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Power BI DAX for Injury Metrics and CAE Performance KPIs

30 Chapters

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Injury metrics and CAE performance KPIs

definitions, data sources, and the role of Power BI DAX in analysis.

Setting up Power BI for CAE data

importing simulation results, structuring tables, and establishing relationships.

DAX fundamentals for injury metrics

calculated columns, measures, and evaluation contexts.

Time intelligence in CAE

comparing simulation runs, tracking KPI trends, and period-over-period analysis.

intelligenceCAE

Filtering and slicing CAE data

using CALCULATE, FILTER, and slicers to isolate injury metrics by body region, load case, or occupant.

Aggregating injury metrics

SUM, AVERAGE, MAX, and statistical measures for HIC, NIC, and other criteria.

Creating composite injury scores

weighted combinations and custom indices using DAX.

Creatingcomposite

Handling missing and outlier data in CAE results

DAX techniques for data quality and imputation.

Dynamic segmentation of CAE results

grouping by injury severity, impact speed, or restraint type using DAX.

segmentationCAE

Ranking and percentile calculations for CAE performance

RANKX, PERCENTILE.INC, and benchmarking.

percentilecalculations

Visualizing injury risk

DAX-driven conditional formatting and dynamic titles for CAE dashboards.

VisualizingDAX-driven

Calculating injury criteria (HIC, NIC, etc.) from acceleration time series

DAX patterns for integration and peak detection.

Calculatingcriteria

Comparing CAE simulations to physical tests

DAX measures for correlation and deviation analysis.

Building a CAE KPI scorecard

DAX measures for pass/fail status and target compliance.

Time-based analysis of injury metrics

using DAX to analyze time series data from simulations.

Time-basedanalysis

DAX for occupant safety performance

calculating injury probabilities and risk curves.

Optimizing DAX performance for large CAE datasets

best practices and common pitfalls.

Creating dynamic reports for CAE engineers

using DAX to enable interactive exploration of injury metrics.

Advanced DAX patterns for CAE

iterators, table functions, and complex filtering.

Integrating DAX with Power Query for CAE data preparation

shaping and transforming simulation outputs.

DAX measures for structural performance KPIs

stiffness, energy absorption, and deformation metrics.

analyzing frontal impact injury metrics using DAX and Power BI.

side impact CAE performance KPIs and DAX-driven dashboards.

pedestrian protection injury metrics and DAX analysis.

pedestrianprotection

DAX for sensitivity analysis in CAE

what-if parameters and scenario comparison.

Automating CAE reporting with DAX and Power BI

scheduled refresh and dynamic reports.

DAX for multi-body and finite element simulation data

handling complex data models.

Validating DAX calculations against CAE post-processors

ensuring accuracy and consistency.

Best practices for DAX in CAE

documentation, maintainability, and collaboration.

integrating machine learning and real-time data with DAX for injury metrics.

integratingreal-time