Accelerated Materials Laboratory for Sustainability

BayesProcess

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

FTCP

FTCP code

Benchmarking

Benchmarking

bayesim

Bayes for anything!

ZoMBI

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

SL-PerovskiteOpt

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

PvkAdditives

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

thicknessML

Constrained-BO

hte_degradation_chamber

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

ML-Multiscale-Droplets

MLforCOE

Machine learning modelling for novel antibiotics domains - here conjugated oligoelectrolytes

PV-ML-Starter-Kit

Starter kit for photovoltaics optimization using machine learning.

Autocharacterization-Bandgap

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

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.

cluster-perovskite-data

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

dissimatrix

Dissimilarity matrix analysis for perovskite cappping-absorber pairs degradation data

hte_degradation_chamber_gen2

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

Archerfish

Archerfish: A Retrofitted 3D Printer for General High-throughput Combinatorial Experimentation

Autocharacterization-Stability

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

CompStruct

ZoMBI-Hop

Robotic_Liquid_Handling

Code developed for use on Opentrons robots for automated liquid handling

BayesMC

Bayesian parameter estimation with MCMC

DiSCO

perovskit

Open-source code accelerating the development of perovskite solar cells

RGBanalysis

RGB analysis codes for film degradation chamber.

Robotic-Conductivity-Probe-Optimization

This toolkit provides robust methods for image segmentation and path planning, employing Meta AI's Segment Anything model and optimization techniques for efficient pathfinding.

Synthesizability-Filter

tonio-presentations

Slides from Tonio Buonassisi's presentations