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Architecting principles for systems-of-systems
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journal
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January 1998 |
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Transition‐Metal Phosphides: Activity Origin, Energy‐Related Electrocatalysis Applications, and Synthetic Strategies
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journal
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September 2020 |
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Multi‐Fidelity High‐Throughput Optimization of Electrical Conductivity in P3HT‐CNT Composites
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journal
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June 2021 |
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Self‐Driving Platform for Metal Nanoparticle Synthesis: Combining Microfluidics and Machine Learning
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journal
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September 2021 |
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High‐Performance Materials for 3D Printing in Chemical Synthesis Applications
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journal
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February 2019 |
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Recent Advances on Graphene Quantum Dots: From Chemistry and Physics to Applications
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journal
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March 2019 |
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Beyond Ternary OPV: High‐Throughput Experimentation and Self‐Driving Laboratories Optimize Multicomponent Systems
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April 2020 |
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Artificial Chemist: An Autonomous Quantum Dot Synthesis Bot
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journal
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June 2020 |
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High Throughput Methods in the Synthesis, Characterization, and Optimization of Porous Materials
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journal
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September 2020 |
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A Universal Cosolvent Evaporation Strategy Enables Direct Printing of Perovskite Single Crystals for Optoelectronic Device Applications
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journal
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January 2022 |
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Hypothesis Learning in Automated Experiment: Application to Combinatorial Materials Libraries
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journal
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April 2022 |
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High‐Throughput Automated Exploration of Phase Growth Behaviors in Quasi‐2D Formamidinium Metal Halide Perovskites
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journal
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September 2023 |
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Research Acceleration in Self‐Driving Labs: Technological Roadmap toward Accelerated Materials and Molecular Discovery
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journal
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December 2022 |
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Exploring the Evolution of Metal Halide Perovskites via Latent Representations of the Photoluminescent Spectra
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journal
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January 2023 |
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Advancement in Organic Synthesis Through High Throughput Experimentation
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journal
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July 2021 |
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High‐Throughput Experimentation: A Powerful Enabling Technology for the Chemicals and Materials Industry
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journal
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December 2003 |
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Combinatorial Methods, Automated Synthesis and High-Throughput Screening in Polymer Research: Past and Present
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journal
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January 2003 |
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High‐Throughput and Combinatorial Approaches for the Development of Multifunctional Polymers
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September 2021 |
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Automated Experiments of Local Non‐Linear Behavior in Ferroelectric Materials
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October 2022 |
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Challenges of real-world reinforcement learning: definitions, benchmarks and analysis
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April 2021 |
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Materials Data Infrastructure: A Case Study of the Citrination Platform to Examine Data Import, Storage, and Access
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June 2016 |
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The Materials Data Facility: Data Services to Advance Materials Science Research
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journal
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July 2016 |
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Applications of High Throughput (Combinatorial) Methodologies to Electronic, Magnetic, Structural, and Energy-Related Materials
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September 2021 |
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High-speed combinatorial synthesis utilizing microwave irradiation
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journal
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June 2002 |
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Combinatorial materials synthesis
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journal
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October 2005 |
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High throughput multi-property evaluation of additively manufactured Co-Fe-Ni materials libraries
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journal
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October 2022 |
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High-throughput screening of magnetic properties of quenched metallic-alloy thin-film composition spreads
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journal
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November 2007 |
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Universal self-driving laboratory for accelerated discovery of materials and molecules
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journal
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October 2021 |
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Materials Acceleration Platforms: On the way to autonomous experimentation
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October 2020 |
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Python Materials Genomics (pymatgen): A robust, open-source python library for materials analysis
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journal
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February 2013 |
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PyLabRobot: An open-source, hardware-agnostic interface for liquid-handling robots and accessories
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journal
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October 2023 |
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Domain hyper-languages bring robots together and enable the machine learning community
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journal
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October 2023 |
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Using simulation to accelerate autonomous experimentation: A case study using mechanics
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journal
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April 2021 |
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Combinatorial hydrothermal synthesis and characterisation of perovskites
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journal
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January 2006 |
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Accelerated multi-property screening of Fe–Co–Ni alloy libraries by hyper-heuristic combinatorial flow synthesis and high-throughput spark plasma sintering
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journal
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November 2023 |
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Accelerated Development of Perovskite-Inspired Materials via High-Throughput Synthesis and Machine-Learning Diagnosis
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journal
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June 2019 |
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Autonomous experimentation systems for materials development: A community perspective
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journal
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September 2021 |
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Self-driving laboratories: A paradigm shift in nanomedicine development
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journal
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April 2023 |
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Understanding the ligand-assisted reprecipitation of CsPbBr3 nanocrystals via high-throughput robotic synthesis approach
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journal
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September 2023 |
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Chemical doping of lead-free metal-halide-perovskite related materials for efficient white-light photoluminescence
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journal
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February 2023 |
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SELFIES and the future of molecular string representations
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journal
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October 2022 |
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Additive manufacturing of magnetic materials
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journal
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October 2020 |
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Rapid multi-property assessment of compositionally modulated Fe-Co-Ni thin film material libraries
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journal
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June 2022 |
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A review on metal-organic frameworks: Synthesis and applications
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journal
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September 2019 |
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Next-Generation Experimentation with Self-Driving Laboratories
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journal
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June 2019 |
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Data-driven automated robotic experiments accelerate discovery of multi-component electrolyte for rechargeable Li–O2 batteries
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journal
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April 2022 |
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Machine Learning-Driven Automated Scanning Probe Microscopy for Ferroelectrics
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journal
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August 2022 |
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Autonomous Chemical Experiments: Challenges and Perspectives on Establishing a Self-Driving Lab
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journal
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August 2022 |
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The Evolution of Chemical High-Throughput Experimentation To Address Challenging Problems in Pharmaceutical Synthesis
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journal
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November 2017 |
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High-Throughput Experimentation for Selective Growth of Small-Diameter Single-Wall Carbon Nanotubes Using Ru-Promoted Co Catalysts
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journal
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May 2022 |
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Self-Driving Laboratory for Polymer Electronics
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journal
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March 2023 |
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Technological Innovations in Photochemistry for Organic Synthesis: Flow Chemistry, High-Throughput Experimentation, Scale-up, and Photoelectrochemistry
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journal
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August 2021 |
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The Evolution of High-Throughput Experimentation in Pharmaceutical Development and Perspectives on the Future
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journal
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May 2019 |
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Insights into Perovskite Film Formation Using the Hybrid Evaporation/Spin-Coating Route: An In Situ XRD Study
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journal
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June 2023 |
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The Role of SnO2 Processing on Ionic Distribution in Double-Cation–Double Halide Perovskites
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journal
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July 2023 |
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Routescore: Punching the Ticket to More Efficient Materials Development
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journal
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January 2022 |
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Early Years of High-Throughput Experimentation and Combinatorial Approaches in Catalysis and Materials Science
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journal
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April 2019 |
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Chemical Robotics Enabled Exploration of Stability in Multicomponent Lead Halide Perovskites via Machine Learning
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journal
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October 2020 |
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Autonomous Experiments in Scanning Probe Microscopy and Spectroscopy: Choosing Where to Explore Polarization Dynamics in Ferroelectrics
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journal
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July 2021 |
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Automated and Autonomous Experiments in Electron and Scanning Probe Microscopy
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journal
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July 2021 |
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Bayesian Active Learning for Scanning Probe Microscopy: From Gaussian Processes to Hypothesis Learning
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journal
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September 2022 |
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Recent Advances in Two-Dimensional Materials beyond Graphene
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journal
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October 2015 |
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Combinatorial and High-Throughput Screening of Materials Libraries: Review of State of the Art
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journal
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August 2011 |
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Mastering the game of Go without human knowledge
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journal
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October 2017 |
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Combinatorial solid-state chemistry of inorganic materials
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journal
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July 2004 |
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Orchestrating and sharing large multimodal data for transparent and reproducible research
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journal
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October 2021 |
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A self-driving laboratory advances the Pareto front for material properties
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journal
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February 2022 |
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Autonomous and dynamic precursor selection for solid-state materials synthesis
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journal
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October 2023 |
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Fast and interpretable classification of small X-ray diffraction datasets using data augmentation and deep neural networks
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journal
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May 2019 |
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Discovery of new materials using combinatorial synthesis and high-throughput characterization of thin-film materials libraries combined with computational methods
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journal
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July 2019 |
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Tracking materials science data lineage to manage millions of materials experiments and analyses
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journal
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July 2019 |
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Ensemble learning-iterative training machine learning for uncertainty quantification and automated experiment in atom-resolved microscopy
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journal
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July 2021 |
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Accelerating materials discovery using artificial intelligence, high performance computing and robotics
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journal
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April 2022 |
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Flexible automation accelerates materials discovery
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journal
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December 2021 |
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Accelerating the discovery of materials for clean energy in the era of smart automation
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journal
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April 2018 |
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Knowledge-integrated machine learning for materials: lessons from gameplaying and robotics
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journal
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January 2023 |
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Machine learning for molecular and materials science
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July 2018 |
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Automated radial synthesis of organic molecules
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March 2020 |
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A mobile robotic chemist
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journal
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July 2020 |
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Highly accurate protein structure prediction with AlphaFold
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July 2021 |
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Science in the age of large language models
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journal
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April 2023 |
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General synthesis of high-entropy alloy and ceramic nanoparticles in nanoseconds
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journal
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February 2022 |
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The FAIR Guiding Principles for scientific data management and stewardship
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March 2016 |
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Origin and evolution of high throughput screening
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September 2007 |
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Synthesis of micro and nanostructures in microfluidic systems
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journal
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January 2010 |
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Recent advances in perovskite solar cells: efficiency, stability and lead-free perovskite
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journal
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January 2017 |
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Progress and prospects for accelerating materials science with automated and autonomous workflows
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journal
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January 2019 |
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Machine learning-driven new material discovery
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January 2020 |
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Accelerated automated screening of viscous graphene suspensions with various surfactants for optimal electrical conductivity
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January 2022 |
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Natural language processing models that automate programming will transform chemistry research and teaching
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journal
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January 2022 |
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Assessment of chemistry knowledge in large language models that generate code
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January 2023 |
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What is missing in autonomous discovery: open challenges for the community
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January 2023 |
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Driving school for self-driving labs
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January 2023 |
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Orchestrating nimble experiments across interconnected labs
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January 2023 |
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Modular, multi-robot integration of laboratories: an autonomous workflow for solid-state chemistry
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journal
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January 2024 |
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Autonomous materials synthesis by machine learning and robotics
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journal
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November 2020 |
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Autonomous (AI-driven) materials science
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September 2022 |
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Scanning x-ray excited optical luminescence of heterogeneity in halide perovskite alloys
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journal
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December 2022 |
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Human-in-the-Loop: The Future of Machine Learning in Automated Electron Microscopy
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February 2024 |
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Equation of state, phase transitions, and band-gap closure in PbCl2 and SnCl2
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April 2023 |
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A Bayesian experimental autonomous researcher for mechanical design
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April 2020 |
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Self-driving laboratory for accelerated discovery of thin-film materials
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May 2020 |
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Exploring order parameters and dynamic processes in disordered systems via variational autoencoders
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April 2021 |
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Organic synthesis in a modular robotic system driven by a chemical programming language
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November 2018 |
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A robotic platform for flow synthesis of organic compounds informed by AI planning
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August 2019 |
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Engineering ligand reactivity enables high-temperature operation of stable perovskite solar cells
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July 2023 |
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Opportunities and Challenges for Machine Learning in Materials Science
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journal
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July 2020 |
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The Future of High-Throughput Screening
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journal
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July 2008 |
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Automatic Liquid Handling for Life Science: A Critical Review of the Current State of the Art
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journal
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February 2012 |
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Sensitive and Specific Detection of SARS-CoV-2 Antibodies Using a High-Throughput, Fully Automated Liquid-Handling Robotic System
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journal
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December 2020 |
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Experiment Specification, Capture and Laboratory Automation Technology (ESCALATE): a software pipeline for automated chemical experimentation and data management
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June 2019 |
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How to build an effective self-driving laboratory
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February 2023 |
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Role of AI in experimental materials science
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February 2023 |
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Swiss CAT+, a Data-driven Infrastructure for Accelerated Catalysts Discovery and Optimization
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March 2023 |
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Investigation of Soft Matter Nanomechanics by Atomic Force Microscopy and Optical Tweezers: A Comprehensive Review
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journal
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March 2023 |
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An empirical investigation of the challenges of real-world reinforcement learning
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preprint
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January 2020 |
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Emergent autonomous scientific research capabilities of large language models
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preprint
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January 2023 |
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Common Workflow Language, v1.0
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dataset
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January 2016 |