MECHANICAL, AEROSPACE & CIVIL

Structural CAE & FEA analysis

Structural CAE & FEA analysis is an OpenEnv-compatible reinforcement learning environment in our Mechanical, Aerospace & Civil catalog. An agent acts through the tools below, and a deterministic verifier scores every episode, so the reward can be used for GRPO or other RLVR post-training.

Task and verification

Perform structural finite element analysis on complex mechanical components. Minimize part mass while keeping von Mises stress, displacement, and buckling safety factors within code limits.

Tools and runtime

CalculiX + Code_Aster + mesh stress & displacement checks

OPENENV / CALCULIX

Related Mechanical, Aerospace & Civil gyms

• OpenFOAM CFD aerodynamic optimization
• FreeCAD CAM & CNC toolpath planning
• Parametric mechanical CAD (CadQuery)
• GNC & orbital mechanics (Orekit)
• Modelica multiphysics modeling
• 2D CAD & DXF drafting automation
• BIM & MEP building systems routing
• Physics & PDE model calibration

See how these environments are run privately on the custom RL environments page, and how their rewards are made hard to game in our verifier design guide.

Plan a training run

Check the environment’s availability, compatible models and compute in Studio. A catalog entry does not guarantee that hosted training is enabled for your workspace.