← Search

Sigrid Adriaenssens

2 accepted papers

2025

Real-time design of architectural structures with differentiable mechanics and neural networks

ICLR 2025poster

Designing mechanically efficient geometry for architectural structures like shells, towers, and bridges, is an expensive iterative process. Existing techniques for solving such inverse problems rely on traditional optimization methods, which are slow and computationally expensive, limiting iteration…

Cited by 1SourcePDFScholar
2020

Amortized Finite Element Analysis for Fast PDE-Constrained Optimization

ICML 2020poster

Optimizing the parameters of partial differential equations (PDEs), i.e., PDE-constrained optimization (PDE-CO), allows us to model natural systems from observations or perform rational design of structures with complicated mechanical, thermal, or electromagnetic properties. However, PDE-CO is often…