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013-Six Sigma for CAE LS-DYNA and Occupant Restraint Engineering
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《Multi-Metric Occupant Injury Analysis and Response Tradeoffs》
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Multi-Metric Occupant Injury Analysis and Response Tradeoffs
30 Chapters
View Course Samples Online
01
Course overview
scope, occupant injury metrics, response tradeoffs, and engineering context.
occupant
response
02
Injury biomechanics fundamentals
load paths, tolerance thresholds, and injury criteria for head, neck, chest, abdomen, and lower extremities.
biomechanics
tolerance
03
Multi-metric landscape
AIS, HIC, BrIC, NIC, chest deflection, Viscous Criterion, femur force, and tibia index as a coupled system.
Multi-metric
landscape
04
Data acquisition for occupant injury analysis
crash test sensors, accelerometers, load cells, high-speed video, and post-test measurement.
acquisition
occupant
05
Signal processing and filtering
CFC filters, SAE J211, data alignment, and preprocessing for multi-metric injury computation.
processing
filtering
06
Metric computation workflows
implementing HIC, BrIC, NIC, and chest deflection from raw acceleration and displacement data.
computation
workflows
07
Restraint system response
seat belts, load limiters, pretensioners, airbags, and their influence on injury metric tradeoffs.
Restraint
response
08
Seat and interior design effects
geometry, stiffness, padding, and contact surfaces as tradeoff levers across body regions.
interior
geometry
09
Occupant packaging and posture
seating position, recline, belt fit, and out-of-position effects on multi-metric outcomes.
Occupant
packaging
10
Frontal impact tradeoffs
chest deflection versus head excursion, belt force limiting, and airbag deployment timing.
tradeoffs
deflection
11
Side impact tradeoffs
pelvic and thoracic injury versus head containment, side airbag and curtain performance.
tradeoffs
thoracic
12
Rear impact and whiplash
neck injury criteria, seatback design, head restraint geometry, and tradeoffs with comfort.
whiplash
criteria
13
Rollover and ejection mitigation
roof strength, curtain airbags, belt effectiveness, and multi-metric occupant retention.
Rollover
ejection
14
Pedestrian and vulnerable road user protection
leg, pelvis, and head injury tradeoffs in vehicle front-end design.
Pedestrian
vulnerable
15
Child occupant safety
CRS design, harness and booster effects, and multi-metric tradeoffs across child anthropometry.
occupant
CRS
16
Occupant variation
size, age, sex, and material properties affecting injury metric sensitivity and tradeoff decisions.
Occupant
variation
17
Human body models
THUMS, GHBMC, and simplified models for multi-metric injury prediction and tradeoff exploration.
THUMS
GHBMC
18
ATD versus human body model correlation
biofidelity, metric transferability, and uncertainty in tradeoff analysis.
ATD
correlation
19
Simulation-driven tradeoff studies
DOE, surrogate modeling, and multi-objective optimization of restraint parameters.
Simulation-driven
tradeoff
20
Multi-objective optimization formulation
objective functions, constraints, Pareto frontiers, and injury metric weighting.
Multi-objective
optimization
21
Sensitivity and robustness analysis
parameter uncertainty, scatter, and reliability-based tradeoff assessment.
Sensitivity
robustness
22
Regulatory and consumer rating frameworks
FMVSS, Euro NCAP, IIHS, and their multi-metric scoring implications.
Regulatory
consumer
23
Real-world crash data analysis
NASS, CISS, and field data for validating tradeoff assumptions and injury outcomes.
Real-world
analysis
24
Case study
frontal restraint tuning for chest deflection and head injury tradeoff using DOE and simulation.
restraint
deflection
25
Case study
side impact airbag and structure optimization for thoracic and head injury balance.
structure
optimization
26
Case study
rear impact seat and head restraint design balancing whiplash and comfort metrics.
restraint
balancing
27
Case study
child restraint system parameter selection across multiple injury metrics and crash modes.
restraint
parameter
28
Integrated CAE workflow
model setup, metric extraction, automation, and tradeoff visualization for occupant safety.
Integrated
CAE
29
Decision-making under tradeoffs
communicating multi-metric results, selecting designs, and documenting rationale.
Decision-making
tradeoffs
30
Capstone project
multi-metric occupant injury analysis and response tradeoff study for a defined vehicle and restraint system.
Capstone
multi-metric
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