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Author

Thomas von Tschammer

Co-founder & General Manager USA

Co-founder and General Manager USA at Neural Concept. Master’s in Mechanical Engineering from EPFL. Joined Neural Concept in 2018 and works closely with large engineering organizations to deploy AI-driven workflows.

11 articles

Pressure field on a car body predicted by a neural network, red at the front bumper, for Bayesian shape optimization Research 3 min

DEBOSH: Deep Bayesian Shape Optimization

 Car shape refined from a sketch next to its predicted pressure field with estimated lift and drag values Research 2 min

Sketch2Mesh: From Sketches to Generation and Edition of 3D Shapes

 Cycle diagram of hydrofoil optimization: input file, MachUp computation, normalized output, CNN training and shape generation Research 23 min

Hydrofoil Shapes Optimization With Geodesic Convolutional Neural Network

 Series of 3D face meshes varying in expression and shape, generated by compositional VAEs Research 1 min

Modelling Facial Geometry using Compositional VAEs

 Car shapes morphing from a start to an end design via MeshSDF, colored by predicted surface field Research 2 min

Neural Concept and EPFL CVLab at NeurIPS: “MeshSDF: Differentiable Iso-Surface Extraction.”

 NeuralSampler architecture: point cloud encoded via PointNet and ResNet, decoded to occupancy and resampled points Research 1 min

NeuralSampler: Euclidean Point Cloud Auto-Encoder and SamplerA

 Glowing airflow lines passing around a dark car silhouette, illustrating aerodynamic shape optimization Research 9 min

Multi-Objective Optimization of Shape With Deep Learning

 Satellite with deployed solar panels, illustrating thermal design constraints in satellite engineering Research 9 min

Smarter Satellite Design for Thermal Constraints (Whitepaper)

 Fixed-wing drone geometry from a multi-fidelity optimization using geometric convolutional neural networks Research 15 min

Drone Aerodynamics — Design Optimization by SenseFly & NC

 SP80 logo above the SP80 boat skimming across the sea on hydrofoils Company News 3 min

In the Quest for Breaking the World Record: Collaboration with SP80 to Optimize Ventilated Hydrofoils Profiles

 FEA result on a meshed five-spoke car wheel rim, highlighting stress zones around the spokes Research 18 min

The Importance of Uncertainty Quantification for Deep Learning Models