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@PV-Lab Accelerated Materials Laboratory for Sustainability

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    61 repositories

    • MOBO-Kit

      Public
      Multiobjective Bayesian Optimization Toolkit
      Jupyter Notebook
      •
      MIT License
      •2•3•0•1•Updated Sep 10, 2026Sep 10, 2026

    • ZoMBI-Hop

      Public
      Python
      •
      MIT License
      •1•1•0•0•Updated Sep 7, 2026Sep 7, 2026

    • SpinSynth

      Public
      Jupyter Notebook
      •
      MIT License
      •0•0•0•0•Updated Aug 21, 2026Aug 21, 2026

    • ASHE

      Public
      Fused convolutional neural network and geometric models for the reliable detection and robotic manipulation of transparent substrates in self-driving laboratory…
      Jupyter Notebook
      •
      Apache License 2.0
      •1•0•0•0•Updated Apr 21, 2026Apr 21, 2026

    • perovskite_environmental_control

      Public
      A starter kit for PV-relevant ML within the ADDEPT collaboration
      Jupyter Notebook
      •
      MIT License
      •0•1•0•0•Updated Dec 23, 2025Dec 23, 2025

    • labdata-pipeline

      Public
      Python
      •0•0•0•0•Updated Aug 25, 2025Aug 25, 2025

    • bias

      Public
      Bayesian Inference with accelerated sampling
      Python
      •
      Other
      •0•0•0•0•Updated Jul 14, 2025Jul 14, 2025

    • High-throughput-micro-scale-bandgap-mapping

      Public
      Jupyter Notebook
      •
      MIT License
      •0•1•0•0•Updated Jul 1, 2025Jul 1, 2025

    • Autocharacterization-Bandgap-Mapping

      Public
      Jupyter Notebook
      •
      MIT License
      •0•2•0•0•Updated Jul 1, 2025Jul 1, 2025

    • chem-xrd

      Public
      Chem-XRD Repository
      materialtransformercharacterization
      materialtransformercharacterizationvitxrdedsmultimodal
      Jupyter Notebook
      •
      MIT License
      •0•2•0•0•Updated Jun 14, 2025Jun 14, 2025

    • Robotic_Liquid_Handling

      Public
      Code developed for use on Opentrons robots for automated liquid handling
      Python
      •
      MIT License
      •0•2•0•0•Updated May 21, 2025May 21, 2025

    • SynthBench

      Public
      A synthetic hypothesis testing environment for synthesizability filters
      Jupyter Notebook
      •
      MIT License
      •1•0•0•0•Updated May 8, 2025May 8, 2025

    • xrd-best-practices

      Public
      Best practices when performing X-ray diffraction measurements
      GNU General Public License v3.0
      •1•6•0•0•Updated Mar 3, 2025Mar 3, 2025

    • tomographic-interpretation

      Public
      Scripts for Raul Ortega-Ochoa et al., "A tomographic interpretation of structure-property relations for materials discovery."
      Python
      •
      MIT License
      •0•1•0•0•Updated Feb 7, 2025Feb 7, 2025

    • Archerfish

      Public
      Archerfish: A Retrofitted 3D Printer for General High-throughput Combinatorial Experimentation
      Jupyter Notebook
      •
      Apache License 2.0
      •0•7•0•0•Updated Jan 22, 2025Jan 22, 2025

    • Synthesizability-Filter

      Public
      Python
      •
      MIT License
      •1•2•1•0•Updated Jan 22, 2025Jan 22, 2025

    • Autocharacterization-Stability

      Public
      Automatic stability calculation of arbitrarily many semiconductor deposits from degradation experimental data using computer vision segmentation.
      Jupyter Notebook
      •
      MIT License
      •1•4•0•0•Updated Nov 25, 2024Nov 25, 2024

    • Autocharacterization-Bandgap

      Public
      Automatic band gap calculation of arbitrarily many semiconductor deposits from reflectance hypercube using computer vision segmentation.
      Jupyter Notebook
      •
      MIT License
      •1•11•0•0•Updated Nov 25, 2024Nov 25, 2024

    • SDCNN

      Public
      Spatially differentiable convolutional neural network (SDCNN) for robot pose prediction.
      Jupyter Notebook
      •
      MIT License
      •1•2•0•0•Updated Nov 14, 2024Nov 14, 2024

    • cluster-perovskite-data

      Public
      Clustering perovskite degradation data (sample colors vs. time) and plotting XRD for cluster centroids
      Jupyter Notebook
      •
      MIT License
      •0•3•0•0•Updated Aug 12, 2024Aug 12, 2024

    • ZoMBI

      Public
      Zooming Memory Based Initialization (ZoMBI) algorithm for discovery of optima within challenging needle-in-a-haystack (extreme data imbalance) datasets.
      machine-learningoptimizationbayesian-optimization
      machine-learningoptimizationbayesian-optimization
      Jupyter Notebook
      •
      MIT License
      •3•19•1•0•Updated Feb 14, 2024Feb 14, 2024

    • DiSCO

      Public
      0•0•0•0•Updated Feb 1, 2024Feb 1, 2024

    • Robotic-Conductivity-Probe-Optimization

      Public
      This toolkit provides robust methods for image segmentation and path planning, employing Meta AI's Segment Anything model and optimization techniques for effici…
      Jupyter Notebook
      •
      MIT License
      •0•0•0•0•Updated Dec 13, 2023Dec 13, 2023

    • FTCP

      Public
      FTCP code
      Python
      •
      Apache License 2.0
      •22•37•5•0•Updated Oct 11, 2023Oct 11, 2023

    • bayesim

      Public
      Bayes for anything!
      Python
      •
      GNU Affero General Public License v3.0
      •8•18•0•0•Updated Oct 2, 2023Oct 2, 2023

    • thicknessML

      Public
      Python
      •
      MIT License
      •2•8•0•0•Updated Jun 12, 2023Jun 12, 2023

    • BayesMC

      Public
      Bayesian parameter estimation with MCMC
      Python
      •
      MIT License
      •0•0•0•0•Updated Mar 7, 2023Mar 7, 2023

    • hte_degradation_chamber

      Public
      High throughput degradation chamber for aging perovskite samples under extreme humidity, heat, and illumination.
      C++
      •
      MIT License
      •1•4•0•0•Updated Feb 15, 2023Feb 15, 2023

    • hte_degradation_chamber_gen2

      Public
      High throughput degradation chamber for aging perovskite samples under extreme humidity and illumination.
      C++
      •
      MIT License
      •1•2•0•0•Updated Feb 15, 2023Feb 15, 2023

    • Automatic-Band-Gap-Extractor

      Public
      Automated direct band gap extractor from many measured reflectance samples at a time using recursive segmentation and regression fitting of Tauc plots.
      automationsemiconductorband-gap
      automationsemiconductorband-gaptauc-plotsreflectance-spectroscopy
      Jupyter Notebook
      •
      MIT License
      •1•5•0•0•Updated Feb 7, 2023Feb 7, 2023
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