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011-Automotive CAE Simulation Program Management
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《Automotive Crash Simulation Computing Operations》
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Automotive Crash Simulation Computing Operations
30 Chapters
View Course Samples Online
01
Crash simulation in automotive engineering
role, regulatory drivers, and the computing operations lifecycle.
simulation
automotive
02
CAE simulation workflow for crashworthiness
model preparation, solver execution, post-processing, and data management.
CAE
simulation
03
High-performance computing infrastructure for crash simulation
clusters, interconnects, storage, and job schedulers.
High-performance
computing
04
LS-DYNA solver operations
input deck structure, keyword files, execution commands, and output control.
LS-DYNA
operations
05
Model build and assembly operations
geometry cleanup, meshing, connections, and material assignment for full-vehicle models.
assembly
operations
06
Boundary conditions and loading setup
initial velocity, rigid walls, barriers, and contact definitions.
Boundary
conditions
07
Material models and property calibration for crash simulation
metals, plastics, foams, and composites.
Material
property
08
Contact algorithms and their operational impact on stability, accuracy, and runtime.
Contact algorithms and their operational impact on stability, accuracy, and runtime.
algorithms
operational
09
Time-step control and mass scaling
techniques, trade-offs, and practical guidelines.
Time-step
techniques
10
Solver execution management
restart, checkpointing, and recovery from interrupted runs.
execution
management
11
Job submission and queue management
scheduler scripts, resource allocation, and priority handling.
submission
management
12
Parallel scalability and performance tuning
domain decomposition, MPI/OpenMP settings, and load balancing.
Parallel
scalability
13
Debugging common solver errors
negative volume, initialization failures, and contact instability.
Debugging
negative
14
Result extraction and post-processing
d3plot, binout, and intforc files; animation and plotting workflows.
extraction
post-processing
15
Occupant safety simulation operations
dummy positioning, restraint systems, and injury criteria output.
Occupant
simulation
16
Pedestrian protection simulation
impactor models, headform and legform setups, and scoring.
Pedestrian
protection
17
Side impact and pole crash simulation
door intrusion, B-pillar behavior, and battery pack integrity for EVs.
simulation
intrusion
18
Rear impact and whiplash simulation
seat structure, head restraint, and low-speed crash protocols.
whiplash
simulation
19
Frontal offset and full-width crash simulation
barrier types, structural deformation, and occupant load paths.
full-width
simulation
20
Roof crush and rollover simulation
quasi-static and dynamic approaches, and regulatory compliance.
rollover
simulation
21
Battery electric vehicle crash simulation
pack enclosure, cell intrusion, and thermal runaway risk assessment.
electric
simulation
22
Model correlation and validation
physical test data, signal processing, and CAE-test reconciliation.
correlation
validation
23
Design of experiments and optimization in crash simulation
parameter screening, metamodels, and robustness.
experiments
optimization
24
Automation and scripting for crash simulation operations
Python, shell, and solver APIs.
Automation
scripting
25
Data management and traceability
version control, metadata, and simulation data lifecycle.
management
traceability
26
Cloud and containerized crash simulation
burst capacity, reproducibility, and security considerations.
containerized
simulation
27
GPU acceleration and emerging solver technologies for crash simulation.
GPU acceleration and emerging solver technologies for crash simulation.
GPU
acceleration
28
Machine learning applications in crash simulation operations
surrogate models and anomaly detection.
applications
simulation
29
Quality assurance and verification
mesh quality checks, energy balance, and simulation readiness reviews.
assurance
verification
30
Capstone project
end-to-end crash simulation operation from model setup to validated results and reporting.
Capstone
end-to-end
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