Explore @PV-Lab Open Source projects

Accelerated Materials Laboratory for Sustainability (@PV-Lab)

PV-Lab

Stars
225
Global Org. Rank 37,984 (Top 13 %)
Registered over 9 years ago
Most used languages

Jupyter Notebook
54.1 %

Python
27.0 %

MATLAB
13.5 %

C++
5.4 %
Location 🇺🇸 United States
Country Total Rank 26,057
Country Ranking

Jupyter Notebook
1,347

MATLAB
1,807

Python
8,230

autoXRD

Automatic XRD classification for thin-film materials using CNNs, Class Activation Maps and Data Augmentation

BayesProcess

Physics informed Bayesian network + autoencoder for matching process / variable / performance in solar cells.

Jupyter Notebook

FTCP

Benchmarking

Jupyter Notebook

bayesim

Bayes for anything!

capping-layer

Perovskite capping layer code

Jupyter Notebook

ZoMBI

Zooming Memory Based Initialization (ZoMBI) algorithm for discovery of optima within challenging needle-in-a-haystack (extreme data imbalance) datasets.

Jupyter Notebook

2s986_class

Jupyter Notebook

SL-PerovskiteOpt

This is a code and data repository to conduct Bayesian Optimization with knowledge constraints for manufacturing process of perovskite solar cells

Jupyter Notebook

PDE-Extraction

Jupyter Notebook

Data-Driven-PV

Bridging the gap between photovoltaics R&D and manufacturing with data-driven optimization

SPProC

Sequential learning and optimization with physical probabilistic constraints.

PvkAdditives

Hypothesis generation using combination of RFE, random forest regression/ classification, and SHAP for additives in perovskite single-crystal synthesis.

Jupyter Notebook

ML-Multiscale-Droplets

Jupyter Notebook

pv_bayes

Code used to run SCAPS-1D simulations for https://doi.org/10.1016/j.joule.2017.10.001

hte_degradation_chamber

High throughput degradation chamber for aging perovskite samples under extreme humidity, heat, and illumination.

PV-ML-Starter-Kit

Starter kit for photovoltaics optimization using machine learning.

Jupyter Notebook

MLforCOE

Machine learning modelling for novel antibiotics domains - here conjugated oligoelectrolytes

Jupyter Notebook

Semiconductor_properties

Calculate basic semiconductor properties, such as intrinsic carrier densities, bandgap, and Fermi energies.

Vision-Automatic-Stability-Measurement

Automatic segmentation and measurement of perovskite stability.

Jupyter Notebook

PC-PL

Process PC-PL measurements taken into quantified lifetime, injection, and impurity concentration maps of samples

FCA

Processing scripts for free carrier absorption lifetime measurements.

Synchrotron

Process micro-X-ray fluorescence measurements

dissimatrix

Dissimilarity matrix analysis for perovskite cappping-absorber pairs degradation data

GPyOpt_DFT

Fork of GPyOpt adapted for constrained optimization using a physical DFT model.

Jupyter Notebook

hte_degradation_chamber_gen2

High throughput degradation chamber for aging perovskite samples under extreme humidity and illumination.

cluster-perovskite-data

Clustering perovskite degradation data (sample colors vs. time) and plotting XRD for cluster centroids

Jupyter Notebook

Constrained-BO

Jupyter Notebook

Vision-Automatic-Composition-Extractor

Automatic extraction of material compositions produced via high-throughput liquid deposition through computer vision and integrating motor speeds.

Jupyter Notebook

CompStruct

Lifetime-spectroscopy

Process measured lifetime curves into surface recombination velocity and Shockley-Read-Hall lifetime. SRH lifetime can then be fitted for defect parameters.

thicknessML

Fe_Si_Bayes_code

Fe_Si_Bayes_code

Jupyter Notebook

NIST-VAE-Clustering

VAE and clustering for identifying XRD features change.

ZoMBI-Hop

Jupyter Notebook

Automatic-Band-Gap-Extractor

Automated direct band gap extractor from many measured reflectance samples at a time using recursive segmentation and regression fitting of Tauc plots.

Jupyter Notebook

Vision-Automatic-Band-Gap-Extractor

Automatic band gap calculation of arbitrarily many semiconductor deposits from reflectance hypercube using computer vision segmentation.

Jupyter Notebook