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《Excel Automation for CAE Data Analysis and Engineering Reports》
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Excel Automation for CAE Data Analysis and Engineering Reports
30 Chapters
View Course Samples Online
01
Course overview
scope, CAE data workflows, Excel automation benefits, and toolchain integration.
CAE
workflows
02
Excel object model fundamentals
Workbook, Worksheet, Range, Cells, and their automation via VBA and Office Scripts.
Workbook
Worksheet
03
Reading CAE output files
parsing CSV, text, and structured result files from solvers into Excel using VBA and Power Query.
CAE
CSV
04
Automating data import from CAE post-processing tools
extracting nodal and elemental results via APIs and file exports.
Automating
CAE
05
Data cleaning and validation for CAE results
handling missing values, unit consistency, and outlier detection in Excel.
cleaning
validation
06
Structuring CAE data in Excel
tables, named ranges, and dynamic arrays for efficient analysis.
Structuring
CAE
07
Automated calculation of derived CAE metrics
stress averages, safety factors, and margin calculations using Excel formulas and VBA.
Automated
calculation
08
Statistical analysis of CAE results
distributions, percentiles, and correlation analysis with Excel functions and Data Analysis ToolPak.
Statistical
analysis
09
Design of experiments (DOE) and sensitivity analysis
automating parametric studies and result tabulation in Excel.
experiments
DOE
10
Creating automated charts for CAE data
contour plots, XY scatter, and trendlines via VBA and chart objects.
Creating
automated
11
Building interactive dashboards for CAE results
slicers, pivot tables, and form controls linked to solver outputs.
Building
interactive
12
Automating report generation
populating Word templates from Excel CAE data using VBA and bookmarks.
Automating
generation
13
Generating PowerPoint summaries from CAE results
automating slide creation with charts and tables via VBA.
Generating
PowerPoint
14
Excel-based post-processing for structural FEA
extracting max/min values, probe locations, and result tables.
Excel-based
post-processing
15
CFD data reduction in Excel
automating flow rate, pressure drop, and efficiency calculations from solver exports.
CFD
reduction
16
Thermal analysis automation
processing temperature distributions and heat flux results in Excel.
analysis
automation
17
Fatigue and durability data processing
automating rainflow counting and damage summation using Excel VBA.
durability
processing
18
Modal analysis results handling
automating frequency extraction and mode shape data organization in Excel.
analysis
handling
19
Automation of mesh convergence studies
batch processing result files and generating convergence plots.
Automation
convergence
20
Integrating Excel with Python for CAE data
using xlwings and openpyxl to bridge solver APIs and Excel automation.
Integrating
CAE
21
Error handling and logging in Excel automation
robust VBA scripts for CAE data pipelines.
handling
automation
22
Performance optimization for large CAE datasets
efficient VBA, array formulas, and Power Pivot.
Performance
optimization
23
Version control and reproducibility for Excel automation
managing macros, templates, and data lineage.
reproducibility
automation
24
Automated validation of CAE results against test data
importing experimental data and computing correlation metrics.
Automated
validation
25
Case study
automating a full CAE report workflow from solver output to Excel dashboard and Word report.
automating
CAE
26
Case study
batch processing multiple load cases and generating comparative result tables and charts.
processing
multiple
27
Case study
automating DOE for a structural component and visualizing response surfaces in Excel.
automating
DOE
28
Case study
integrating Excel with a CAE solver via COM interface for automated parametric runs.
integrating
CAE
29
Deploying Excel automation tools
packaging macros as add-ins and sharing with engineering teams.
Deploying
automation
30
Future trends
cloud automation, Office Scripts, and integration with CAE platforms for real-time data analysis.
automation
integration
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