What Does Data Analysis do?
Once dozens or hundreds of simulation models exist - whether from a design study or a customer-provided results folder - understanding what actually changed between them, and what that changed, is its own challenge. Opening and comparing models one at a time simply doesn't scale once model sizes reach into the gigabytes. DEP MeshWorks' Data Analysis module solves this with a patented approach that automatically maps every model in a population into a common comparison space, then
surfaces the differences - both in design and in performance - statistically, rather than one file at a time. This capability is a natural complement to MeshWorks'
parametric, concept modelling, and ROM tools: together, they generate large design populations fast, and Data Analysis makes sense of them before that data ever
needs to be reviewed manually - or handed off for AI/ML training.
Statistical Clarity at Scale
See how design and performance vary across an entire population of models in one view, instead of opening them one by one.
Cause-and-Effect Insight
Understand precisely which design changes are driving which performance outcomes, guiding more informed design decisions.
Built for Simulation-Scale Data
Purpose-built for the multi-gigabyte crash, NVH, and CFD datasets that make manual, file-by-file review impractical.
The Foundation for AI-Ready Data
A proven, patented first step before AI/ML training — ensuring your data is fully understood before it becomes training data.
Features of Data Analysis
Patented Statistical Mapping Technology
Places every design in a population into a common comparison space so differences can be identified automatically, without loading each model individually.
Input & Output Coverage
Analyzes both design-side changes (geometry, thickness, material) and performance-side results (stress, frequency, pressure, and more) across the full model population.
Statistical Design-Space Reporting
Presents variation across hundreds of models as a clear statistical view, showing where and how much design or performance actually changed.
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MeshWorks Uniqueness
Reviewing hundreds of large simulation models one at a time isn't just slow - at this scale, it simply isn't practical. DEP MeshWorks' Data Analysis module is a native, patented statistical engine built directly into the platform, evaluating an entire design population before a single AI training cycle begins. Where most platforms treat data readiness as a separate problem to solve elsewhere, MeshWorks makes it part of the core workflow - determining the quality of everything that follows, from design decisions to AI model accuracy.
Built-In, Not Bolted-On
A native MeshWorks capability, not a third-party analytics tool stitched into the workflow.
Where AI Quality Actually Starts
Model quality is decided here, before a single training cycle begins - not after.
Handles What Manual Review Can't
Built for the multi-gigabyte, hundred-model datasets that make file-by-file review impossible.
Patent-Protected Advantage
A proprietary statistical mapping approach unique to DEP, not available on any other platform.
Download Our Data Analysis Resources
Explore how DEP MeshWorks' patented Data Analysis capabilities bring statistical clarity to simulation-scale data, before a single AI model is trained.
Statistical Design-Space Mapping
Cause-and-Effect Design Insight
AI-Ready Data Preparation
Resources
Explore our library of resources to learn more
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