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USGS Bay Area Seismic Velocity ModelConstruction and Earthquake Simulations
Brad AagaardCollaborators: Thomas Brocher, Robert Jachens, Robert Simpson
July 15, 2013
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Outline
Overview of Earth Structure ModelsUSGS Bay Area Geologic and Seismic Velocity Models
Methodology of constructionQuerying the seismic velocity modelExamples from validationApplication to scenario earthquakesIdeas for improving the models
Introduction Overview
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Earth Structure Models
Objective: Describe 3-D geologic structure
Geometry of faultsGeometry of major lithologic boundariesPhysical properties
Elastic propertiesAttenuation
Introduction Overview
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Earth Structure ModelsUSR approach provides framework for integrating multiple geophysical datasets
Tomographic approachRelate seismic velocity to point in spacePermits arbitrarily complex variations in wave speedsDensity not independently constrained
Unified structural representation (USR) approachGeologic block model describes geometry (faults, layers, etc)Seismic velocity model relates elastic properties to geologyPermits sharp lithologic boundariesConstraints from surface traces, gravity, tomographyOften relies on rules to convert rock type to elastic properties
Introduction Overview
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3-D Bay Area Earth Structure ModelsRegion of Coverage
-126˚ -125˚ -124˚ -123˚ -122˚ -121˚ -120˚ -119˚35˚
36˚
37˚
38˚
39˚
40˚
41˚
42˚
0 100 200 300
km Bakersfield
Visalia
Fresno
Reno
South Lake
Coalinga
Sonora
Merced
Alturas
Susanville
Paso Robles
Modesto
Grass Valley
King City
Hollister
Sacramento
Chico
Monterey
San Jose
Redding
San Francisco
Yreka
Santa Rosa
Ukiah
Fort Bragg
Eureka
Crescent City
Detailed Model
Regional Model
Introduction Overview
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3-D Bay Area Earth Structure Models: History
2005 Models developed for the 1906 earthquakeground-motion modeling
Detailed model for the Bay AreaCoarse resolution model for surrounding areaThurber tomographic model (much coarser)
2006 Initial analysis by Rodgers et al. and Kim and DregerShear wave speed about 5% too low in East BayDifficult to isolate regions needing improvement
2008 Minor updates to correct significant discrepanciesIncrease shear wave speed in East BayCorrect significant discrepancies with Thurbertomographic model
Introduction Overview
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Bay Area Geologic Block ModelConstructed from geologic mapping, gravity, seismicity, etc using Earth Vision
23 faults29 lithologic units130 blocks
Introduction Block Model
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Bay Area Geologic Block ModelVertical slice through Santa Clara Valley shows basin structure
Introduction Block Model
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Geologic Block Model→ Seismic Velocity Model
GeologicBlock Model
SurfaceExtraction
Block ModelSurfaces
Lithologyto ElasticProperties
Depth
SeismicVelocityModel
RasterizeSeismicVelocity
Model File
Lon, Lat,Elev
Vp, Vs,Density,Qp, Qs
C/C++/Fortran
Introduction Seismic Velocity Model
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Geologic Block Model→ Seismic Velocity ModelFranciscan (Foothills) elastic properties as a function of depth
Vp(km/s) =
a + 2.5 + 2.0d 0 ≤ d ≤ 1.0kma + 4.5 + 0.45(d − 1) 1.0km ≤ d ≤ 3.0kma + 5.4 + 0.0.0588(d − 3) 3.0km ≤ d
a = 0.13
density = 1.74Vp0.25
Vs(km/s) = 0.7858− 1.2344Vp + 0.7949Vp2
−0.1238Vp3 + 0.00064Vp4
Qs =
{−16 + 104.13Vs − 25.225Vs2 + 8.2184Vs3 Vs > 0.3km/s13 Vs ≤ 0.3km/s
Qp = 2Qs
Introduction Seismic Velocity Model
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Seismic Velocity Model: Deep SedimentsDepth to Vs 2.5 km/s isosurface
-123˚ -122˚ -121˚
37˚
38˚
0 50km
0
1
2
3
4
Isos
urfa
ce D
epth
(km
)
San Francisco
San Jose
Santa Rosa
Livermore
Fremont
Napa
Concord
Gilroy
Sacramento
Stockton
Introduction Seismic Velocity Model
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Seismic Velocity Model: Shallow SedimentsDepth to Vs 1.0 km/s isosurface
-123˚ -122˚ -121˚
37˚
38˚
0 50km
0.0
0.2
0.4
0.6
0.8
Isos
urfa
ce D
epth
(km
)
San Francisco
San Jose
Santa Rosa
Livermore
Fremont
Napa
Concord
Gilroy
Sacramento
Stockton
Introduction Seismic Velocity Model
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Seismic Velocity Model: Spatial ResolutionFiner resolution near the surface
Detailed Model (213 million points, 8.2 GB)
Depth Horiz. Resolution Vert. Resolution0–0.4km 100m 25m0.4km–3.2km 200m 50m3.2km–6.4km 400m 100m6.4km–45km 800m 200m
Regional Model (155 million points, 6.0 GB)
Depth Horiz. Resolution Vert. Resolution0–6.4km 400m 100m6.4km–45km 800m 200m
Introduction Seismic Velocity Model
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Seismic Velocity Model Stored as Etree DatabaseEfficient access to multi-resolution binary file via simple API
Etree database developed by Euclid Project at CMUStore data points as octree grid and order points in file usingtree structureSimple API to access Etree file
Very efficient access to variable resolution dataSet cache size for amount of model stored in memory
Wrap seismic velocity model API around Etree APIGeoreferencing and conversion among geographic projectionsRemove topography via flattening/bulldozingAnti-aliasing
Introduction Seismic Velocity Model
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Validation via Ground-Motion Modeling
Waveform modeling of moderate and large earthquakes1989 M6.9 Loma Prieta (SF06 project)2007 M5.4 Alum Rock (Hayward08 project)2007 M4.2 Oakland (Hayward087 project)2008 M4.1 Alamo (Frankel)
PGV for 10 M4.1–5.4 earthquakes (Kim, Larsen, and Dreger)Travel-time for 12 M4.0–5.1 earthquakes (Rodgers et al.)
Validation Waveform Modeling
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Validation: 2007 Mw 5.4 Alum Rock, T > 2.0sNeed to refine elastic properties near edge of Evergreen basin
0 10 20 30 40 50 60201510
505
101520
0 10 20 30 40 50 60201510
505
101520
0 10 20 30 40 50 60201510
505
101520
ObservedAagaard
Time (s)
Velo
city
(mm
/s)
East-West North-South VerticalStation Q32 (East San Jose Array Q32)
Validation Waveform Modeling
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Validation: 2007 Mw 5.4 Alum Rock, T > 2.0sVelocity model nicely captures characteristics of Cupertino basin
0 10 20 30 40 50 60201510
505
101520
0 10 20 30 40 50 60201510
505
101520
0 10 20 30 40 50 60201510
505
101520
ObservedAagaard
Time (s)
Velo
city
(mm
/s)
East-West North-South VerticalStation H30 (South Saratoga Array H3)
Validation Waveform Modeling
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Validation: 2007 Mw 5.4 Alum Rock, T > 2.0sVelocity model captures structure in southern end of Santa Clara Valley
0 10 20 30 40 50 6010
5
0
5
10
0 10 20 30 40 50 6010
5
0
5
10
0 10 20 30 40 50 6010
5
0
5
10ObservedAagaard
Time (s)
Velo
city
(mm
/s)
East-West North-South VerticalStation 2034 (Morgan Hill, El Toro Fire Station)
Validation Waveform Modeling
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Validation: 2007 Mw 5.4 Alum Rock, T > 2.0sLivermore basin needs significant improvement
0 10 20 30 40 50 6054321012345
0 10 20 30 40 50 6054321012345
0 10 20 30 40 50 6054321012345
ObservedAagaard
Time (s)
Velo
city
(mm
/s)
East-West North-South VerticalStation CDOB (Doolan Road)
Validation Waveform Modeling
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Validation: 2007 Mw 4.2 Oakland, T > 2.0sNo problem for short travel path along west side of Hayward fault
0 10 20 30 40 50 60
0.8
0.4
0.0
0.4
0.8
1.2
0 10 20 30 40 50 60
0.8
0.4
0.0
0.4
0.8
1.2
0 10 20 30 40 50 60
0.8
0.4
0.0
0.4
0.8
1.2ObservedAagaard
Time (s)
Velo
city
(mm
/s)
East-West North-South VerticalStation BRK (Berkeley, Haviland Hall)
Validation Waveform Modeling
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Validation: 2007 Mw 4.2 Oakland, T > 2.0sVelocity model is missing shallow sediment in Oakland
0 10 20 30 40 50 602
1
0
1
2
0 10 20 30 40 50 602
1
0
1
2
0 10 20 30 40 50 602
1
0
1
2ObservedAagaard
Time (s)
Velo
city
(mm
/s)
East-West North-South VerticalStation 2190 (Oakland, Fire Station 29)
Validation Waveform Modeling
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Validation: 2007 Mw 4.2 Oakland, T > 2.0sVelocity model captures main features of San Pablo basin
0 10 20 30 40 50 60
0.4
0.2
0.0
0.2
0.4
0.6
0 10 20 30 40 50 60
0.4
0.2
0.0
0.2
0.4
0.6
0 10 20 30 40 50 60
0.4
0.2
0.0
0.2
0.4
0.6ObservedAagaard
Time (s)
Velo
city
(mm
/s)
East-West North-South VerticalStation MAR (Mare Island)
Validation Waveform Modeling
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Validation: 2007 Mw 4.2 Oakland, T > 2.0sVelocity model is too slow, but waveform amplitudes are close
0 10 20 30 40 50 60
0.8
0.4
0.0
0.4
0.8
1.2
0 10 20 30 40 50 60
0.8
0.4
0.0
0.4
0.8
1.2
0 10 20 30 40 50 60
0.8
0.4
0.0
0.4
0.8
1.2ObservedAagaard
Time (s)
Velo
city
(mm
/s)
East-West North-South VerticalStation BRIB (Orinda, Briones Reserve)
Validation Waveform Modeling
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Validation: 2007 Mw 4.2 Oakland, T > 2.0sVelocity model is slightly slow but under-predicts waveform amplitudes
0 10 20 30 40 50 602
1
0
1
2
0 10 20 30 40 50 602
1
0
1
2
0 10 20 30 40 50 602
1
0
1
2ObservedAagaard
Time (s)
Velo
city
(mm
/s)
East-West North-South VerticalStation 3992 (Pleasant Hill, Fire Station 2)
Validation Waveform Modeling
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Validation: Peak Ground VelocityError in PGV increases significantly for f > 0.25 Hz (T < 4 s)
Kim, Larsen, and Dreger, BSSA, 2010Validation Peak Velocity
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Seismic Hazard and 3-D Simulations3-D simulations allow more detail but require greater understanding
USGS National Seismic Hazard MapsEarthquake description: magnitude and fault boundaryGround motions from empirical regressions
Fault orientation, slip direction, dist. from faultPath and site corrections
Ground motion metrics: PGV, PGA, SA3-D ground-motion simulations
Earthquake description: earthquake rupture time historyComplex fault geometrySpatial and temporal evolution of slip
Ground motions from wave propagation3-D physical properties (basin effects)Rupture directivity
Displacement, velocity, and acceleration time histories
Validation Peak Velocity
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Ground-Motion Simulations3-D ground-motion simulations can include rupture physics
Prescribed slip rupture modelsDriven by source inversions and spontaneous rupturesimulationsDeterministic + stochastic slip fieldsComplex nonplanar fault geometryComplex rupture pathsNot necessarily consistent with underlying physics
Spontaneous rupture modelsSlip evolves based on stress conditions and fault constitutivemodelDeterministic + stochastic stress fieldsComplex nonplanar fault geometryInvolves more parameters and knowledge of conditions in thelithosphere
Validation Peak Velocity
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UCERF Bay Area Probabilities30 yr probability for Hayward / Rodgers Creek is now 31%
Hayward Fault Scenarios Introduction
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Hayward FaultFault runs along the edge of the densely populated East Bay
Hayward Fault Scenarios Introduction
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Hayward FaultFault runs underneath UC Berkeley’s Memorial Stadium
Hayward Fault Scenarios Introduction
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Jim Lienkaemper’s Tyson’s Lagoon TrenchEvidence for 12 ruptures over the past 1900 years
Lienkaemper et al. USGS Open File Report 03-488Hayward Fault Scenarios Introduction
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Paleoseismic Record at Tyson’s LagoonCurrently in middle of time window for next expected event
Hayward Fault Scenarios Introduction
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Hayward Scenario Earthquakes Project
Compute ground motions for a suite of 39 scenarioearthquakes involving the Hayward fault
Rupture lengthHypocentersDistribution of slipRise timeRupture speed
Develop rupture models based on geophysical dataconsistent with NGA ground-motion prediction models
Spatial variation in slipSpatial variation in rise timeSlower rupture speed in areas with little slip
Account for aseismic creep in prescribed slip rupture models
Hayward Fault Scenarios Project Overview
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Project PersonnelCollaborative effort to develop realistic ruptures and ground motions
USGS Menlo Park Brad Aagaard, John Boatwright, ThomasBrocher, Russell Graymer, Ruth Harris, ThomasHolzer, Dave Keefer, Jim Lienkaemper, David Ponce,David Schwartz, Robert Simpson, Paul Spudich,Janet Watt
Lawrence Livermore National Laboratory Shawn Larsen,Arthur Rodgers
URS Pasadena Robert Graves (now at USGS Pasadena)UC Berkeley Doug DregerStanford University Shuo Ma (now at SDSU)
Hayward Fault Scenarios Project Overview
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Animation of Shaking Intensity
Hayward Fault Scenarios Ground Motions
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Comparison with Boore-Atkinson NGA GMPEBias with NGA ground-motion prediction models increases with period
SA T=0.3 s SA T=1.0 s SA T=3.0 s
−123˚ −122˚ −121˚
37˚
38˚
39˚
0 50 100
km
−2
−1
0
1
2
log 2
(SA
T=
0.3s
syn
/ref
)
San Francisco
San Jose
Santa Rosa
Livermore
Fremont
Napa
Concord
Gilroy
Sacramento
Stockton
−123˚ −122˚ −121˚
37˚
38˚
39˚
0 50 100
km
−2
−1
0
1
2
log 2
(SA
T=
1.0s
syn
/ref
)
San Francisco
San Jose
Santa Rosa
Livermore
Fremont
Napa
Concord
Gilroy
Sacramento
Stockton
−123˚ −122˚ −121˚
37˚
38˚
39˚
0 50 100
km
−2
−1
0
1
2
log 2
(SA
T=
3.0s
syn
/ref
)
San Francisco
San Jose
Santa Rosa
Livermore
Fremont
Napa
Concord
Gilroy
Sacramento
Stockton
0
1000
2000
Cou
nt
−2.5 −2.0 −1.5 −1.0 −0.5 0.0 0.5 1.0 1.5 2.0 2.5
log2(SA T=0.3s syn/ref)
mean = 0.10std dev. = 0.34
0
1000
2000
Cou
nt
−2.5 −2.0 −1.5 −1.0 −0.5 0.0 0.5 1.0 1.5 2.0 2.5
log2(SA T=1.0s syn/ref)
mean = −0.03std dev. = 0.65
0
1000
2000
Cou
nt
−2.5 −2.0 −1.5 −1.0 −0.5 0.0 0.5 1.0 1.5 2.0 2.5
log2(SA T=3.0s syn/ref)
mean = 0.30std dev. = 0.78
Hayward Fault Scenarios Comparison w/NGA
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Urban Seismic Hazard MapsHigh resolution alternative to National Seismic Hazard Maps
Reduce uncertainty in ground-motions by includingBasin amplificationRupture directivityComplex interaction between rupture directivity and basins
Gaining momentum in USGS and SCECRequires propagating uncertainties
Median values of most parameters are well-constrainedMore work needed to constrain probability distributions andincorporate them into models and simulations
Requires at least hundreds to thousands of simulationsStoring waveform output with proper metadata is challengingRequires better models of Earth structure andearthquake rupture
Moving Forward Future Directions
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3-D Bay Area Earth Structure: Moving ForwardNeed to improve both the block model and the seismic velocity model
Refine geologic block modelFiner subdivision of lithologic units
Quaternary sediments (e.g., Bay Mud)Tertiary-Cenozoic sediments (e.g., east of Hayward fault)
Regional model is too simpleSan Andreas fault surfaceUpper crust, lower crust, mantle
Refine physical propertiesSystematic application of constraints from seismic data
Iterate on model with full waveform tomographyLocal analysis using dense arrays
Consistency with Vs30 modelsSmall scale (stochastic) variability
Moving Forward Improving Models
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Improving the Seismic Velocity ModelExcellent coverage in urban area with current instrumentation
-124˚ -123˚ -122˚ -121˚ -120˚36˚
37˚
38˚
39˚
0 100
km
Coalinga
Sonora
Merced
Modesto
Grass Valley
King City
Hollister
Sacramento
Monterey
San Jose
San Francisco
Santa Rosa
Ukiah
Fort Bragg
Detailed ModelCGS
NCBKNSMP
-122˚37˚
38˚
0 50
km
San Jose
San Francisco
Santa Rosa
Moving Forward Improving Models
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Improving the Seismic Velocity ModelM4+ seismicity (2000–present) is limited and concentrated in space
-124˚ -123˚ -122˚ -121˚ -120˚36˚
37˚
38˚
39˚
0 100
km
Coalinga
Sonora
Merced
Modesto
Grass Valley
King City
Hollister
Sacramento
Monterey
San Jose
San Francisco
Santa Rosa
Ukiah
Fort Bragg
Detailed Model
Moving Forward Improving Models