SlideShare a Scribd company logo
TIME-DEPENDENT PROBABILISTIC SEISMIC 
HAZARD ASSESSMENT 
DEPARTMENT OF EARTHQUAKE ENGINEERING 
GYANENDRA PRAKASH RAHUL 
STRUCTURAL DYNAMICS 
13526015
OBJECTIVE 
• INTRODUCTION 
• TIME-DEPENDENT PSHA 
• BASIC CONCEPTS 
• METHODOLOGY 
• A CASE STUDY ON LOWER RHINE EMBAYMENT, GERMANY 
• INTRODUCTION 
• METHODOLOGY 
• SHORT TERM CLUSTERING 
• APPLICATIONS AND RESULTS 
• CONCLUSIONS 
• TIME-DEPENDENT PSHA OF NORTH-EAST INDIA
INTRODUCTION 
• Earthquake sequences seem to be globally continuous over time. 
• Earthquakes spark other earthquakes as tectonic stresses move around in the fault 
network. 
• This explains the complex physical progression of earthquakes. 
• Despite knowing the time-dependence of earthquake occurrences, it is mostly 
uncared for. 
• It has been found that on average the theory of uncorrelated random earthquake 
activity underestimates the hazard by 5–10 per cent.
TIME-DEPENDENT PSHA 
BASIC CONCEPTS 
• In the very common approach to seismic hazard assessment, the temporal 
behaviour of earthquake is assumed to be based upon Poisson model. 
• On the other hand recent studies show unambiguous perturbations from a 
Poissonian occurrence in seismic catalogues, and the presence of cluster activity 
after a mainshock and its influence is worldwide accepted.
METHODOLOGY 
1. SHORT-TERM EARTHQUAKE PROBABILITY (STEP) MODEL 
• Developed by USGS, it is a simple method of prediction of the rate of 
aftershocks based upon statistical parameters of aftershock distribution. 
• Main drawback of this model is that it does not predict time, magnitude and 
location of aftershocks. 
• Used to monitor aftershock activities in California, also for daily seismicity 
forecasts in Italy.
2. EPIDEMIC TYPE AFTERSHOCK SEQUENCE (ETAS) MODEL 
• It is a multigenerational model in which aftershocks from one earthquake causes 
their own aftershock sequences because of multiple generations of earthquakes. 
• It forecasts magnitude, space and time dependence of observed seismicity above 
some threshold magnitude. 
• The major advantage of this model is that discrimination of events is not required 
and consideration of seismic dependence of past events to present seismicity.
• Poisson process is used for background event modelling and succession of 
aftershocks is described by modified Omori-Utsu law, which is given as 
where, t = time since occurrence of the shock 
K = aftershock productivity which depends upon lower bound of 
magnitude of aftershocks counted in v (t) 
p = power law exponent 
c = artefact related to difficulties in detecting events shortly after 
mainshock 
푣(푡) = 퐾 푡 + 푐 −푝
CASE STUDIES 
1. LOWER RHINE EMBAYMENT, GERMANY 
1.1 INTRODUCTION 
• It is a low seismicity region in North- 
Western Germany. 
• The two sites under study was Cologne and 
Aachen. 
• Seismicity data came from Leydecker 
catalogue, 2005, which was complete for 
ML ≥ 2.0 since 1974.
• Short term clustering was modelled through ETAS and via Monte Carlo 
technique it was applied on timescales with 50 year of exposure time.
1.2 METHODOLOGY 
• 20,000 synthetic catalogues of time duration 50 years were generated for hazard 
assessment. 
• The probability of non-exceedance of a level A* ground motion at a particular 
location in time t was computed by counting the intervals in which A* didn't 
occur 
푃(퐴 ∗; 푡) = lim 
푁→∞ 
1 
푁 
푁 
퐻(퐴 ∗ −퐴max,푖 
푖=1 
P(A* ; t) = probability that A* is exceeded at least once in time period t 
N = number of catalogues of time duration t, H = Heaviside function 
Amax,i = maximum ground motion value occurred at a location during the ith catalogue
1.3 SHORT TERM CLUSTERING 
ETAS MODELLING 
• Aftershock activity was included in the analysis by ETAS modelling, which is a 
point process for representing occurrence of events larger than or equal to a 
minimum threshold magnitude. 
• The background events representing tectonic loading were modelled by Poisson 
modelling, and the succession of aftershocks were defined by Omori-Utsu law. 
푣(푡) = 퐾 푡 + 푐 −푝
• The magnitude for tectonic and triggered events was randomly selected from a 
G-R relation. The proportionality of sequence was taken proportional to K10αM, 
with M magnitude and K & α as constants. 
• By maximum-likelihood method; values obtained were (Hainzl et al,.2007)- 
μ = 1.35 yr-1 , K = 0.0083 , α = 0.70 , p = 0.98 , c = 0.5310-5 yr. , b = 0.96 ± 0.03
1.4 APPLICATION AND RESULTS 
• PGA at the site of interest was calculated 
for each Ms ≥ 4.0 by using the Berge- 
Thierry et al. (2003). The log(PGA) value 
was randomly chosen from Gaussian 
density function. Standard deviation = 
0.2923, truncated at three standard 
deviations. 
• The solid line signifies 50 % percentile and 
the dashed line signifies 90 % percentile at 
Cologne. Amax value of 0.036g and 0.09g 
respectively for Cologne and 0.049g and 
0.12g respectively for Aachen.
IMPACT OF SHORT-TERM CLUSTERING 
• Two different approaches were used for 
declustering- 
Case 1: following the ETAS modelling, the main shock was 
described as the first event irrespective of magnitude. 
Case 2: main shock was considered as the largest event in 
cluster (perfect declustering). 
• The effect of the time-independent hypothesis were 
evaluated for the two sites through ETAS 
catalogues and their corresponding Poissonian 
catalogues. The figure shows the impact of 
Poissonian hypothesis at the two locations.
• For every percentile the difference between the PGA values for Poissonian 
catalogues and ETAS catalogues were calculated and normalized over the value 
of ETAS catalogue. 
• Case2, which was referred as perfect declustering, yielded an impact equal to 8 at 
90% probability of non-exceedance in 50 years. This implied that with perfect 
declustering the seismic hazard was being underestimated by 8 %.
IMPACT OF HISTORIC EVENTS 
• Düren earthquake, February’1756 with ML = 6.4 and Roermond earthquake, 
April’1992 with ML = 5.9 were selected to quantify the effect of aftershock 
sequences of larger historic events using Monte Carlo simulations.
• In previous figure, top graph shows the contribution of ongoing aftershock 
sequences caused by the 1992 Roermond earthquake, for the location of Cologne 
and Aachen. Lower graphs show the contribution of ongoing aftershock 
sequences caused by the 1756 Düren earthquake. 
• Uncertainty linked to the magnitude of Düren earthquake was considered by 
assuming upper and lower estimates of ML =5.9 and ML= 6.9 which were 
reported as dashed and dotted lines respectively. 
• Because the location of 1756 event was close to Aachen, it was found that the 
contribution to the hazard was still large for high probabilities of non-exceedance, 
reaching 20 % maximum for Aachen and significantly less for 
Cologne. Furthermore the Roermond event,1992 contributed more than 
10%to the hazard at 90% probability of non-exceedance for next 50 years.
1.5 CONCLUSIONS OF THE CASE STUDY 
• Analysis showed that neglecting aftershocks led to an underestimation of the 
hazard by 8 % at 90 % probability of non-exceedance in 50 years. 
• Moreover, the ongoing aftershock sequence of the Roermond event, 1992 
contributed 10-15% to the hazard at the level of 90% of probability of non-exceedance. 
Even the Düren event, 1756 contributed about 20% to the present 
hazard for the city of Aachen at the level of 95% probability of non-exceedance.
TIME-DEPENDENT PSHA OF NORTH-EAST INDIA 
• Till now the probabilistic seismic hazard assessment of North-Eastern region has 
been carried out in time-independent mode with declustering performed based 
upon Poissonian process. 
• The aim of this project is to assess the seismic hazard of North-East India 
including the cluster activities to evaluate the underestimation of hazard due to 
removal of aftershock events.
THANK YOU

More Related Content

What's hot

Öncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel SismolojiÖncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel Sismoloji
Ali Osman Öncel
 
ÖNCEL AKADEMİ: İSTANBUL DEPREMİ
ÖNCEL AKADEMİ: İSTANBUL DEPREMİÖNCEL AKADEMİ: İSTANBUL DEPREMİ
ÖNCEL AKADEMİ: İSTANBUL DEPREMİ
Ali Osman Öncel
 
ÖNCEL AKADEMİ: İSTANBUL DEPREMİ
ÖNCEL AKADEMİ: İSTANBUL DEPREMİÖNCEL AKADEMİ: İSTANBUL DEPREMİ
ÖNCEL AKADEMİ: İSTANBUL DEPREMİ
Ali Osman Öncel
 
Öncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel SismolojiÖncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel Sismoloji
Ali Osman Öncel
 
Öncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel SismolojiÖncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel Sismoloji
Ali Osman Öncel
 
Kepler monitoring l_dwarfs_spot
Kepler monitoring l_dwarfs_spotKepler monitoring l_dwarfs_spot
Kepler monitoring l_dwarfs_spot
Sérgio Sacani
 
A study on severe geomagnetic storms and earth’s magnetic field H variations,...
A study on severe geomagnetic storms and earth’s magnetic field H variations,...A study on severe geomagnetic storms and earth’s magnetic field H variations,...
A study on severe geomagnetic storms and earth’s magnetic field H variations,...
IJERA Editor
 
Binary pulsars as tools to study gravity
Binary pulsars as tools to study gravityBinary pulsars as tools to study gravity
Binary pulsars as tools to study gravity
CosmoAIMS Bassett
 
Öncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel SismolojiÖncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel Sismoloji
Ali Osman Öncel
 
Ionospheric TEC Disturbances over South KoreaFollowing the 2011 Great Tohoku ...
Ionospheric TEC Disturbances over South KoreaFollowing the 2011 Great Tohoku ...Ionospheric TEC Disturbances over South KoreaFollowing the 2011 Great Tohoku ...
Ionospheric TEC Disturbances over South KoreaFollowing the 2011 Great Tohoku ...
researchinventy
 
Seismic reflection at lang kawi
Seismic reflection at lang kawiSeismic reflection at lang kawi
Seismic reflection at lang kawi
Amin khalil
 
Öncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel SismolojiÖncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel Sismoloji
Ali Osman Öncel
 
Testing dark energy as a function of scale
Testing dark energy as a function of scaleTesting dark energy as a function of scale
Testing dark energy as a function of scale
CosmoAIMS Bassett
 
Öncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel SismolojiÖncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel Sismoloji
Ali Osman Öncel
 
10 n18 ijeset0702917-v7-is2-631-640
10 n18 ijeset0702917-v7-is2-631-64010 n18 ijeset0702917-v7-is2-631-640
10 n18 ijeset0702917-v7-is2-631-640
Songpol Charuvisit
 
Humphrey and Anderson 1992
Humphrey and Anderson 1992Humphrey and Anderson 1992
Humphrey and Anderson 1992James Humphrey
 
Solar wind magnetosphere coupling effect on radio refractivity
Solar wind magnetosphere coupling effect on radio refractivitySolar wind magnetosphere coupling effect on radio refractivity
Solar wind magnetosphere coupling effect on radio refractivity
Alexander Decker
 
The benefit of hindsight in observational science - Retrospective seismologica...
The benefit of hindsight in observational science - Retrospective seismologica...The benefit of hindsight in observational science - Retrospective seismologica...
The benefit of hindsight in observational science - Retrospective seismologica...Elizabeth Entwistle
 

What's hot (20)

Öncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel SismolojiÖncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel Sismoloji
 
ÖNCEL AKADEMİ: İSTANBUL DEPREMİ
ÖNCEL AKADEMİ: İSTANBUL DEPREMİÖNCEL AKADEMİ: İSTANBUL DEPREMİ
ÖNCEL AKADEMİ: İSTANBUL DEPREMİ
 
ÖNCEL AKADEMİ: İSTANBUL DEPREMİ
ÖNCEL AKADEMİ: İSTANBUL DEPREMİÖNCEL AKADEMİ: İSTANBUL DEPREMİ
ÖNCEL AKADEMİ: İSTANBUL DEPREMİ
 
Earhquake Statistics
Earhquake StatisticsEarhquake Statistics
Earhquake Statistics
 
Öncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel SismolojiÖncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel Sismoloji
 
Öncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel SismolojiÖncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel Sismoloji
 
Kepler monitoring l_dwarfs_spot
Kepler monitoring l_dwarfs_spotKepler monitoring l_dwarfs_spot
Kepler monitoring l_dwarfs_spot
 
A study on severe geomagnetic storms and earth’s magnetic field H variations,...
A study on severe geomagnetic storms and earth’s magnetic field H variations,...A study on severe geomagnetic storms and earth’s magnetic field H variations,...
A study on severe geomagnetic storms and earth’s magnetic field H variations,...
 
Binary pulsars as tools to study gravity
Binary pulsars as tools to study gravityBinary pulsars as tools to study gravity
Binary pulsars as tools to study gravity
 
Öncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel SismolojiÖncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel Sismoloji
 
Ionospheric TEC Disturbances over South KoreaFollowing the 2011 Great Tohoku ...
Ionospheric TEC Disturbances over South KoreaFollowing the 2011 Great Tohoku ...Ionospheric TEC Disturbances over South KoreaFollowing the 2011 Great Tohoku ...
Ionospheric TEC Disturbances over South KoreaFollowing the 2011 Great Tohoku ...
 
Seismic reflection at lang kawi
Seismic reflection at lang kawiSeismic reflection at lang kawi
Seismic reflection at lang kawi
 
Öncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel SismolojiÖncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel Sismoloji
 
Testing dark energy as a function of scale
Testing dark energy as a function of scaleTesting dark energy as a function of scale
Testing dark energy as a function of scale
 
Öncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel SismolojiÖncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel Sismoloji
 
10 n18 ijeset0702917-v7-is2-631-640
10 n18 ijeset0702917-v7-is2-631-64010 n18 ijeset0702917-v7-is2-631-640
10 n18 ijeset0702917-v7-is2-631-640
 
Humphrey and Anderson 1992
Humphrey and Anderson 1992Humphrey and Anderson 1992
Humphrey and Anderson 1992
 
Solar wind magnetosphere coupling effect on radio refractivity
Solar wind magnetosphere coupling effect on radio refractivitySolar wind magnetosphere coupling effect on radio refractivity
Solar wind magnetosphere coupling effect on radio refractivity
 
The benefit of hindsight in observational science - Retrospective seismologica...
The benefit of hindsight in observational science - Retrospective seismologica...The benefit of hindsight in observational science - Retrospective seismologica...
The benefit of hindsight in observational science - Retrospective seismologica...
 
03 02-0004
03 02-000403 02-0004
03 02-0004
 

Viewers also liked

Probabilistic seismic hazard assessment of the canary island
Probabilistic seismic hazard assessment of the canary islandProbabilistic seismic hazard assessment of the canary island
Probabilistic seismic hazard assessment of the canary island
Hypnos Stan
 
Earthquake 140422183255-phpapp01
Earthquake 140422183255-phpapp01Earthquake 140422183255-phpapp01
Earthquake 140422183255-phpapp01
Rajendra Timilsina
 
GeoSpatial Standards in Emergency Management
GeoSpatial Standards in Emergency ManagementGeoSpatial Standards in Emergency Management
GeoSpatial Standards in Emergency Management
Maurits van der Vlugt
 
Ontologies for Emergency & Disaster Management
Ontologies for Emergency & Disaster Management Ontologies for Emergency & Disaster Management
Ontologies for Emergency & Disaster Management
Stephane Fellah
 
A probabilistic approach for color correction
A probabilistic approach for color correctionA probabilistic approach for color correction
A probabilistic approach for color correction
jpstudcorner
 
Seismic hazards lecture
Seismic hazards lectureSeismic hazards lecture
Seismic hazards lecture
Amin khalil
 
Seismic hazard assessments_at_fatimid_cairo__egypt
Seismic hazard assessments_at_fatimid_cairo__egyptSeismic hazard assessments_at_fatimid_cairo__egypt
Seismic hazard assessments_at_fatimid_cairo__egypt
Amin khalil
 
PROBABILISTIC SEISMIC HAZARD ASSESSMENT OF TEHRAN
PROBABILISTIC SEISMIC HAZARD ASSESSMENT OF TEHRANPROBABILISTIC SEISMIC HAZARD ASSESSMENT OF TEHRAN
PROBABILISTIC SEISMIC HAZARD ASSESSMENT OF TEHRANmorteza Amin
 
Ph.D. Thesis project of Paolo E. Sebastiani PBEE - Mala Rijeka Viaduct
Ph.D. Thesis project of Paolo E. Sebastiani PBEE - Mala Rijeka ViaductPh.D. Thesis project of Paolo E. Sebastiani PBEE - Mala Rijeka Viaduct
Ph.D. Thesis project of Paolo E. Sebastiani PBEE - Mala Rijeka Viaduct
Franco Bontempi
 
Probabilistic seismic hazard assessment in the vicinity of MBT and MCT in wes...
Probabilistic seismic hazard assessment in the vicinity of MBT and MCT in wes...Probabilistic seismic hazard assessment in the vicinity of MBT and MCT in wes...
Probabilistic seismic hazard assessment in the vicinity of MBT and MCT in wes...
inventy
 
Seismic design and performance assessment
Seismic design and performance assessmentSeismic design and performance assessment
Seismic design and performance assessmentAslam Mohammad
 
Response Spectrum
Response SpectrumResponse Spectrum
Response Spectrum
Teja Ande
 

Viewers also liked (12)

Probabilistic seismic hazard assessment of the canary island
Probabilistic seismic hazard assessment of the canary islandProbabilistic seismic hazard assessment of the canary island
Probabilistic seismic hazard assessment of the canary island
 
Earthquake 140422183255-phpapp01
Earthquake 140422183255-phpapp01Earthquake 140422183255-phpapp01
Earthquake 140422183255-phpapp01
 
GeoSpatial Standards in Emergency Management
GeoSpatial Standards in Emergency ManagementGeoSpatial Standards in Emergency Management
GeoSpatial Standards in Emergency Management
 
Ontologies for Emergency & Disaster Management
Ontologies for Emergency & Disaster Management Ontologies for Emergency & Disaster Management
Ontologies for Emergency & Disaster Management
 
A probabilistic approach for color correction
A probabilistic approach for color correctionA probabilistic approach for color correction
A probabilistic approach for color correction
 
Seismic hazards lecture
Seismic hazards lectureSeismic hazards lecture
Seismic hazards lecture
 
Seismic hazard assessments_at_fatimid_cairo__egypt
Seismic hazard assessments_at_fatimid_cairo__egyptSeismic hazard assessments_at_fatimid_cairo__egypt
Seismic hazard assessments_at_fatimid_cairo__egypt
 
PROBABILISTIC SEISMIC HAZARD ASSESSMENT OF TEHRAN
PROBABILISTIC SEISMIC HAZARD ASSESSMENT OF TEHRANPROBABILISTIC SEISMIC HAZARD ASSESSMENT OF TEHRAN
PROBABILISTIC SEISMIC HAZARD ASSESSMENT OF TEHRAN
 
Ph.D. Thesis project of Paolo E. Sebastiani PBEE - Mala Rijeka Viaduct
Ph.D. Thesis project of Paolo E. Sebastiani PBEE - Mala Rijeka ViaductPh.D. Thesis project of Paolo E. Sebastiani PBEE - Mala Rijeka Viaduct
Ph.D. Thesis project of Paolo E. Sebastiani PBEE - Mala Rijeka Viaduct
 
Probabilistic seismic hazard assessment in the vicinity of MBT and MCT in wes...
Probabilistic seismic hazard assessment in the vicinity of MBT and MCT in wes...Probabilistic seismic hazard assessment in the vicinity of MBT and MCT in wes...
Probabilistic seismic hazard assessment in the vicinity of MBT and MCT in wes...
 
Seismic design and performance assessment
Seismic design and performance assessmentSeismic design and performance assessment
Seismic design and performance assessment
 
Response Spectrum
Response SpectrumResponse Spectrum
Response Spectrum
 

Similar to Time dependent probabilistic seismic hazard assessment

ÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGY
ÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGYÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGY
ÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGY
Ali Osman Öncel
 
Poirel1997
Poirel1997Poirel1997
Poirel1997
Muhammad Usman
 
IAHR 2015 - Extreme value analysis in typhoon prone areas, Moerman, Deltares,...
IAHR 2015 - Extreme value analysis in typhoon prone areas, Moerman, Deltares,...IAHR 2015 - Extreme value analysis in typhoon prone areas, Moerman, Deltares,...
IAHR 2015 - Extreme value analysis in typhoon prone areas, Moerman, Deltares,...
Deltares
 
Extended abstract
Extended abstractExtended abstract
Extended abstract
André Figueira Martins
 
ÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGY
ÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGYÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGY
ÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGY
Ali Osman Öncel
 
The laminar turbulent transition zone in the boundary layer
The laminar turbulent transition zone in the boundary layerThe laminar turbulent transition zone in the boundary layer
The laminar turbulent transition zone in the boundary layer
Parag Chaware
 
Öncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel SismolojiÖncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel Sismoloji
Ali Osman Öncel
 
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
The Statistical and Applied Mathematical Sciences Institute
 
NEW DEVELOPMENTS IN PSHA
NEW DEVELOPMENTS IN PSHANEW DEVELOPMENTS IN PSHA
NEW DEVELOPMENTS IN PSHA
Ali Osman Öncel
 
Flood frequency analyses
Flood frequency analysesFlood frequency analyses
Flood frequency analyses
vivek gami
 
Hydrological Modelling of Slope Stability
Hydrological Modelling of Slope StabilityHydrological Modelling of Slope Stability
Hydrological Modelling of Slope Stability
Grigoris Anagnostopoulos
 
Zero-Point Energy Harvesters
Zero-Point Energy HarvestersZero-Point Energy Harvesters
Zero-Point Energy Harvesters
Vapula
 
Preese Hall Shale Gas Fracturing Review & Recommendations for Induced Seismic...
Preese Hall Shale Gas Fracturing Review & Recommendations for Induced Seismic...Preese Hall Shale Gas Fracturing Review & Recommendations for Induced Seismic...
Preese Hall Shale Gas Fracturing Review & Recommendations for Induced Seismic...
Marcellus Drilling News
 
3.2 Wave Theory and Wave Propagation.pdf
3.2 Wave Theory and Wave Propagation.pdf3.2 Wave Theory and Wave Propagation.pdf
3.2 Wave Theory and Wave Propagation.pdf
WasiUddinMahmud
 
Turbulence - computational overview and CO2 transfer
Turbulence - computational overview and CO2 transferTurbulence - computational overview and CO2 transfer
Turbulence - computational overview and CO2 transferFabio Fonseca
 
Seismic Hazard Model for the Middle-East Region, Laurentiu Danciu, Swiss Seis...
Seismic Hazard Model for the Middle-East Region, Laurentiu Danciu, Swiss Seis...Seismic Hazard Model for the Middle-East Region, Laurentiu Danciu, Swiss Seis...
Seismic Hazard Model for the Middle-East Region, Laurentiu Danciu, Swiss Seis...
Global Earthquake Model Foundation
 
Flood routing by kinematic wave model
Flood routing by kinematic wave modelFlood routing by kinematic wave model
Flood routing by kinematic wave model
IOSR Journals
 
Chapter 3 linear wave theory and wave propagation
Chapter  3 linear wave theory and wave propagationChapter  3 linear wave theory and wave propagation
Chapter 3 linear wave theory and wave propagation
Mohsin Siddique
 
Application of probability in daily life and in civil engineering
Application of probability in daily life and in civil engineeringApplication of probability in daily life and in civil engineering
Application of probability in daily life and in civil engineering
Engr Habib ur Rehman
 

Similar to Time dependent probabilistic seismic hazard assessment (20)

ÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGY
ÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGYÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGY
ÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGY
 
Poirel1997
Poirel1997Poirel1997
Poirel1997
 
IAHR 2015 - Extreme value analysis in typhoon prone areas, Moerman, Deltares,...
IAHR 2015 - Extreme value analysis in typhoon prone areas, Moerman, Deltares,...IAHR 2015 - Extreme value analysis in typhoon prone areas, Moerman, Deltares,...
IAHR 2015 - Extreme value analysis in typhoon prone areas, Moerman, Deltares,...
 
Extended abstract
Extended abstractExtended abstract
Extended abstract
 
ÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGY
ÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGYÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGY
ÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGY
 
The laminar turbulent transition zone in the boundary layer
The laminar turbulent transition zone in the boundary layerThe laminar turbulent transition zone in the boundary layer
The laminar turbulent transition zone in the boundary layer
 
Öncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel SismolojiÖncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel Sismoloji
 
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
 
NEW DEVELOPMENTS IN PSHA
NEW DEVELOPMENTS IN PSHANEW DEVELOPMENTS IN PSHA
NEW DEVELOPMENTS IN PSHA
 
Flood frequency analyses
Flood frequency analysesFlood frequency analyses
Flood frequency analyses
 
Hydrological Modelling of Slope Stability
Hydrological Modelling of Slope StabilityHydrological Modelling of Slope Stability
Hydrological Modelling of Slope Stability
 
Zero-Point Energy Harvesters
Zero-Point Energy HarvestersZero-Point Energy Harvesters
Zero-Point Energy Harvesters
 
Preese Hall Shale Gas Fracturing Review & Recommendations for Induced Seismic...
Preese Hall Shale Gas Fracturing Review & Recommendations for Induced Seismic...Preese Hall Shale Gas Fracturing Review & Recommendations for Induced Seismic...
Preese Hall Shale Gas Fracturing Review & Recommendations for Induced Seismic...
 
3.2 Wave Theory and Wave Propagation.pdf
3.2 Wave Theory and Wave Propagation.pdf3.2 Wave Theory and Wave Propagation.pdf
3.2 Wave Theory and Wave Propagation.pdf
 
Turbulence - computational overview and CO2 transfer
Turbulence - computational overview and CO2 transferTurbulence - computational overview and CO2 transfer
Turbulence - computational overview and CO2 transfer
 
Seismic Hazard Model for the Middle-East Region, Laurentiu Danciu, Swiss Seis...
Seismic Hazard Model for the Middle-East Region, Laurentiu Danciu, Swiss Seis...Seismic Hazard Model for the Middle-East Region, Laurentiu Danciu, Swiss Seis...
Seismic Hazard Model for the Middle-East Region, Laurentiu Danciu, Swiss Seis...
 
Poster_AMS_2016
Poster_AMS_2016Poster_AMS_2016
Poster_AMS_2016
 
Flood routing by kinematic wave model
Flood routing by kinematic wave modelFlood routing by kinematic wave model
Flood routing by kinematic wave model
 
Chapter 3 linear wave theory and wave propagation
Chapter  3 linear wave theory and wave propagationChapter  3 linear wave theory and wave propagation
Chapter 3 linear wave theory and wave propagation
 
Application of probability in daily life and in civil engineering
Application of probability in daily life and in civil engineeringApplication of probability in daily life and in civil engineering
Application of probability in daily life and in civil engineering
 

Recently uploaded

Cosmetic shop management system project report.pdf
Cosmetic shop management system project report.pdfCosmetic shop management system project report.pdf
Cosmetic shop management system project report.pdf
Kamal Acharya
 
weather web application report.pdf
weather web application report.pdfweather web application report.pdf
weather web application report.pdf
Pratik Pawar
 
Railway Signalling Principles Edition 3.pdf
Railway Signalling Principles Edition 3.pdfRailway Signalling Principles Edition 3.pdf
Railway Signalling Principles Edition 3.pdf
TeeVichai
 
Hierarchical Digital Twin of a Naval Power System
Hierarchical Digital Twin of a Naval Power SystemHierarchical Digital Twin of a Naval Power System
Hierarchical Digital Twin of a Naval Power System
Kerry Sado
 
DESIGN A COTTON SEED SEPARATION MACHINE.docx
DESIGN A COTTON SEED SEPARATION MACHINE.docxDESIGN A COTTON SEED SEPARATION MACHINE.docx
DESIGN A COTTON SEED SEPARATION MACHINE.docx
FluxPrime1
 
Standard Reomte Control Interface - Neometrix
Standard Reomte Control Interface - NeometrixStandard Reomte Control Interface - Neometrix
Standard Reomte Control Interface - Neometrix
Neometrix_Engineering_Pvt_Ltd
 
ethical hacking-mobile hacking methods.ppt
ethical hacking-mobile hacking methods.pptethical hacking-mobile hacking methods.ppt
ethical hacking-mobile hacking methods.ppt
Jayaprasanna4
 
ASME IX(9) 2007 Full Version .pdf
ASME IX(9)  2007 Full Version       .pdfASME IX(9)  2007 Full Version       .pdf
ASME IX(9) 2007 Full Version .pdf
AhmedHussein950959
 
NO1 Uk best vashikaran specialist in delhi vashikaran baba near me online vas...
NO1 Uk best vashikaran specialist in delhi vashikaran baba near me online vas...NO1 Uk best vashikaran specialist in delhi vashikaran baba near me online vas...
NO1 Uk best vashikaran specialist in delhi vashikaran baba near me online vas...
Amil Baba Dawood bangali
 
The Benefits and Techniques of Trenchless Pipe Repair.pdf
The Benefits and Techniques of Trenchless Pipe Repair.pdfThe Benefits and Techniques of Trenchless Pipe Repair.pdf
The Benefits and Techniques of Trenchless Pipe Repair.pdf
Pipe Restoration Solutions
 
AKS UNIVERSITY Satna Final Year Project By OM Hardaha.pdf
AKS UNIVERSITY Satna Final Year Project By OM Hardaha.pdfAKS UNIVERSITY Satna Final Year Project By OM Hardaha.pdf
AKS UNIVERSITY Satna Final Year Project By OM Hardaha.pdf
SamSarthak3
 
road safety engineering r s e unit 3.pdf
road safety engineering  r s e unit 3.pdfroad safety engineering  r s e unit 3.pdf
road safety engineering r s e unit 3.pdf
VENKATESHvenky89705
 
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdf
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdfHybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdf
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdf
fxintegritypublishin
 
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptx
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptxCFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptx
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptx
R&R Consult
 
Immunizing Image Classifiers Against Localized Adversary Attacks
Immunizing Image Classifiers Against Localized Adversary AttacksImmunizing Image Classifiers Against Localized Adversary Attacks
Immunizing Image Classifiers Against Localized Adversary Attacks
gerogepatton
 
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...
Dr.Costas Sachpazis
 
Top 10 Oil and Gas Projects in Saudi Arabia 2024.pdf
Top 10 Oil and Gas Projects in Saudi Arabia 2024.pdfTop 10 Oil and Gas Projects in Saudi Arabia 2024.pdf
Top 10 Oil and Gas Projects in Saudi Arabia 2024.pdf
Teleport Manpower Consultant
 
AP LAB PPT.pdf ap lab ppt no title specific
AP LAB PPT.pdf ap lab ppt no title specificAP LAB PPT.pdf ap lab ppt no title specific
AP LAB PPT.pdf ap lab ppt no title specific
BrazilAccount1
 
一比一原版(UofT毕业证)多伦多大学毕业证成绩单如何办理
一比一原版(UofT毕业证)多伦多大学毕业证成绩单如何办理一比一原版(UofT毕业证)多伦多大学毕业证成绩单如何办理
一比一原版(UofT毕业证)多伦多大学毕业证成绩单如何办理
ydteq
 
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Hori...
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Hori...RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Hori...
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Hori...
thanhdowork
 

Recently uploaded (20)

Cosmetic shop management system project report.pdf
Cosmetic shop management system project report.pdfCosmetic shop management system project report.pdf
Cosmetic shop management system project report.pdf
 
weather web application report.pdf
weather web application report.pdfweather web application report.pdf
weather web application report.pdf
 
Railway Signalling Principles Edition 3.pdf
Railway Signalling Principles Edition 3.pdfRailway Signalling Principles Edition 3.pdf
Railway Signalling Principles Edition 3.pdf
 
Hierarchical Digital Twin of a Naval Power System
Hierarchical Digital Twin of a Naval Power SystemHierarchical Digital Twin of a Naval Power System
Hierarchical Digital Twin of a Naval Power System
 
DESIGN A COTTON SEED SEPARATION MACHINE.docx
DESIGN A COTTON SEED SEPARATION MACHINE.docxDESIGN A COTTON SEED SEPARATION MACHINE.docx
DESIGN A COTTON SEED SEPARATION MACHINE.docx
 
Standard Reomte Control Interface - Neometrix
Standard Reomte Control Interface - NeometrixStandard Reomte Control Interface - Neometrix
Standard Reomte Control Interface - Neometrix
 
ethical hacking-mobile hacking methods.ppt
ethical hacking-mobile hacking methods.pptethical hacking-mobile hacking methods.ppt
ethical hacking-mobile hacking methods.ppt
 
ASME IX(9) 2007 Full Version .pdf
ASME IX(9)  2007 Full Version       .pdfASME IX(9)  2007 Full Version       .pdf
ASME IX(9) 2007 Full Version .pdf
 
NO1 Uk best vashikaran specialist in delhi vashikaran baba near me online vas...
NO1 Uk best vashikaran specialist in delhi vashikaran baba near me online vas...NO1 Uk best vashikaran specialist in delhi vashikaran baba near me online vas...
NO1 Uk best vashikaran specialist in delhi vashikaran baba near me online vas...
 
The Benefits and Techniques of Trenchless Pipe Repair.pdf
The Benefits and Techniques of Trenchless Pipe Repair.pdfThe Benefits and Techniques of Trenchless Pipe Repair.pdf
The Benefits and Techniques of Trenchless Pipe Repair.pdf
 
AKS UNIVERSITY Satna Final Year Project By OM Hardaha.pdf
AKS UNIVERSITY Satna Final Year Project By OM Hardaha.pdfAKS UNIVERSITY Satna Final Year Project By OM Hardaha.pdf
AKS UNIVERSITY Satna Final Year Project By OM Hardaha.pdf
 
road safety engineering r s e unit 3.pdf
road safety engineering  r s e unit 3.pdfroad safety engineering  r s e unit 3.pdf
road safety engineering r s e unit 3.pdf
 
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdf
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdfHybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdf
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdf
 
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptx
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptxCFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptx
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptx
 
Immunizing Image Classifiers Against Localized Adversary Attacks
Immunizing Image Classifiers Against Localized Adversary AttacksImmunizing Image Classifiers Against Localized Adversary Attacks
Immunizing Image Classifiers Against Localized Adversary Attacks
 
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...
 
Top 10 Oil and Gas Projects in Saudi Arabia 2024.pdf
Top 10 Oil and Gas Projects in Saudi Arabia 2024.pdfTop 10 Oil and Gas Projects in Saudi Arabia 2024.pdf
Top 10 Oil and Gas Projects in Saudi Arabia 2024.pdf
 
AP LAB PPT.pdf ap lab ppt no title specific
AP LAB PPT.pdf ap lab ppt no title specificAP LAB PPT.pdf ap lab ppt no title specific
AP LAB PPT.pdf ap lab ppt no title specific
 
一比一原版(UofT毕业证)多伦多大学毕业证成绩单如何办理
一比一原版(UofT毕业证)多伦多大学毕业证成绩单如何办理一比一原版(UofT毕业证)多伦多大学毕业证成绩单如何办理
一比一原版(UofT毕业证)多伦多大学毕业证成绩单如何办理
 
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Hori...
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Hori...RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Hori...
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Hori...
 

Time dependent probabilistic seismic hazard assessment

  • 1. TIME-DEPENDENT PROBABILISTIC SEISMIC HAZARD ASSESSMENT DEPARTMENT OF EARTHQUAKE ENGINEERING GYANENDRA PRAKASH RAHUL STRUCTURAL DYNAMICS 13526015
  • 2. OBJECTIVE • INTRODUCTION • TIME-DEPENDENT PSHA • BASIC CONCEPTS • METHODOLOGY • A CASE STUDY ON LOWER RHINE EMBAYMENT, GERMANY • INTRODUCTION • METHODOLOGY • SHORT TERM CLUSTERING • APPLICATIONS AND RESULTS • CONCLUSIONS • TIME-DEPENDENT PSHA OF NORTH-EAST INDIA
  • 3. INTRODUCTION • Earthquake sequences seem to be globally continuous over time. • Earthquakes spark other earthquakes as tectonic stresses move around in the fault network. • This explains the complex physical progression of earthquakes. • Despite knowing the time-dependence of earthquake occurrences, it is mostly uncared for. • It has been found that on average the theory of uncorrelated random earthquake activity underestimates the hazard by 5–10 per cent.
  • 4. TIME-DEPENDENT PSHA BASIC CONCEPTS • In the very common approach to seismic hazard assessment, the temporal behaviour of earthquake is assumed to be based upon Poisson model. • On the other hand recent studies show unambiguous perturbations from a Poissonian occurrence in seismic catalogues, and the presence of cluster activity after a mainshock and its influence is worldwide accepted.
  • 5. METHODOLOGY 1. SHORT-TERM EARTHQUAKE PROBABILITY (STEP) MODEL • Developed by USGS, it is a simple method of prediction of the rate of aftershocks based upon statistical parameters of aftershock distribution. • Main drawback of this model is that it does not predict time, magnitude and location of aftershocks. • Used to monitor aftershock activities in California, also for daily seismicity forecasts in Italy.
  • 6. 2. EPIDEMIC TYPE AFTERSHOCK SEQUENCE (ETAS) MODEL • It is a multigenerational model in which aftershocks from one earthquake causes their own aftershock sequences because of multiple generations of earthquakes. • It forecasts magnitude, space and time dependence of observed seismicity above some threshold magnitude. • The major advantage of this model is that discrimination of events is not required and consideration of seismic dependence of past events to present seismicity.
  • 7. • Poisson process is used for background event modelling and succession of aftershocks is described by modified Omori-Utsu law, which is given as where, t = time since occurrence of the shock K = aftershock productivity which depends upon lower bound of magnitude of aftershocks counted in v (t) p = power law exponent c = artefact related to difficulties in detecting events shortly after mainshock 푣(푡) = 퐾 푡 + 푐 −푝
  • 8. CASE STUDIES 1. LOWER RHINE EMBAYMENT, GERMANY 1.1 INTRODUCTION • It is a low seismicity region in North- Western Germany. • The two sites under study was Cologne and Aachen. • Seismicity data came from Leydecker catalogue, 2005, which was complete for ML ≥ 2.0 since 1974.
  • 9. • Short term clustering was modelled through ETAS and via Monte Carlo technique it was applied on timescales with 50 year of exposure time.
  • 10. 1.2 METHODOLOGY • 20,000 synthetic catalogues of time duration 50 years were generated for hazard assessment. • The probability of non-exceedance of a level A* ground motion at a particular location in time t was computed by counting the intervals in which A* didn't occur 푃(퐴 ∗; 푡) = lim 푁→∞ 1 푁 푁 퐻(퐴 ∗ −퐴max,푖 푖=1 P(A* ; t) = probability that A* is exceeded at least once in time period t N = number of catalogues of time duration t, H = Heaviside function Amax,i = maximum ground motion value occurred at a location during the ith catalogue
  • 11. 1.3 SHORT TERM CLUSTERING ETAS MODELLING • Aftershock activity was included in the analysis by ETAS modelling, which is a point process for representing occurrence of events larger than or equal to a minimum threshold magnitude. • The background events representing tectonic loading were modelled by Poisson modelling, and the succession of aftershocks were defined by Omori-Utsu law. 푣(푡) = 퐾 푡 + 푐 −푝
  • 12. • The magnitude for tectonic and triggered events was randomly selected from a G-R relation. The proportionality of sequence was taken proportional to K10αM, with M magnitude and K & α as constants. • By maximum-likelihood method; values obtained were (Hainzl et al,.2007)- μ = 1.35 yr-1 , K = 0.0083 , α = 0.70 , p = 0.98 , c = 0.5310-5 yr. , b = 0.96 ± 0.03
  • 13. 1.4 APPLICATION AND RESULTS • PGA at the site of interest was calculated for each Ms ≥ 4.0 by using the Berge- Thierry et al. (2003). The log(PGA) value was randomly chosen from Gaussian density function. Standard deviation = 0.2923, truncated at three standard deviations. • The solid line signifies 50 % percentile and the dashed line signifies 90 % percentile at Cologne. Amax value of 0.036g and 0.09g respectively for Cologne and 0.049g and 0.12g respectively for Aachen.
  • 14. IMPACT OF SHORT-TERM CLUSTERING • Two different approaches were used for declustering- Case 1: following the ETAS modelling, the main shock was described as the first event irrespective of magnitude. Case 2: main shock was considered as the largest event in cluster (perfect declustering). • The effect of the time-independent hypothesis were evaluated for the two sites through ETAS catalogues and their corresponding Poissonian catalogues. The figure shows the impact of Poissonian hypothesis at the two locations.
  • 15. • For every percentile the difference between the PGA values for Poissonian catalogues and ETAS catalogues were calculated and normalized over the value of ETAS catalogue. • Case2, which was referred as perfect declustering, yielded an impact equal to 8 at 90% probability of non-exceedance in 50 years. This implied that with perfect declustering the seismic hazard was being underestimated by 8 %.
  • 16. IMPACT OF HISTORIC EVENTS • Düren earthquake, February’1756 with ML = 6.4 and Roermond earthquake, April’1992 with ML = 5.9 were selected to quantify the effect of aftershock sequences of larger historic events using Monte Carlo simulations.
  • 17.
  • 18. • In previous figure, top graph shows the contribution of ongoing aftershock sequences caused by the 1992 Roermond earthquake, for the location of Cologne and Aachen. Lower graphs show the contribution of ongoing aftershock sequences caused by the 1756 Düren earthquake. • Uncertainty linked to the magnitude of Düren earthquake was considered by assuming upper and lower estimates of ML =5.9 and ML= 6.9 which were reported as dashed and dotted lines respectively. • Because the location of 1756 event was close to Aachen, it was found that the contribution to the hazard was still large for high probabilities of non-exceedance, reaching 20 % maximum for Aachen and significantly less for Cologne. Furthermore the Roermond event,1992 contributed more than 10%to the hazard at 90% probability of non-exceedance for next 50 years.
  • 19. 1.5 CONCLUSIONS OF THE CASE STUDY • Analysis showed that neglecting aftershocks led to an underestimation of the hazard by 8 % at 90 % probability of non-exceedance in 50 years. • Moreover, the ongoing aftershock sequence of the Roermond event, 1992 contributed 10-15% to the hazard at the level of 90% of probability of non-exceedance. Even the Düren event, 1756 contributed about 20% to the present hazard for the city of Aachen at the level of 95% probability of non-exceedance.
  • 20. TIME-DEPENDENT PSHA OF NORTH-EAST INDIA • Till now the probabilistic seismic hazard assessment of North-Eastern region has been carried out in time-independent mode with declustering performed based upon Poissonian process. • The aim of this project is to assess the seismic hazard of North-East India including the cluster activities to evaluate the underestimation of hazard due to removal of aftershock events.