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Excel Data Analysis and Automated Reporting for CAE Engineers

30 Chapters
View Course Samples Online
01
Course overview
scope, CAE data workflows, Excel's role in analysis and reporting, and the automation mindset.
CAEworkflows
02
Importing CAE simulation results
text and CSV exports, fixed-width files, delimiter handling, and Power Query for solver output.
ImportingCAE
03
Structuring CAE result tables
normalizing load case, iteration, and probe data; naming conventions; and data validation for engineering datasets.
StructuringCAE
04
Excel Tables and dynamic ranges
structured references, table styles, and their use in CAE result workbooks.
structuredreferences
05
Data cleaning for simulation outputs
handling missing values, outliers, unit inconsistencies, and duplicate run records.
cleaningsimulation
06
Lookup and reference functions for CAE data
XLOOKUP, INDEX-MATCH, and mapping material properties, load cases, and result IDs.
referencefunctions
07
Conditional aggregation with SUMIFS, COUNTIFS, and AVERAGEIFS
summarizing stress, displacement, and frequency results by load case and component.
Conditionalaggregation
08
PivotTables for CAE result exploration
grouping by load step, part, and probe location; calculated fields; and pivot charts.
PivotTablesCAE
09
Statistical analysis of simulation results
descriptive statistics, distributions, and variability across design variants using Excel functions.
Statisticalanalysis
10
Correlation and regression for CAE trade studies
correlating input parameters with performance outputs and interpreting regression diagnostics.
Correlationregression
11
Design of Experiments (DOE) result analysis in Excel
main effects, interaction plots, and ANOVA using Data Analysis ToolPak.
ExperimentsDOE
12
Sensitivity and tolerance analysis
ranking input influence, tornado charts, and scatter-based sensitivity screening.
Sensitivitytolerance
13
Frequency and modal result post-processing
extracting natural frequencies, mode shapes summary tables, and Campbell diagram data preparation.
Frequencypost-processing
14
Fatigue and durability data reduction
rainflow-counted cycles, damage accumulation summaries, and S-N curve lookups in Excel.
durabilityreduction
15
Thermal and CFD result summarization
time-averaged values, transient profiles, and convergence history extraction.
CFDsummarization
16
Charting CAE results
XY scatter for convergence, contour-like heatmaps with conditional formatting, and engineering-quality plot formatting.
ChartingCAE
17
Advanced charting for engineering reports
combo charts, secondary axes, error bars, and annotated result plots.
Advancedcharting
18
Conditional formatting for CAE data QA
highlighting out-of-range results, pass/fail criteria, and data quality flags.
Conditionalformatting
19
Introduction to VBA for CAE reporting
macro recorder, object model, and automating repetitive result extraction tasks.
VBACAE
20
VBA for data processing
loops, arrays, and functions to batch-process multiple solver output files.
VBAprocessing
21
Automating report generation with VBA
creating formatted worksheets, inserting charts, and exporting to PDF.
Automatinggeneration
22
Power Query for automated CAE data pipelines
combining multiple result files, parameterizing queries, and refreshing on demand.
automatedCAE
23
Dynamic dashboards for CAE projects
slicers, timelines, and interactive filtering of simulation results.
dashboardsCAE
24
Template design for CAE reports
standardized layouts, linked data ranges, and reusable report components.
TemplateCAE
25
Automating load case matrices and result tables
generating combinations, populating result cells, and flagging critical cases.
Automatingmatrices
26
Integrating Excel with CAE tools
exporting from solvers, parsing log files, and using CSV/JSON interfaces.
IntegratingCAE
27
Validation and verification of automated reports
cross-checking against solver outputs, unit tests for macros, and audit trails.
Validationverification
28
Performance optimization for large CAE datasets
efficient formulas, limiting volatile functions, and using Power Pivot data models.
Performanceoptimization
29
Case study
end-to-end automated stress report from solver output to Excel dashboard and PDF deliverable.
end-to-endautomated
30
Best practices and maintainability
documentation, version control for workbooks, error handling, and handover for engineering teams.
practicesmaintainability