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Accelerated Materials Laboratory for Sustainability's Projects

autocharacterization-bandgap icon autocharacterization-bandgap

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

autocharacterization-stability icon autocharacterization-stability

Automatic stability calculation of arbitrarily many semiconductor deposits from degradation experimental data using computer vision segmentation.

automatic-band-gap-extractor icon 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.

autoxrd icon autoxrd

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

bayesmc icon bayesmc

Bayesian parameter estimation with MCMC

bayesprocess icon bayesprocess

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

cluster-perovskite-data icon cluster-perovskite-data

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

data-driven-pv icon data-driven-pv

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

dissimatrix icon dissimatrix

Dissimilarity matrix analysis for perovskite cappping-absorber pairs degradation data

fca icon fca

Processing scripts for free carrier absorption lifetime measurements.

gpyopt_dft icon gpyopt_dft

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

hte_degradation_chamber icon hte_degradation_chamber

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

lifetime-spectroscopy icon lifetime-spectroscopy

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

mlforcoe icon mlforcoe

Machine learning modelling for novel antibiotics domains - here conjugated oligoelectrolytes

pc-pl icon pc-pl

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

perovskit icon perovskit

Open-source code accelerating the development of perovskite solar cells

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