Optimization tools are often employed but rarely deliver at scale. This is due to limitations related to design parametrization and to the cost of siloed, independent simulation campaigns.
Extract the best out of many design concepts.
Shape will help you find the best design out of numerous heat exchanger concepts. It will allow you to move away from your existing parametrizations, to converge to truly innovative designs that outperform classical ones.
A more flexible approach to design optimization.
Customize designs in no time by never starting an optimization from zero again.
Adapting to the ever-changing performance requirements is key. Hence, you need to iterate between multiple new and existing design concepts.
With Shape, you can capitalize on everything you do. You will continuously feed an ever smarter deep-learning model, saving you precious time and resources.
Credit: EPFL Laboratory of Renewable Energy Science and Engineering
Handle complex design and structures with many sub‑parts and intricate physics.
With Shape, you can analyse the heat exchanger design performances through temperature and velocities on surfaces, slices, or directly in 3D. The Geometric Neural Networks implemented in Shape, are able to to extract local and global features in large and complex design assemblies.