Two-step machine learning enables optimized nanoparticle synthesis

A nanomaterials discovery robot for the Darwinian evolution of shape programmable gold nanoparticles

(2020) Daniel Salley et al.   Nature Communications

Artificial Chemist: An Autonomous Quantum Dot Synthesis Bot

(2020) Robert W. Epps et al.   ADVANCED MATERIALS

Robot-Accelerated Perovskite Investigation and Discovery

(2020) Zhi Li et al.   CHEMISTRY OF MATERIALS

A mobile robotic chemist

(2020) Benjamin Burger et al.   NATURE

Analyzing machine learning models to accelerate generation of fundamental materials insights

(2019) Mitsutaro Umehara et al.   npj Computational Materials

Unsupervised word embeddings capture latent knowledge from materials science literature

(2019) Vahe Tshitoyan et al.   NATURE

Machine learning enables polymer cloud-point engineering via inverse design

(2019) Jatin N. Kumar et al.   npj Computational Materials

Machine Learning Accelerates Discovery of Optimal Colloidal Quantum Dot Synthesis

(2019) Oleksandr Voznyy et al.   ACS Nano

Data‐Driven Materials Science: Status, Challenges, and Perspectives

(2019) Lauri Himanen et al.   Advanced Science

Enabling Catalyst Discovery through Machine Learning and High-Throughput Experimentation

(2019) Travis Williams et al.   CHEMISTRY OF MATERIALS

Pick a Color MARIA: Adaptive Sampling Enables the Rapid Identification of Complex Perovskite Nanocrystal Compositions with Defined Emission Characteristics

(2018) Leonard Bezinge et al.   ACS Applied Materials & Interfaces

The rise of deep learning in drug discovery

(2018) Hongming Chen et al.   DRUG DISCOVERY TODAY

Crystal Graph Convolutional Neural Networks for an Accurate and Interpretable Prediction of Material Properties

(2018) Tian Xie et al.   PHYSICAL REVIEW LETTERS

Multifunctional structural design of graphene thermoelectrics by Bayesian optimization

(2018) Masaki Yamawaki et al.   Science Advances

Machine learning for molecular and materials science

(2018) Keith T. Butler et al.   NATURE

Adaptive Gaussian Process Approximation for Bayesian Inference with Expensive Likelihood Functions

(2018) Hongqiao Wang et al.   NEURAL COMPUTATION

Phoenics: A Bayesian Optimizer for Chemistry

(2018) Florian Häse et al.   ACS Central Science

Machine-Learning-Based Monitoring of Laser Powder Bed Fusion

(2018) Bodi Yuan et al.   Advanced Materials Technologies

Automated microfluidic platform for systematic studies of colloidal perovskite nanocrystals: towards continuous nano-manufacturing

(2017) Robert W. Epps et al.   LAB ON A CHIP

Machine Learning for Medical Imaging

(2017) Bradley J. Erickson et al.   RADIOGRAPHICS

Molecular de-novo design through deep reinforcement learning

(2017) Marcus Olivecrona et al.   Journal of Cheminformatics

Low Data Drug Discovery with One-Shot Learning

(2017) Han Altae-Tran et al.   ACS Central Science

Synthesis of Cesium Lead Halide Perovskite Nanocrystals in a Droplet-Based Microfluidic Platform: Fast Parametric Space Mapping

(2016) Ioannis Lignos et al.   NANO LETTERS

Nonclassical nucleation and growth of inorganic nanoparticles

(2016) Jisoo Lee et al.   Nature Reviews Materials

Mechanisms of Nucleation and Growth of Nanoparticles in Solution

(2014) Nguyen T. K. Thanh et al.   CHEMICAL REVIEWS

Screening of plasmonic properties of composed metal nanoparticles by combinatorial synthesis in micro-fluid segment sequences

(2012) A. Knauer et al.   CHEMICAL ENGINEERING JOURNAL

Solution-phase, dual LSPR-SERS plasmonic sensors of high sensitivity and stability based on chitosan-coated anisotropic silver nanoparticles

(2011) Monica Potara et al.   JOURNAL OF MATERIALS CHEMISTRY

A modular approach for the generation, storage, mixing, and detection of droplet libraries for high throughput screening

(2010) Varun Trivedi et al.   LAB ON A CHIP

Nonlinear optical properties of triangular silver nanomaterials

(2009) Anant Kumar Singh et al.   CHEMICAL PHYSICS LETTERS

How many hidden layers and nodes?

(2009) D. Stathakis   INTERNATIONAL JOURNAL OF REMOTE SENSING

Optical Properties and Growth Aspects of Silver Nanoprisms Produced by a Highly Reproducible and Rapid Synthesis at Room Temperature

(2008) Damian Aherne et al.   ADVANCED FUNCTIONAL MATERIALS