towards exascale simulations for regional earthquake...
TRANSCRIPT
Towards Exascale Simulations for Regional Earthquake Hazard and Risk
David McCallenLawrence Berkeley Laboratory& University of California Office
of the President
PEER Annual Meeting, January 18-19, 2018
The U.S. DOE has supported tremendous advancements in scientific HPC
100,000,000 (108) Flops
1,000,000,000,000,000,000 (1018) Flops
2020
Mainframe Era Vector Era Distributed Era
End of UndergroundNuclear Testing (UGT)
CORI Berkeley Lab30 Petaflop
TRINITY Los Alamos Lab40 Petaflop
SIERRA Livermore Lab125 Petaflop
100,000,000,000,000,000 (1017) Flops
The DOE Exascale (1018 Flops) Computing Project is a bold effort to accelerate the U.S.
Advanced hardware developmentApplication development
Software technology development
We were selected to develop an Exascaleapplication for earthquake hazard and risk
NEVADA & ESSI – finite deformation, inelasticFinite element codes for structures and soils
Eart
hqua
ke H
azar
dEa
rthq
uake
Ris
k
SW4 – 4th order finite difference geophysics code for wave propagation
A multidisciplinary team is essential – a National Laboratory scale problem
Dr. Anders Petersson Dr. Hans Johansen
Computational Science / Math
Dr. Artie RodgersSeismology
Dr. Arben Pitarka
Dr. Mamun Miah
Structural Engineering
Dr. Florina Petrone
Geotechnical EngineeringDr. Boris Jeremic
We propose to simulate to frequencies of engineering relevance – big challenge!
Pipelines Long-span Bridges Tall Buildings Low-rise Buildingsand Industrial Facilities
Energy SystemComponents
0.1 Hz 0.2 Hz 3.0 Hz 10.0 Hz
Nuclear PowerEquipment
25.0 Hz1.0 Hz 2.0 Hz
Frequency resolution of ground motions simulations as limited by
geologic/geotechnical materialmodels
Frequency resolution of ground motion simulations as limited by compute capabilities
0. Hz
Larger, faster forwardsimulations
Advanced geologiccharacterization
Seismologist
Exascale objective
Doubling the frequency resolution = 16X computational effort!
Today Exascale Future
Larger domain
Higher frequencyresolution
0-2 Hz motion 0-10 Hz motion
Simulation timesthat allow many
realizations
12+ hrs 3-4 hrs?
At the core is a transformation in ground motion simulation capability
Computational challenges to achieving the desired end-state
Run much bigger models much faster• Very large models at higher frequency
• Many realizations to account for uncertainties (e.g. fault rupture)
Representation of fine-scale geology• Waveform data inversion
• Stochastic geology
−122˚30' −122˚00' −121˚30' −121˚00'
36˚30'
37˚00'
37˚30'
38˚00'
25 km
8024−SJW
8019−WDS 8023−CLR
0 1000 2000 3000 4000 5000
S−Wave Speed, m/s
−40000
−30000
−20000
−10000
0
Depth(m)
0 20000 40000 60000 80000
Easting(m)
0 1 2 3 4 5
Vs(km/s)
−40000
−30000
−20000
−10000
0
Depth(m)
0 20000 40000 60000 80000
Easting(m)
0.00.51.01.52.02.53.03.54.04.55.05.5
Vs(km/s)Base geology from data Base + stochastic geology
In the first year, we have achieved a 6x speed up with SW4
Mesh refinement
Architecture optimization
We have completed workflow for couplinggeophysics and engineering simulations
…
~ 2000 nonlinear building response history simulations
Distribution of buildingpeak interstory driftSurface motions from
regional geophysics simulation
Rupture hypocenter
0.5% 1.0% 2.5%
Elastic Behavior
LimitedPermanentDistortion
ModeratePermanentDistortion
LargePermanentDistortion
Earthquake hazard Earthquake risk
SW4
NEVADA
2048nodes
50nodes
Operational approach
T1 = 5.49 sec
T1 = 2.70 sec
T1 = 2.08 sec
T1 = 0.92 sec
Select infrastructurerepresentation
(e.g. nonlinear FEM)
Simulate Earthquake Scenario
Select InfrastructureRepresentation
Simulate EarthquakeRisk
…
Thousands ofground motions
Thousands ofresponse outputs
(e.g. peak interstory drift)
(a) (b)
(c) (d)
(e) 3-story FN M=7.0 (f) 40-story FN M=7.0
(g) 3-story FP M=7.0 (h) 40-story FP M=7.0
(c) 3-story FP M=6.5 (d) 40-story FP M=6.5
(a) 3-story FN M=6.5 (b) 40-story FN M=6.5
(a) (b)
(c) (d)
(e) 3-story FN M=7.0 (f) 40-story FN M=7.0
(g) 3-story FP M=7.0 (h) 40-story FP M=7.0
(c) 3-story FP M=6.5 (d) 40-story FP M=6.5
(a) 3-story FN M=6.5 (b) 40-story FN M=6.5
…
We have completed our first regional scale demonstrations of both hazard and risk
85 billion zones – Hayward Fault rupture simulation for 0 – 4 Hz
We have completed our first regional scale demonstrations of both hazard and risk
Building Peak Interstory Drift Ratios
0.5% 1.0% 2.5%
Elastic Behavior
LimitedPermanentDistortion
ModeratePermanentDistortion
LargePermanentDistortionDOE standard
1020 limit states
We are critically assessing the realism of our results along the way
Do groundmotion
simulations “agree with”
observations?
Do structuralresponse
simulations “agree with”
observations?
We are seeing some interesting things –drifts with real and synthetic records
Syntheticrecord
Realrecord
(Landers)
• Enhanced insight due to huge “data” increase?
• Augmentation to an existing PSHA approach?
• Full-blown simulation-base quantitative hazard and risk assessments?
A Working Group has formed to develop a relevant strategy and roadmap
As our ability to compute advances, how should simulations be used?
Norm Abrahamson Ian Buckle John Louie