AGENTFEM / OPEN SCIENCE
We use AgentFEM to run simulations and train models on the results.
Try the demos here, or download the data and models for your own research.
01 / MATERIAL MEMORY
A metal's stress depends on how it was loaded, not just its current strain. Change the loading path and see how DENIM predicts the response.
DENIM · Synthetic elastoplastic histories · Neural constitutive models
02 / STRUCTURAL DESIGN
Removing material saves weight, but changes how a bracket deforms. Try different designs under the same load, or use the paired geometry and field data to train your own surrogate.
GINO-based models · 3D brackets · Precomputed demo results
03 / CONTROLLED HEAT
Start from the same temperature field, then keep heating, reduce power, or switch the source off. Use the resulting temperature histories to train a model that accounts for these changes.
64 scenarios · 192 trajectories · Temperature fields, controls & sensor readings
04 / PIPE ASSEMBLY
Connect straight pipes and elbows, change a support, and add a damper. Compare vibration amplitudes and explore how the response changes with frequency.
Component reduced-order models · Live browser calculations · Thermal movement and vibration
05 / SOFT ROD DESIGN
Drag a target or draw a curve. Explore how a flexible rod can approach it, with adjustable actuation zones and a controlled base rotation.
Planar soft rods · Quasi-static mechanics · Shape and inverse-design data
RESEARCH COLLECTIONS
ABOUT AGENTFEM
AgentFEM is open-source finite-element software built on FEniCSx. Set up and run models with Python or the command line, or connect an AI assistant through MCP.
LEARN WITH AGENTFEM
Six exercises, from a cantilever beam to buckling and auxetic structures. Prompts, reference results and downloadable handouts in English, French and Chinese.
FOR TEACHERS & AUTHORS
Embed an interactive mechanics demo in a course page or article. Choose a demo and copy the HTML.
