CAE Automation & Data Integrity Tools
Automate FEA pre-processing, mesh quality enforcement, HPC batch submission, post-processing, and simulation report generation — while connecting simulation models and results to their originating CAD geometry revision for complete data integrity using the EMUG SOLVE Framework.
CAE Automation & Data Integrity Tools for Engineering Organisations
CAE automation and data integrity tools eliminate the repetitive manual effort that consumes simulation engineering time — model setup, mesh quality checking, HPC job submission, results extraction, and report preparation — while establishing the data governance that makes simulation results traceable to the specific CAD geometry revision they were computed from. EMUG Tech delivers CAE automation for automotive, aerospace, industrial, and energy engineering organisations across 20 countries using the EMUG SOLVE Framework — building in PyANSYS, Abaqus Python, HyperMesh Tcl, and Nastran DMAP.
Simulation engineers in most manufacturing organisations spend 30 to 50 percent of their time on tasks that should not require a senior FEA engineer: importing geometry, assigning materials from memory, setting up the same boundary condition templates, submitting jobs one at a time, extracting the same results quantities from every model, and copying plots into the same report template. EMUG SOLVE automation tools eliminate these tasks — freeing simulation engineers to run more design studies, interpret results more deeply, and advise on design decisions rather than managing simulation model preparation.
CORE CAPABILITIES
EMUG Tech's CAE automation capability spans seven specialised service areas — from FEA pre-processing and mesh quality enforcement through HPC batch management, post-processing automation, CAE data integrity, PLM integration, and automated report generation — covering ANSYS, Abaqus, Simcenter Nastran, HyperMesh, and LS-DYNA.
FEA Pre-Processing Automation
Mesh Quality Enforcement Tools
HPC Batch Submission and Job Management
Post-Processing and Results Extraction
CAE Data Integrity and Version Control
CAE-PLM Integration
CAE Report Generation Automation
KEY METRICS
The EMUG SOLVE Framework — Our CAE Automation & Data Integrity Delivery Methodology
SURVEY
OUTLINE
LAUNCH
VALIDATE
ENABLE
CAE AUTOMATION AND DATA INTEGRITY MATRIX
| CAE Tool Type | CAE Platforms Covered | Automation Capability | Engineering Outcome |
|---|---|---|---|
| FEA Pre-Processing Automation | ANSYS Mechanical (PyANSYS), Abaqus (Python API), Simcenter Nastran, HyperMesh (Tcl/Python) | Automated model setup from CAD geometry import, material assignment from PLM database, boundary condition templates, load case definition from design specifications | 50–70% reduction in FEA setup time. Boundary condition errors eliminated from templated setup. |
| Mesh Quality Enforcement | HyperMesh (Tcl/Python), ANSA (Python), ANSYS Meshing (PyANSYS), ICEM CFD, Pointwise | Automated mesh quality checks (aspect ratio, Jacobian, skewness, warpage), mesh correction scripts, element quality report generation, batch meshing for standard geometry families | Mesh quality standard enforced before every solve. Simulation failures from poor mesh quality eliminated. |
| Solver Batch Submission and HPC Management | ANSYS RSM, LSF, PBS Pro, SLURM, SGE job schedulers. LS-DYNA, Nastran, Abaqus, Fluent HPC submission. | Automated job submission from pre-processed models, solver queue management, job status monitoring, completed job notification, failed job alerting with error classification | Manual HPC submission effort eliminated. Solver queue utilisation improved 20–35%. |
| Post-Processing and Results Extraction | ANSYS CFD-Post (Python), Abaqus Viewer (Python), HyperView (Tcl/Python), Simcenter Post, LS-PrePost | Automated results contour plot generation to standard templates, scalar result extraction (max stress, displacement, natural frequency), load case comparison, batch results database population | 60–80% reduction in post-processing and results extraction effort per simulation model. |
| CAE Data Integrity and Version Control | PLM REST APIs (Teamcenter, Windchill, 3DEXPERIENCE), Git for CAE script versioning, custom metadata databases | CAE model-to-CAD revision linkage, simulation results archived with originating geometry revision reference, model change tracking, simulation database governance | Simulation results always traceable to originating CAD geometry revision. Regulatory evidence complete. |
| CAE Report Generation | Python (python-docx, ReportLab, Jinja2 templates), PowerPoint automation, PLM document management | Automated simulation report generation from results database — standard report templates populated with plots, tables, and scalar results without manual copy-paste from post-processor | Report preparation time reduced 70–85%. Report format consistency enforced automatically. |
INDUSTRY ALIGNMENT
CAE automation for crash (LS-DYNA), NVH (Nastran, Abaqus), durability (ANSYS, Abaqus), and thermal management (ANSYS Fluent, CFX) simulation workflows. Data integrity tools linking crash and NVH simulation results to Teamcenter CAD revisions for IATF 16949 design validation evidence. HPC batch management for high-volume simulation programmes.
CAE automation for structural (Nastran, Abaqus), aeroelastic (Nastran SOL144/145), CFD (ANSYS Fluent, Star-CCM+), and fatigue (FEMFAT, nCode) simulation workflows. AS9100 simulation data integrity — simulation results traceable to certified CAD revision in Teamcenter or ENOVIA for design verification documentation.
FEA pre-processing automation for structural and thermal analysis of pressure vessels, heat exchangers, and rotating equipment in ANSYS Mechanical and Abaqus. ASME VIII pressure vessel analysis automation. Modal and harmonic response automation for rotating machinery. Post-processing automation for equipment certification report generation.
Structural and thermal FEA automation for pipeline, pressure vessel, and offshore structure analysis. ANSYS and Abaqus automation for API and ASME code compliance stress analysis. CFD automation for flow equipment design in ANSYS Fluent. Fatigue and fracture mechanics automation for pipeline integrity assessment.
Thermal management simulation automation in ANSYS Icepak and Fluent for PCB and electronic enclosure design. Structural reliability FEA for solder joint and component packaging analysis. Drop test and vibration simulation automation. Simulation data integrity connecting electronic product CAD revisions to thermal and structural simulation results.
| 60% average reduction in CAE pre and post-processing time | EMUG SOLVE-delivered CAE automation tools achieve an average 60 percent reduction in pre-processing and post-processing time for targeted simulation workflows — measured against the effort baseline established in the Survey phase and validated in the performance benchmark delivered with the UAT sign-off report. |
| CAE data integrity by design — simulation results traceable to CAD revision | EMUG SOLVE data integrity frameworks link every simulation result to the specific CAD geometry revision it was computed from — using PLM revision identifiers stored in CAE model metadata and results database records. This traceability is the prerequisite for AS9100 design verification evidence and IATF 16949 validation records that reference specific simulation analyses. |
| PyANSYS, Abaqus Python, and HyperMesh Tcl expertise in-house | EMUG Tech’s CAE automation developers work in ANSYS Mechanical, Abaqus, Simcenter Nastran, and HyperMesh daily — understanding solver convergence behaviour, mesh topology requirements, and post-processing data structures at the level needed to build automation that handles real industrial simulation models, not textbook examples. |
| Batch automation connecting pre-processing through HPC to post-processing | EMUG SOLVE builds end-to-end CAE workflow automation — from geometry import and model setup through HPC batch submission and queue management through automated post-processing and report generation — eliminating the manual steps at every stage of the simulation pipeline that currently prevent simulation engineers from running more studies in the same time. |
| Mesh quality standards enforced automatically before every solve | EMUG SOLVE mesh quality enforcement tools run standard mesh quality checks (Jacobian ratio, aspect ratio, warpage, skewness per solver requirements) automatically before every batch submission — rejecting models that fail quality thresholds and generating a quality report identifying the specific elements and regions requiring attention. |
| Tools built for simulation engineers — not generic IT solutions | Every EMUG SOLVE tool is designed around the specific workflows of the simulation engineering team it serves — the actual model file structures, solver parameter sets, results quantities, and report formats used in production — rather than a generic simulation automation framework that requires extensive configuration before it handles real engineering data. |
Expert answers from EMUG Tech's CAE Automation & Data Integrity practice.
Run More Simulations in the Same Time — Without More Simulation Engineers.









Simulation Results That Are Traceable, Repeatable, and Ready in Half the Time.