google-research / neural-structural-optimization
Neural reparameterization improves structural optimization
☆121Updated 3 years ago
Alternatives and similar repositories for neural-structural-optimization:
Users that are interested in neural-structural-optimization are comparing it to the libraries listed below
- Differentiable interface to FEniCS/Firedrake for JAX using dolfin-adjoint/pyadjoint☆93Updated last year
- PyTorch-FEniCS interface☆100Updated 3 years ago
- Differentiable interface to FEniCS for JAX☆53Updated 3 years ago
- Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-Solvers☆152Updated 2 years ago
- Auto-differentiable and hardware-accelerated force density method☆88Updated last month
- ☆105Updated 3 years ago
- ☆72Updated 4 years ago
- A JAX-based research framework for writing differentiable numerical simulators with arbitrary discretizations☆123Updated 6 months ago
- A Discussion on Solving Partial Differential Equations using Neural Networks☆65Updated 5 years ago
- FluidNet re-written with ATen tensor lib☆52Updated 5 years ago
- ☆41Updated 4 years ago
- 18.336 - Fast Methods for Partial Differential and Integral Equations☆185Updated 10 months ago
- Package for CGD and ACGD optimizers☆20Updated 2 years ago
- Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed c…☆114Updated 3 years ago
- Deep Learning application to the partial differential equations☆30Updated 6 years ago
- A Python Library for Topology Optimization☆106Updated 2 years ago
- jupyter notebooks for the neural nets and differential equation paper☆28Updated 3 years ago
- Python tools for solving data-constrained finite element problems☆13Updated 3 years ago
- A sparse KLU solver for PyTorch.☆64Updated 3 years ago
- Reference implementation of Finite Element Networks as proposed in "Learning the Dynamics of Physical Systems from Sparse Observations wi…☆70Updated 10 months ago
- A shape optimisation toolbox built on the Firedrake finite element library.☆28Updated 2 weeks ago
- Scaling RLLib for generic simulation environments on Theta☆20Updated 2 years ago
- PyTorch implementation of GMLS-Nets. Machine learning methods for scattered unstructured data sets. Methods for learning differential op…☆26Updated last year
- ☆34Updated last year
- Improved LBFGS and LBFGS-B optimizers in PyTorch.☆59Updated 4 months ago
- Turning SymPy expressions into PyTorch modules.☆146Updated last year
- repo for paper: Adaptive Checkpoint Adjoint (ACA) method for gradient estimation in neural ODE☆54Updated 4 years ago
- ☆31Updated 2 years ago
- This repository contains code released by DiffEqML Research☆89Updated 3 years ago
- Source code for "Deep Dynamical Modeling and Control of Unsteady Fluid Flows" from NeurIPS 2018☆46Updated 6 years ago