Shape Expert: the power of deep learning

The power of deep learning rethought for advanced CAE or optimization experts

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The core technology

The core technology of Neural Concept Shape are 3D convolutional networks that learn to predict the output of physical simulations or experiments based on the input shape’s geometrical properties.

When relevant, the conception process can even be completely delegated to the machine so as to find the optimal design(s) given a number of predefined objectives.
About Shape Expert
Although deep learning has taken the entire field of computer science by storm, Computer Assisted Design (CAD) and geometry processing still mostly rely on traditional techniques.
To change this, the team of researchers behind Neural Concept developed a 3D deep learning system that is specifically dedicated to the processing of CAD and simulation data.

Train your AI once and use it forever

  • Transfer learning between use-cases
  • Mix experimental and simulation data

Accuracy is key

  • Our geometric Neural Networks operate in the euclidean and naturally learn the patterns of physics.
  • Analyse performance to improve accuracy and validate models before you use them.

Works with your everyday files

  • Geometries: case, vtk, cgns, cas, op2, csv etc...
  • Simulation results in all common formats
For advanced experts
The power of deep learning rethought for advanced CAE or optimization experts.
Fast start

Unique algorithms, taken out of the lab, optimized and made ready to work

Learning

  • Geometric and 3D based Deep-learning
  • Deep-learning from CAD
  • Deep Bayesian uncertainty estimation
  • Transfer / few-shot learning

Shape generation

  • 3D Generative Neural Networks
  • Differentiable morphing
  • Differentiable CAD

Optimization

  • Online optimization - active learning
  • Genetic and gradient - based shape optimization
How it works

Total control

Low-level Python-based interface that lets you interact with the core of the technology and removes any limitations

Best practice

A fully guided workflow that helps you start with the best practices right away.
CAD tool integrations
Our product

Interaction with Shape Pro

Shape/Expert users have the ability to generate packaged operational applications that will then be exploited in Shape/Pro

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