gabrielecoli / CNN-based-Inverse-Design
All the codes and data used in "Inverse design of soft materials via a deep-learning-based evolutionary strategy", by G. M. Coli, E. Boattini, L. Filion, and M. Dijkstra.
☆11Updated 3 years ago
Alternatives and similar repositories for CNN-based-Inverse-Design
Users that are interested in CNN-based-Inverse-Design are comparing it to the libraries listed below
Sorting:
- Probability-density-based deep learning paradigm for the fuzzy design of functional metastructures. Research AAAS & NeurIPS ML4PS.☆20Updated 2 years ago
- Predicting spectral emissivity of particles from a given material and geometry using decision trees and random forest.☆9Updated 4 years ago
- A deep learning Bayesian framework for attribute driven inverse materials design☆14Updated 5 years ago
- A General Framework Combining Generative Adversarial Networks and Mixture Density Networks for Inverse Modeling in Microstructural Materi…☆9Updated 2 years ago
- Code repository for "Finding symmetry breaking order parameters with Euclidean Neural Networks"☆14Updated 4 years ago
- Repo for paper "Inverse deep learning methods and benchmarks for artificial electromagnetic material design"☆16Updated 2 years ago
- ☆14Updated 6 years ago
- Unsupervised fingerprinting of disordered solids leading to analogical materials discovery.☆10Updated 2 years ago
- Multiobjective active learning with tunable accuracy/efficiency tradeoff and clear stopping criterion.☆40Updated last month
- R codes for generating candidates of novel polymers with high thermal conductivity using iqspr (R package)☆14Updated 6 years ago
- These are the slides associated with the GNN tutorial at the APS March Meeting☆21Updated 2 years ago
- The inverse materials design is a key topic of materials science nowadays. The proposed software solutions are useful tools for decision …☆11Updated 4 years ago
- Python code for the paper Bayesian Optimization of Nanoporous Materials.☆21Updated 2 years ago
- Zooming Memory Based Initialization (ZoMBI) algorithm for discovery of optima within challenging needle-in-a-haystack (extreme data imbal…☆16Updated last year
- Accelerated Design of Layered Materials with Bayesian Optimization☆18Updated 6 years ago
- Codes for translating structural defects to atomic properties☆14Updated 2 years ago
- Distributed representations of atoms, inspired by the Skip-gram model☆26Updated last year
- Materials Design by Monte Carlo Tree Search☆34Updated 3 years ago
- Golem: an algorithm for robust experiment and process optimization☆17Updated 4 years ago
- ☆32Updated 4 years ago
- an automatic plot digitizer for spectroscopy images (i.e. XANES and Raman)☆35Updated 2 years ago
- Atomic Structure Generation from Reconstructing Structural Fingerprints☆15Updated 2 years ago
- Molecular mechanics systems and simulation data☆16Updated 11 months ago
- AI for a cure, a combination of Latent-GAN and VAE-JTNN to create 100% valid drug like molecules☆10Updated 5 years ago
- A brain for self-driving laboratories☆36Updated 4 months ago
- polyVERSE is a comprehensive repository of informatics-ready datasets curated by the Ramprasad Group.☆18Updated this week
- Deep Bayesian Optimization for Problems with High-Dimensional Structure☆16Updated 2 years ago
- Efficient phase diagram construction based on uncertainty sampling☆14Updated 2 years ago
- ☆14Updated 2 years ago
- Unsupervised learning of structure in systems of interacting particles.☆13Updated last year