Multi-Modal PINN Framework

Design kinetic energy converters with physics, not guesswork

KinetiForge uses physics-informed neural networks to generatively design stackable, 3D-printable kinetic energy converters. Each design is validated against real physics before it ever touches a printer.

Launch Generator See how it works
Multi-Modal Separate PINNs per physics domain
Stackable Modular converter architecture
Print-Ready 3D-printability as a constraint

From physics equations to printable geometry in one loop

01

Define Physics

Select the governing equations for your converter type: aerodynamics, electromagnetics, structural mechanics, thermodynamics.

02

Generate Designs

Multi-modal PINNs explore the design space, generating converter geometries that satisfy all physics constraints simultaneously.

03

Validate & Correct

A self-correcting loop validates each design against simulation truth. Failed designs feedback into the network for iterative refinement.

04

Export & Print

Output STL/STEP files with embedded printability guarantees: no unsupported overhangs, optimized wall thickness, stackable interfaces.

One PINN per domain, orchestrated together

AERO

Aerodynamics

Blade profiles, airfoil optimization, and flow field prediction using Navier-Stokes informed networks. Integrated with QBlade simulation data.

EM

Electromagnetics

Generator topology, magnet placement, and flux density optimization. Built on NREL MADE3D-AML methodologies for rare-earth-free designs.

STRUCT

Structural Mechanics

Load-bearing analysis, fatigue life prediction, and material stress distribution. Ensures printed parts withstand operational forces.

THERM

Thermodynamics

Heat dissipation, thermal expansion modeling, and operating temperature bounds. Critical for generator coil and bearing assemblies.

Built on proven open-source and industry tools

FreeCAD CadQuery QBlade NREL MADE3D-AML NVIDIA PhysicsNeMo Neural Operators SolidWorks Pinneapple

The future of energy hardware is generative, physics-validated, and manufactured anywhere there's a 3D printer.

KinetiForge is building the bridge between simulation and fabrication for kinetic energy systems.

Start Designing Now