PV-Lab / SL-PerovskiteOptLinks
This is a code and data repository to conduct Bayesian Optimization with knowledge constraints for manufacturing process of perovskite solar cells
☆18Updated 3 years ago
Alternatives and similar repositories for SL-PerovskiteOpt
Users that are interested in SL-PerovskiteOpt are comparing it to the libraries listed below
Sorting:
- Predicting new perovskites with ensemble Machine Learning algorithms☆11Updated 4 years ago
- Plots for "Machine-learned and codified synthesis parameters of oxide materials" in the journal Scientific Data☆14Updated 8 years ago
- ☆66Updated last year
- A free and fast perovskite solar cell simulator with coupled ion vacancy and charge carrier dynamics in one dimension. Read the Wiki to f…☆43Updated 2 years ago
- Tools for auto-generating the battery-materials database.☆47Updated 3 years ago
- Machine Learning for Catalyst Design and Discovery☆17Updated 6 years ago
- MatDesign: a programming-free AI platform to predict and design materials☆74Updated 2 months ago
- MAterials Simulation Toolkit for Machine Learning (MAST-ML)☆125Updated 5 months ago
- Comparative Analysis of Machine Learning Approaches on the Prediction of the Electronic Properties of Perovskite: A Case Study of the ABX…☆25Updated 3 years ago
- A Python package for adsorption processes☆26Updated last month
- A Battery Interface Ontology based on EMMO☆45Updated 11 months ago
- Hands-on material for a Machine Learning in Chemical Engineering course☆110Updated 2 years ago
- Using the CGCNN transfer learning model to pridict the voltages of many kinds of metal-ion battery electrodes☆10Updated 3 years ago
- Tools for creating a MongoDB collection of ChemDataExtractor-snowball records☆14Updated 6 years ago
- MOOSE Application for simulation of electrodeposition in Li-ion batteries☆18Updated 3 years ago
- Modules for cross validation, evaluation and plot of SISSO☆16Updated 5 years ago
- BatteryDataExtractor: battery-aware text-mining software embedded with BERT models.☆20Updated 2 years ago
- Expanded dataset of mechanical properties and observed phases of multi-principal element alloys☆38Updated 3 years ago
- Accelerated Design of Layered Materials with Bayesian Optimization☆19Updated 6 years ago
- Python interface to the SISSO (Sure Independence Screening and Sparsifying Operator) method.☆62Updated last year
- Machine Learning for Catalysis☆20Updated 2 years ago
- Thermodynamically Explainable Representations of AI and other black-box Paradigms☆32Updated 11 months ago
- data and code to reduplicate paper: Topological representations of crystalline compounds for the machine-learning prediction of materials…☆21Updated 4 years ago
- code package with elemental property dictionary that trains a model based on training dataset and gives prediction on new perovskite comp…☆28Updated 7 years ago
- Predict the band gap energy for inorganic materials☆19Updated last year
- Graphic user interface (GUI) for the battery database.☆16Updated 2 years ago
- Deep Learning the Chemistry of Materials From Only Elemental Composition for Enhancing Materials Property Prediction☆97Updated 2 years ago
- Machine learning model for crystal lattice constant prediction☆14Updated 4 years ago
- This repository contains a practical course designed for chemical engineers that want to learn how to solve exercises and program in Pyth…☆71Updated 5 months ago
- Course notes for the CMU course 06-262 Math Methods of Chemical Engineering (ODE's, linear algebra, PDEs, stats) in the form of jupyter n…☆24Updated 2 years ago