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Advanced Excel Formulas for CAE Engineering Analytics

30 Chapters
View Course Samples Online
01
CAE data workflows in Excel
importing solver output, organizing result tables, and establishing formula-driven analysis pipelines.
CAEworkflows
02
Dynamic array fundamentals for CAE
FILTER, SORT, UNIQUE, and SEQUENCE applied to mesh node and element result sets.
CAEFILTER
03
Lookup and reference formulas for CAE result mapping
XLOOKUP, INDEX/MATCH, and OFFSET for correlating node IDs, element IDs, and load case results.
referenceformulas
04
Conditional aggregation with SUMIFS, COUNTIFS, and AVERAGEIFS for extracting stress, displacement, and safety factor statistics by part or load case.
Conditional aggregation with SUMIFS, COUNTIFS, and AVERAGEIFS for extracting stress, displacement, and safety factor statistics by part or load case.
Conditionalaggregation
05
Array formulas for vectorized CAE calculations
SUMPRODUCT, MMULT, and TRANSPOSE for stiffness-like summations and coordinate transformations.
formulasvectorized
06
Statistical formulas for CAE verification
STDEV.P, VAR.S, PERCENTILE.INC, and CONFIDENCE.T applied to Monte Carlo and tolerance study outputs.
Statisticalformulas
07
Interpolation and extrapolation formulas for CAE material curves
FORECAST.LINEAR, TREND, LINEST, and LOGEST for stress-strain and fatigue data.
Interpolationextrapolation
08
Numerical differentiation and integration in Excel for CAE post-processing
finite difference slopes, trapezoidal integration, and cumulative sums.
Numericaldifferentiation
09
Solving linear systems with Excel formulas
MINVERSE and MMULT for small stiffness equations and influence coefficient matrices.
formulasMINVERSE
10
Matrix operations for CAE analytics
MDETERM, MMULT, and array arithmetic for modal participation and coordinate rotation checks.
operationsCAE
11
Formula-driven mesh quality metrics
aspect ratio, skewness, and Jacobian calculations using cell references and array formulas.
Formula-drivenskewness
12
Extracting and transforming CAE result tables with TEXTBEFORE, TEXTAFTER, TEXTSPLIT, and SUBSTITUTE for solver report parsing.
Extracting and transforming CAE result tables with TEXTBEFORE, TEXTAFTER, TEXTSPLIT, and SUBSTITUTE for solver report parsing.
Extractingtransforming
13
Date and time formulas for CAE test correlation
DATEDIF, NETWORKDAYS, and time-step alignment between simulation and physical test logs.
formulasCAE
14
Logical and information formulas for CAE data validation
IF, IFS, ISNUMBER, ISERROR, and SWITCH for flagging convergence failures and outliers.
informationformulas
15
Dynamic named ranges and structured references for CAE datasets
TABLE references, INDIRECT, and CHOOSE for multi-load-case dashboards.
structuredreferences
16
Formula-based sensitivity analysis
data tables, WHAT-IF, and array formulas for parametric CAE studies on geometry and material properties.
Formula-basedsensitivity
17
Regression formulas for CAE metamodeling
LINEST, TREND, and polynomial fits for response surface approximations from simulation DOE.
Regressionformulas
18
Formula-driven fatigue and durability calculations
rainflow counting approximations, Miner's rule summation, and S-N curve interpolation.
Formula-drivendurability
19
Thermal and fluid CAE analytics with formulas
heat flux gradients, Reynolds number, and pressure drop correlations from CFD result tables.
CAEanalytics
20
Structural CAE post-processing formulas
von Mises stress from principal stresses, principal angle, and safety factor calculations across element sets.
StructuralCAE
21
Formula-based modal analysis summaries
natural frequency extraction, mode shape normalization, and MAC value computation from eigenvector tables.
Formula-basedanalysis
22
Error propagation and uncertainty formulas for CAE
partial derivative chains, RSS combination, and sensitivity coefficients in Excel.
propagationuncertainty
23
Automating CAE report tables with dynamic arrays
spilled ranges, FILTER by load case, and SORTBY for ranked critical locations.
AutomatingCAE
24
Formula-driven comparison of CAE solvers and mesh convergence
percent difference, convergence ratio, and Richardson extrapolation in Excel.
Formula-drivencomparison
25
Excel formulas for CAE optimization post-processing
constraint checking, objective function evaluation, and Pareto front identification.
formulasCAE
26
Handling large CAE datasets with formulas
performance patterns, avoiding volatile functions, and using binary search with MATCH.
HandlingCAE
27
Formula-based CAE data cleaning and unit conversion
CONVERT, TRIM, VALUE, and custom conversion factors for mixed-unit solver outputs.
Formula-basedCAE
28
Integrating Excel formulas with CAE APIs and external data
WEBSERVICE, FILTERXML, and Power Query formulas for live simulation results.
Integratingformulas
29
Formula auditing and validation for CAE analytics
trace precedents, evaluate formula, and error-checking patterns for critical engineering calculations.
auditingvalidation
30
Capstone CAE analytics project
building a formula-driven dashboard for stress, fatigue, and thermal results with dynamic arrays and regression summaries.
CapstoneCAE