mapping earthquake hazard

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Mapping Earthquake Mapping Earthquake Hazard in the United Hazard in the United Hazard in the United Hazard in the United States States David M. Boore U.S. Geological Survey A talk presented to the Geology Department, Oberlin College, Oberlin, Ohio, 9 March 2004 College, Oberlin, Ohio, 9 March 2004

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Page 1: Mapping Earthquake Hazard

Mapping Earthquake Mapping Earthquake Hazard in the UnitedHazard in the UnitedHazard in the United Hazard in the United

StatesStates

David M. BooreU.S. Geological Survey

A talk presented to the Geology Department, Oberlin College, Oberlin, Ohio, 9 March 2004College, Oberlin, Ohio, 9 March 2004

Page 2: Mapping Earthquake Hazard

I b hIn both Canada and

the U.S., ,damaging

earthquakes areare

experienced over much of th tthe country,

making seismic hazard a

national issue

• From G. Atkinson

Page 3: Mapping Earthquake Hazard

USGS National Seismic Hazard M 2002 U d tMaps: 2002 Update

A. Frankel, M. Petersen, C. Mueller, K Haller R Wheeler E LeyendeckerK. Haller, R. Wheeler, E. Leyendecker, R. Wesson, S. Harmsen, C. Cramer,

D Perkins and K RukstalesD. Perkins, and K. RukstalesU.S. Geological Survey

C lif i d d j i tl ithCalifornia maps produced jointly with California Geological Survey:

T Cao and W BryantT. Cao and W. Bryant

Page 4: Mapping Earthquake Hazard

What’s Ahead?

• What is “earthquake (seismic) hazard’’?• Response spectrum: the measure of ground shaking

that is mapped • Mapping the hazard

– seismicity (with special attention to New Madrid)seismicity (with special attention to New Madrid)• where do earthquakes occur?• how often do they occur?• how large are they?

– ground motion• specify the ground shaking as a function of earthquake size

and distance from a siteti th h d l t b d– computing the hazard values to be mapped

– results• Paleoseismometry: precarious rocks

Page 5: Mapping Earthquake Hazard

“Civilisation exists by geological consent, subject

h i h ito change without prior notice ”notice.

William Durant, historian

Page 6: Mapping Earthquake Hazard

SEISMIC HAZARD -SEISMIC HAZARD -

the possibility of that consentthe possibility of that consent being withdrawn.g

Page 7: Mapping Earthquake Hazard

SEISMIC HAZARDSEISMIC HAZARD is the possibility of

potentially destructiveearthquake effectsearthquake effects

occurring at a particular l ti ithi ifi dlocation within a specified

period.p

Page 8: Mapping Earthquake Hazard

Earthquake EffectsFAULTINGSURFACE

RUPTURE TSUNAMISFAULTINGSURFACE RUPTURE TSUNAMISFAULTINGSURFACE RUPTURE TSUNAMIS

SEISMIC ENERGY RELEASE

SEISMIC ENERGY RELEASE

SEISMIC ENERGY RELEASE

LANDSLIDES LIQUEFACTIONLANDSLIDES LIQUEFACTIONLANDSLIDES LIQUEFACTION

STRONG GROUND MOTION

TOPOGRAPHIC RELIEF

SOIL DEPOSITSSTRONG GROUND MOTION

TOPOGRAPHIC RELIEF

SOIL DEPOSITSSTRONG GROUND MOTION

TOPOGRAPHIC RELIEF

SOIL DEPOSITS

AMPLIFIED GROUND SHAKING

AMPLIFIED GROUND SHAKING

AMPLIFIED GROUND SHAKING

AMPLIFIED GROUND SHAKING

AMPLIFIED GROUND SHAKING

AMPLIFIED GROUND SHAKING

Page 9: Mapping Earthquake Hazard

RISK

HAZARD is not RISK

RISK =HAZARD * EXPOSURE * VULNERABILITYHAZARD EXPOSURE VULNERABILITY

The hazard is controlled by NatureThe hazard is controlled by Nature.

Vulnerability and Exposure are controlled by humans.

Page 10: Mapping Earthquake Hazard

Seismic Risk Mitigation

HAZARD * EXPOSURE * VULNERABILITY COST

Seismic Risk Mitigation

HAZARD * EXPOSURE * VULNERABILITY = COST

AAssess

ControlReduce

Control

Balance

Page 11: Mapping Earthquake Hazard

2003 San Simeon earthquake (M 6.5): 2 deaths in Paso Robles

0 480.48g

Page 12: Mapping Earthquake Hazard

Damage in Paso Robles, CA, due to collapse of unreinforced masonry building (2 lives lost) during the 2003 San Simeon earthquake

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•Contrast damage with that in Bam Iran (M 6 6)in Bam, Iran (M 6.6)•>30,000 deaths•Why so many deaths, compared to Paso Robles?

•Was ground motion higher than in Paso Robles? (0.98g pga in Bam; 0 48g 10 km fromBam; 0.48g 10 km from Paso Robles)•Was the construction less earthquake

?resistant?

0.98gg

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Measures of ground motion forMeasures of ground motion for engineering purposes

• Peak motions (acceleration, velocity, displacement)

• Elastic response spectrap p

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Elastic response spectraElastic response spectra

ÄuÄug

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convert displacement spectrum into acceleration spectrum (multiply by (2π/T)2)

100

10

100

10

(cm

/s2 )

1

10

cem

ent

(cm

)

0 1

1

Acc

eler

atio

n

0.01

0.1

Rel

ativ

eD

ispl

ac

0 1 1 10 100

0.01

0.1

0 1 1 10 100

10-4

0.001

R

1999 Hector Mine Earthquake (M 7.1)

station 596 (r= 172 km), transverse component

0.1 1 10 100Period (sec)

0.1 1 10 100Period (sec)

Page 19: Mapping Earthquake Hazard

pick off values of SA at 0.2 sec and 1 sec

100

10

100

10

(cm

/s2 )

1

10

cem

ent

(cm

)

0 1

1

Acc

eler

atio

n

0.2 sec 1 sec0.01

0.1

Rel

ativ

eD

ispl

ac

0 1 1 10 100

0.01

0.1

0 1 1 10 100

10-4

0.001

R

1999 Hector Mine Earthquake (M 7.1)

station 596 (r= 172 km), transverse component

0.1 1 10 100Period (sec)

0.1 1 10 100Period (sec)

Page 20: Mapping Earthquake Hazard

fit functions through values to form an approximate response spectrump p

100

10

100

SA = SA(0.2 s)

10

(cm

/s2 )

1

10

cem

ent

(cm

) SA = SA(1.0 s)/T

0 1

1

Acc

eler

atio

n

0.2 sec 1 sec0.01

0.1

Rel

ativ

eD

ispl

ac

0 1 1 10 100

0.01

0.1

0 1 1 10 100

10-4

0.001

R

1999 Hector Mine Earthquake (M 7.1)

station 596 (r= 172 km), transverse component

similarity of SA(0.2) and SA(1.0) a coincidence here!

0.1 1 10 100Period (sec)

0.1 1 10 100Period (sec)

y ( ) ( )

Page 21: Mapping Earthquake Hazard

U.S. National Seismic Hazard Map – 2002 Edition

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U.S. National Seismic Hazard Map – 2002 Edition

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Some Major Uses of the National SeismicSome Major Uses of the National Seismic Hazard Maps and Associated Products

• Building codes: International Building Code, International Residential Code, ASCE national design load standard, NEHRP ProvisionsD i f hi h b id d l dfill• Design of highway bridges, dams, landfills

• Loss estimation (e.g., HAZUS), earthquake iinsurance

• Emergency management, EQ scenarios

Page 24: Mapping Earthquake Hazard

USGS Seismic Hazard Maps (1996 andUSGS Seismic Hazard Maps (1996 and update in 2002)

• Consensus of experts: regional workshops (CEUS 1995, 2000), external review panel, open review of interim maps on Internet

• Average hazard estimate, not worst case; d lt ti d ti di tiused alternative ground-motion prediction

equations and fault locations; uncertainty estimates published in 1997 2000 2001estimates published in 1997, 2000, 2001

Page 25: Mapping Earthquake Hazard

Probabilistic Seismic Hazard Analysis (PSHA)

•• SeismicitySeismicity: for each spatial point, assign the probability of an earthquake with particular magnitude occurring each yearearthquake with particular magnitude occurring each year (consider all magnitudes in a range from small to large).

•• Ground motionGround motion: for a spatial point, compute the probability that a level of ground motion will be exceeded considering alla level of ground motion will be exceeded, considering all surrounding points as potential sources (each magnitude and distance can be thought of as a scenario).

Combine probabilities to obtain a frequency of exceedance for• Combine probabilities to obtain a frequency of exceedance for each scenario.

• Add frequencies of exceedance for a particular level of ground ( )motion (combining all scenarios). This gives the HAZARD HAZARD

CURVECURVE

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S i i itS i i itSeismicitySeismicity

1. Identify the potential sources of future earthquakes

2. Estimate the maximum magnitude (Mmax) earthquake that ld ithi hcould occur within each source

3. Calculate the recurrence relationship that defines how frequently, on average, earthquakes of different magnitude q y g q goccur within each source.

Page 27: Mapping Earthquake Hazard

Divide the US into WUS and CEUS

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S A d f lt C i Pl iSan Andreas fault– Carrizo Plain(taken from a radio-controlled kite; see http://quake.usgs.gov/kap/carrizo/)

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Faults (Fairview Valley, NV)

Note the flimsy cabin and stovepipe; does this say anything about the strength of ground shaking?

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Intraplate Earthquakes

• The driving forces, and stress fields, that are characterized by intraplate earthquakes are difficult to characterize and vary widely

• One example mechanism for intraplate h k i i d i h l i learthquakes is stress associated with post-glacial

reboundSt t ti d k “f il d” ift• Stress concentrations and weak “failed” rifts another possibility

Page 35: Mapping Earthquake Hazard

Specification of seismicityseismicity for the National Seismic Hazard MapsSeismic Hazard Maps

• 1 Use spatially-smoothed historic seismicity;1. Use spatially smoothed historic seismicity; assumes that moderate and large earthquakes will occur near previous M3+ events

• 2. Use large background zones based on broad geologic criteria; addresses non-stationary seismicity; quantifies hazard in areas with littleseismicity; quantifies hazard in areas with little historic seismicity but potential for damaging earthquakes

• 3. Use specific fault sources with recurrence rates determined from geologic slip rates, trenching st dies or paleoliq efaction datesstudies, or paleoliquefaction dates

Page 36: Mapping Earthquake Hazard

Direct Inputs to Hazard Maps

• Earthquake catalogs (instrumental and historic)• Fault data (geologic slip rates, dates of past (g g p , p

events from trenching, fault geometry, etc.)• Effects of prehistoric earthquakes: p q

paleoliquefaction (New Madrid, Charleston, Wabash Valley), subsidence and uplift (Cascadia, Seattle flt)

• Geodetic data (NV-CA, Puget Lowland)

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Stein

Page 40: Mapping Earthquake Hazard

Note linear pattern of New Madrid

seismicity – but no f f l isurface faulting

found

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New Madrid seismicity believed related to buried riftNew Madrid seismicity believed related to buried rift faults (under several km of overlying sediments)

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The Smoking Guns for New Madrid EarthquakesEarthquakes

• 1811-12: three largest earthquakes felt as far away N E l d d i i i 9 10 ias New England, producing intensity 9-10 in

Memphis, very large liquefaction area• between 1300 and 1600 A D : sequence of three• between 1300 and 1600 A.D.: sequence of three

large earthquakes with similar liquefaction area as 1811-12 (Tuttle and Schweig)

• between 800 and 1000 A.D.: sequence of three large earthquakes with similar liquefaction area as 1811 12 (Tuttle and Schweig)1811-12 (Tuttle and Schweig)

• also: M6.6 earthquake in 1895 in Charleston, MO; M6 in 1843 in Marked Tree, AR; history of M5.1M6 in 1843 in Marked Tree, AR; history of M5.1 and smaller events since 1900

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GroundGround--Motion Prediction EquationsMotion Prediction Equations

Gives mean and standard deviation of 1.0

response-spectrum ordinate (at a particular frequency)

f ti f kA

ccel

(g)

e:06

:53:

50

as a function of magnitude distance, site conditions, and perhaps other

0.1

rizon

talP

eak

ND

NR

.dra

w;

Dat

e:20

04-0

3-08

;Tim

e

perhaps other variables.

Larg

erH

o

1992 Landers M = 7 3

File

:C:\m

etu_

03\re

gres

s\B

JFLN

0.01

1992 Landers, M = 7.31994 NR, M=6.7 (reduced by RS-->SS factor)Boore et al., Strike Slip, M = 7.3, NEHRP Class D_+

10-1 1 101 102

Shortest Horiz. Dist. to Map View of Rupture Surface (km)

Page 48: Mapping Earthquake Hazard

Deriving the Equations

• Regression analysis of observed data if have adequate observations (rare for most of the world).

• Regression analysis of simulated data for regions with inadequate data (making use of motions from

ll if il bl i dismaller events if available to constrain distance dependence of motions).H b id th d t i l ff t• Hybrid methods, capturing complex source effects from observed data and modifying for regional differencesdifferences.

Page 49: Mapping Earthquake Hazard

8Western North America

Observed data adequate

6

7

entM

agni

tude

Obse ed data adequatefor regression exceptclose to large ‘quakes

5

6

Mom

e

Used by BJF93 for pga 3-09

-05;

Tim

e:14

:40:

01

1 10 100 10008

Eastern North America

_wna

_ena

_pga

.dra

w;

Dat

e:20

03

6

7

entM

agni

tude

File

:C:\m

etu_

03\re

gres

s\m

_d_

Observed data not adequate for regression,

5

6

Mom

e

AccelerographsS i hi St ti

use simulated data

1 10 100 1000Distance (km)

Seismographic Stations

Page 50: Mapping Earthquake Hazard

Higher ground motions for given Magnitude, Distance for CEUS Earthquakes Compared with

WUS• Higher Q in crust: less attenuation with distance• Higher earthquake stress drop: more high-frequency

ground motion for specified moment magnitudeground motion for specified moment magnitude• Determined from instrumental analysis of small and

moderate events in CEUS and isoseismals of large ghistoric events

Page 51: Mapping Earthquake Hazard

Distance-decay of regional shear waves determinedby Benz, Frankel, and Boore (1997)

Page 52: Mapping Earthquake Hazard

Fits using magnitude-independent stress drop, omega –2 model

From Frankel (1994)

Page 53: Mapping Earthquake Hazard

T = 0.2 sec

1

ion

(g)

M = 7.6

0.1

ectra

lAcc

eler

at

M = 5.6

0.01Spe

ENA: Atkinson and Boore, 1995ENA: Frankel et al., 1996WNA: Boore et al, 1997

10 20 30 100 2000.001

Distance (km)

Page 54: Mapping Earthquake Hazard

How do we estimate ground motions for large earthquakes near New Madrid?

• use estimated magnitude to calculate ground motions f i d ti di ti tifrom various ground-motion prediction equations: stochastic models using source parameters and derived for small earthquakes; constant stress drop with magnitude model validated with felt area vs magnitudemagnitude model validated with felt area vs. magnitude data; in 2002 added two corner frequency model, hybrid extended-source model, and semi-empirical modelAtki d B (1998) d di ti ith• Atkinson and Boore (1998) compared predictions with regional ENAM data

• check with recorded ground motions of Bhuj, India earthquake

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Hazard Methodology ExampleExample

a bEarthquake SourcesGround motion

r1

Hazard curvea

erat

ion

d1

d2

d3

d4

r1

r2

high seismicityM 7.6

k gr

ound

acc

elM7.6

r3

high seismicityzone

peak ground acceleration (pga)0.25gdistancepe

ak

0.5g

Page 58: Mapping Earthquake Hazard

(AfterAnnual probability that earthquake occurs:

Source B 1/200=0.005

Source A Site

1/10=0.10

After Wang et al., 2003

Page 59: Mapping Earthquake Hazard

2T=0.2 sec

1

POE = 0.16

POE = 0.50

"POE"= Probability of Exceeding the value of SA

0.1

0.2

SA

(g)

POE = 0.84

0

M = 5.5

1 2 10 20 1000.02

Distance (km).

Page 60: Mapping Earthquake Hazard

2T=0.2 sec

1

POE = 0.16

POE = 0.50

"POE"= Probability of Exceeding the value of SA

0.44g

0.1

0.2

SA

(g)

POE = 0.840.26g

0.16g

0

M = 5.5

1 2 10 20 1000.02

Distance (km).

Page 61: Mapping Earthquake Hazard

2T=0.2 sec

1

POE = 0.16

POE = 0.50

"POE"= Probability of Exceeding the value of SA

0.44g

0.1

0.2

SA

(g)

POE = 0.840.26g

0.16g

0

M = 5.5

"FOE"= Frequency of Exceedance (combining eq & sa prob)

For 0.44g, FOE = 0.10*0.16 = 0.016

1 2 10 20 1000.02

Distance (km).

Page 62: Mapping Earthquake Hazard

2T=0.2 sec

1

POE = 0.16

POE = 0.50

"POE"= Probability of Exceeding the value of SA

0.44g

0.1

0.2

SA

(g)

POE = 0.840.26g

0.16g

0

M = 5.5

"FOE"= Frequency of Exceedance (combining eq & sa prob)

For 0.44g, FOE = 0.10*0.16 = 0.016For 0.26g, FOE = 0.10*0.50 = 0.050

1 2 10 20 1000.02

Distance (km).

Page 63: Mapping Earthquake Hazard

2T=0.2 sec

1

POE = 0.16

POE = 0.50

"POE"= Probability of Exceeding the value of SA

0.44g

0.1

0.2

SA

(g)

POE = 0.840.26g

0.16g

0

M = 5.5

"FOE"= Frequency of Exceedance (combining eq & sa prob)

For 0.44g, FOE = 0.10*0.16 = 0.016For 0.26g, FOE = 0.10*0.50 = 0.050For 0.16g, FOE = 0.10*0.84 = 0.084

1 2 10 20 1000.02

Distance (km).

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0.1

T = 0.2 sec

0.1

T = 0.2 sec

0.01ar

)Source A (M = 5.5, D = 10 km)

0.01ar

)Source A (M = 5.5, D = 10 km)

10-4

0.001

FOE

(per

yea

10-4

0.001

FOE

(per

yea

10-510-5

0 0.1 0.2 0.3 0.4 0.5 0.610-6

SA (g)0 0.1 0.2 0.3 0.4 0.5 0.6

10-6

SA (g)

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0.1

T = 0.2 sec

Sum (Total Hazard)

0.01ar

)Source A (M = 5.5, D = 10 km)

10-4

0.001

FOE

(per

yea

Source B (M = 7.5, D = 50 km)

10-5

0 0.1 0.2 0.3 0.4 0.5 0.610-6

SA (g)

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0.1

T = 1.0 sec

0.01ar

)

10-4

0.001

FOE

(per

yea

10-5

Source A (M = 5.5, D = 10 km)

Source B (M = 7 5 D = 50 km)

0 0.1 0.2 0.3 0.4 0.5 0.610-6

SA (g)

Source B (M 7.5, D 50 km)

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0.1

T = 1.0 sec

0.01ar

)Sum (Total Hazard)

10-4

0.001

FOE

(per

yea

10-5

Source A (M = 5.5, D = 10 km)

Source B (M = 7 5 D = 50 km)

0 0.1 0.2 0.3 0.4 0.5 0.610-6

SA (g)

Source B (M 7.5, D 50 km)

Page 68: Mapping Earthquake Hazard

0.1

T = 1.0 sec

0.01ar

)Sum (Total Hazard)

Specified FOE for hazard

10-4

0.001

FOE

(per

yea Specified FOE for hazard

10-5

Value of SA for map

0 0.1 0.2 0.3 0.4 0.5 0.610-6

SA (g)

Page 69: Mapping Earthquake Hazard

Why the different sensitivity of T=1 s and T=0.2 s hazard to magnitude? Ground motionhazard to magnitude? Ground motion.

T = 1 0 sec T = 0 2 sec

1

g)

T = 1.0 sec T = 0.2 sec

0.1

Acc

eler

atio

n(g

M = 7.5M = 7.5

M = 5.5

0.01

Spe

ctra

lA

Western U S : Boore et al 1997

M = 5.5

Western U S : Boore et al 1997

10 20 30 1000.001

Distance (km)

Western U.S.: Boore et al, 1997

10 20 30 100Distance (km)

Western U.S.: Boore et al, 1997

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1996 map (PGA with 2% PE in 50 yr)with seismicity and faultsw se s c y d u s

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http://www.ohiodnr.com/OhioSeis/

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Spectral response acceleration for 0.2 sec spectral ordinate

2% probability of exceedance in 50 yearsGround Motion

Maximum Considered Earthquake Ground Motion

%g30 - 4040 - 6060 - 8080 - 100100 - 125125 - 150150 - 175175 - 200175 - 200200 - 300> 300

constant value 150% g

0 50 100 150 20025Kilometers

Page 85: Mapping Earthquake Hazard

Precarious Rocks

Jim Brune, U. Nevada Reno

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Brune, 2000Near Antelope Valley fault, Walker, California (Brune, 2000)

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Near Antelope Valley fault, Walker, California (Brune, 2000)

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Q asi static toppling force F mg tanQuasi-static toppling force: F = mg tan α

Anooshehpoor et al., 2004

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Anooshehpoor et al., 2004

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Anooshehpoor et al., 2004

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Anooshehpoor et al., 2004

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Anooshehpoor et al., 2004

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Anooshehpoor et al., 2004

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Anooshehpoor et al., 2004

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Anooshehpoor et al., 2004

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Anooshehpoor et al., 2004

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Preliminary Conclusions from Study ofPreliminary Conclusions from Study of Precarious Rocks

• Strong asymmetry in ground shaking from reverse faults (low on footwall side, high on hanging wall side)side)

• Ground motions for normal faults smaller than predicted by standard equationspredicted by standard equations

• Ground motions near San Andreas fault in S. California smaller than shown by hazard maps (!)

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SUMMARYSUMMARY

• Defined hazard• Described response spectra • Basis for hazard maps: seismicity• Basis for hazard maps: ground motion• Mapping hazard

R l• Results• Paleoseismometry: precarious rocks

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Stacy and Dave studying geology in the Dolomites, Italy, in January during Winter term

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?

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Brune, 2000

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Anooshehpoor et al., 2004

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ENA: Atkinson and Boore, 1995ENA: Frankel et al., 1996

T = 1.0 sec

1

ion

(g)

,WNA: Boore et al, 1997

M = 7.6

0.1

ectra

lAcc

eler

at

M = 5.6

0.01Spe

10 20 30 100 2000.001

Distance (km)

Page 106: Mapping Earthquake Hazard

ConclusionsConclusions

• USGS hazard maps are based on consensus of h d i fexperts; represent average hazard estimates from

alternative models; best maps for policy and design decisionsdesign decisions

• USGS hazard maps are derived from observations of past earthquakes in NM (1811-12, about 1500 and 900 A.D.), historical seismicity, geology, and models of ground motions for the region that have been validated with observed ground motions andbeen validated with observed ground motions and intensities

• Design maps need to have consistent rules for g pentire U.S.

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GeologyGeologySeismic historySeismic history

EarthquakeEarthquakeL M d lL M d lSeismic historySeismic history

Earthquake SourcesEarthquake SourcesLoss ModelLoss Model

GroundGround--motion prediction equationsmotion prediction equationsand soil typeand soil typeOccurrenceOccurrence

ShakingShaking

Structural vulnerabilitiesStructural vulnerabilities

DamageDamage BuildingBuildingggInventoryInventory

VulnerabilityVulnerability$ Loss$ Loss

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Hazard

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Population

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“Risk”

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Seismic HazardSeismic Hazardshaking irrespective of consequence

Seismic RiskHazard * Exposure * VulnerabilityHazard * Exposure * Vulnerability

hazard * exposure * vulnerability = riskBaffin Island high low low

Vancouver high high high

Toronto low high moderate

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TWO-FACTOR APPROACH TO CONSTRUCTING GROUND MOTION RESPONSE SPECTRAGROUND MOTION RESPONSE SPECTRA

Page 113: Mapping Earthquake Hazard

GroundGround--Motion Prediction EquationsMotion Prediction Equations

Gives mean and standard deviation of response-deviation of responsespectrum ordinate (at a particular frequency) as a f ti f it dfunction of magnitude distance, site conditions, and perhaps other variables.

(E. Field)

Page 114: Mapping Earthquake Hazard

1.0)

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1994 NR, M=6.7 (reduced by RS-->SS factor)BJF, Strike Slip, M = 7.3, NEHRP Class DBJF, + - \5s

10-1 1 101 102

Shortest Horiz. Dist. to Map View of Rupture Surface (km)

Page 115: Mapping Earthquake Hazard

8Western North America

Observed data adequate

6

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Obse ed data adequatefor regression exceptclose to large ‘quakes

5

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1 10 100 1000

Used by BJF93 for pga

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New recordings help fill in lack of data close to large ‘quakes (but can data be

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PEER NGA (preliminary)

Includes1999 Chi-Chi (M 7.6)1999 Kocaeli (M 7.5)1978 Tabas (M 7.4)1986 Taiwan (M 7.3)1999 D (M 7 1)

q (used?)

1 10 100 1000Distance (km)

PEER NGA (preliminary) 1999 Duzce (M 7.1)