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027-CAE Data Analytics AI ML and Crash Safety Engineering
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《Automotive Injury Limit Evaluation and Excel Pass Fail Automation》
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Automotive Injury Limit Evaluation and Excel Pass Fail Automation
30 Chapters
View Course Samples Online
01
Course overview
scope, injury limit evaluation workflow, and the role of Excel automation in pass/fail decision-making.
evaluation
workflow
02
Injury criteria fundamentals
HIC, NIC, chest deflection, femur force, and other regulatory and consumer metrics.
criteria
HIC
03
Regulatory and consumer test landscapes
FMVSS, ECE, C-NCAP, Euro NCAP, and IIHS injury thresholds.
Regulatory
consumer
04
Raw crash test data sources
accelerometers, load cells, displacement sensors, and data acquisition formats.
accelerometers
displacement
05
Data preprocessing in Excel
importing CSV and text files, handling time histories, and filtering noise.
preprocessing
importing
06
Signal conditioning basics in Excel
filtering, baseline correction, and channel alignment for injury calculations.
conditioning
filtering
07
HIC calculation in Excel
implementing the HIC formula, time window search, and result validation.
HIC
calculation
08
Chest injury metrics in Excel
chest deflection, V*C, and compression criteria with practical formulas.
deflection
compression
09
Head and neck injury metrics
NIC, NIJ, and neck force/moment evaluation using Excel functions.
NIC
NIJ
10
Lower extremity injury metrics
femur force, tibia index, and foot/ankle criteria in spreadsheet form.
extremity
foot/ankle
11
Building a pass/fail decision matrix
mapping metrics to limits and automating color-coded outcomes.
Building
pass/fail
12
Excel formula strategies for limit comparison
IF, AND, OR, and lookup functions for multi-criteria checks.
strategies
comparison
13
Data validation and error handling
ensuring input integrity and flagging missing or out-of-range data.
validation
handling
14
Automating repetitive evaluations with Excel Tables and structured references.
Automating repetitive evaluations with Excel Tables and structured references.
Automating
repetitive
15
Introduction to VBA for injury evaluation
macros for batch processing and report generation.
VBA
evaluation
16
Developing a VBA function for HIC calculation
algorithm, error handling, and performance.
Developing
VBA
17
Automating pass/fail reporting
generating summary sheets and exporting results to PDF.
Automating
pass/fail
18
Case study
frontal impact driver injury evaluation and automated pass/fail output.
evaluation
automated
19
Case study
side impact occupant injury assessment with Excel automation.
occupant
assessment
20
Case study
pedestrian protection head impact evaluation and limit checks.
pedestrian
protection
21
Handling multiple test configurations
parameterizing Excel workbooks for different crash modes.
Handling
multiple
22
Version control and traceability
documenting formulas, assumptions, and change logs in Excel.
traceability
documenting
23
Quality assurance for automated workbooks
unit tests, peer review, and validation against reference tools.
assurance
automated
24
Visualization of injury metrics
charts, conditional formatting, and dashboards for stakeholder review.
Visualization
conditional
25
Integrating Excel with other tools
exporting to MATLAB/Python and importing from test databases.
Integrating
exporting
26
Scaling up
using Power Query and Power Pivot for large datasets and multi-test comparisons.
datasets
multi-test
27
Regulatory submission preparation
formatting results and ensuring compliance with reporting standards.
Regulatory
submission
28
Common pitfalls and troubleshooting
formula errors, circular references, and performance bottlenecks.
pitfalls
troubleshooting
29
Best practices for workbook design
modularity, naming conventions, and user-friendly interfaces.
practices
workbook
30
Capstone project
end-to-end injury limit evaluation and automated pass/fail report for a full crash test dataset.
Capstone
end-to-end
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