spectrum of uncertainties  Different types of assets can be considered  Allows calculations at many scales  Runs on single laptop as well as on a cloud
  • 4. Risk studies using the OpenQuake-engine Scenario risk Scenario damage Benefit-cost ratio Probabilistic event-based risk Classical PSHA based risk
  • 5. Risk studies using the OpenQuake-engine Scenario risk Scenario damage Benefit-cost ratio Probabilistic event-based risk Classical PSHA based risk
  • 6. Scenario Risk Calculator Median ground motion field Exposure model Vulnerability functions
  • 7. Scenario Risk Calculator Ground motion fields Exposure model Vulnerability functions Loss statistics Mean loss map
  • 8. Scenario Risk - Pisco Mw 8.0 (Peru, August 2007)
  • 9. Scenario Risk - Pisco Mw 8.0 (Peru, August 2007)
  • 10. Risk studies using the OpenQuake-engine Scenario risk Scenario damage Benefit-cost ratio Probabilistic event-based risk Classical PSHA based risk
  • 11. Scenario Damage Calculator Ground motion fields Exposure model Fragility functions Damage Distribution Damage map
  • 12. Scenario Damage Calculator Distribution of damage per building typology
  • 13. Scenario Damage Calculator Distribution of damage per building typology (percentage of total exposed buildings )
  • 15. Risk studies using the OpenQuake-engine Scenario risk Scenario damage Benefit-cost ratio Probabilistic event-based risk Classical PSHA based risk
  • 16. Classical PSHA-based Calculator Sets of hazard curves Exposure model Vulnerability functions Loss curves Loss maps
  • 17. Economic loss map for 10% probability of exceedance in 50 years Mean loss map 16th percentile -6° W 42° N 42° N 41° N 41° N 40° N 40° N 39° N 39° N 38° N 38° N 37° N 37° N -6° W -7° W -7° W -8° W -8° W -9° W -9° W Economic loss (million €) < 2.5 2.5 -­4.6 4.6 -­7.2 7.2 -­11.0 11.0 -­16.1 16.1 -­23.6 23.6 -­39.9 39.9 -­67.2 67.2 -­120.6 > 120.6 84th percentile Classical PSHA based risk calculator Mean loss map 16th percentile 6° W 42° N 42° N 41° N 41° N 40° N 40° N 39° N 39° N 38° N 38° N 37° N 37° N 6° W 7° W 7° W 8° W 8° W 9° W 9° W Economic loss (million €) < 2.5 2.5 - 4.6 4.6 - 7.2 7.2 - 11.0 11.0 -16.1 16.1 -23.6 23.6 - 39.9 39.9 -67.2 67.2 - 120.6 >120 84th percentile Loss exceedance curve for each asset in the exposed portfolio
  • 18. Risk studies using the OpenQuake-engine Scenario risk Scenario damage Benefit-cost ratio Probabilistic event-based risk Classical PSHA based risk
  • 19. Probabilistic Event-based Risk Calculator Sets ground motion fields Exposure model Vulnerability functions Loss curves Loss maps
  • 20. Probabilistic event-based risk calculator Risk assessment for downtown Pavia (Italy) • 1255 building • Soil effects  Vs30 • 100.000 stochastic event sets • 1 Year investigation time
  • 21. Probabilistic event-based risk calculator Loss map 2%, 10% and 50% Probability of Exceedance in 50 years < 100€ 140€ - 190€ 300€ - 400€ > 600€ Aggregated loss curve AAL 4.8 M€  0.6% total replacement cost
  • 22. Risk studies using the OpenQuake-engine Scenario risk Scenario damage Benefit-cost ratio Probabilistic event-based risk Classical PSHA based risk
  • 23. Benefit-cost ratio calculator 15000 12000 9000 6000 3000 0 EAL-C EAL-R Average expected annual loss (dollars) Loss exceedance curve r  inflation rate t  life expectancy
  • 24. Benefit-cost ratio calculator Original vulnerability model Retrofitted vulnerability model
  • 25. Benefit-cost ratio calculator 15000 12000 9000 6000 3000 0 EAL-C EAL-R Average expected annual loss (dollars) Loss exceedance curve r  inflation rate t  life expectancy It is a decision-support tool that helps to understand whether retrofitting interventions are justifiable from an economical perspective
  • 26. Benefit-cost ratio calculator Benefit/cost ratio, AAL(original) and AAL(retrofitted).
  • 27. Risk studies using the OpenQuake-engine Classical PSHA-based Risk Calculator Scenario Damage Assessment Calculator Improved Performance Scenario Risk Calculator Benefit-cost Ratio Calculator Probabilistic Event-based Risk Calculator Extended data model Insured losses Fixed bugs QA tests Beta distributions
  • 28. Risk studies using the OpenQuake-engine Thank you!
  • 29. Please attribute to the GEM Foundation with a link to - www.globalearthquakemodel.org Except where otherwise noted, this work is licensed under: creativecommons.org/licenses/by-nc-nd/4.0/

Editor's Notes

  1. Calculators capable of computing losses and damage distribution for a collection of assets given a single deterministic event
  2. Calculators capable of computing losses and damage distribution for a collection of assets given a single deterministic event
  3. Only presenting the MEAN results for 1000 gmf realizations Distribution of damage per building typology
  4. Only presenting the MEAN results for 1000 gmf realizations Distribution of damage per building typology
  5. Only presenting the MEAN results for 1000 gmf realizations Distribution of damage per building typology
  6. loss exceedance curves (i.e. probabilities of exceedance for a set of loss thresholds)
  7. It estimates the probability of exceedance of certain levels of loss for a portfolio of assets within a given time span, based on stochastic event sets. These sets of events are the result of hazard analysis through the Monte Carlo approach
  8. this calculator was utilized for generating the total loss exceedance curve for the whole portfolio of buildings considered in the exposure model
  9. this calculator was utilized for generating the total loss exceedance curve for the whole portfolio of buildings considered in the exposure model
  10. Only structural losses, No business interruption, content people
  11. improvements thanks to feedbacks and tests and we are open to your comments