Toward the design of graft-type proton exchange membranes with high proton conductivity and low water uptake: A machine learning study

Machine Learning-Enabled Prediction and High-Throughput Screening of Polymer Membranes for Pervaporation Separation

(2022) Mao Wang et al.   ACS Applied Materials & Interfaces

Modeling glass transition temperatures of epoxy systems: a machine learning study

(2022) Sven Meier et al.   JOURNAL OF MATERIALS SCIENCE

Machine Learning with Enormous “Synthetic” Data Sets: Predicting Glass Transition Temperature of Polyimides Using Graph Convolutional Neural Networks

(2022) Igor V. Volgin et al.   ACS Omega

Interval support vector regression enables high-throughput machine learning predictions for dielectric constant of polymer dielectrics

(2021) Y. Yi et al.   APPLIED PHYSICS LETTERS

polyG2G: A Novel Machine Learning Algorithm Applied to the Generative Design of Polymer Dielectrics

(2021) Rishi Gurnani et al.   CHEMISTRY OF MATERIALS

Polymer informatics: Expert-in-the-loop in QSPR modeling of refractive index

(2021) Santiago A. Schustik et al.   COMPUTATIONAL MATERIALS SCIENCE

Statistical and Machine Learning-Driven Optimization of Mechanical Properties in Designing Durable HDPE Nanobiocomposites

(2021) Anusha Mairpady et al.   Polymers

Proton Exchange Membrane Fuel Cells (PEMFCs): Advances and Challenges

(2021) Miriam M. Tellez-Cruz et al.   Polymers

Optimization of Heterogeneous Ternary Li3PO4-Li3BO3-Li2SO4 Mixture for Li-ion Conductivity by Machine Learning

(2020) Kenji Homma et al.   Journal of Physical Chemistry C

Accelerated discovery of CO2 electrocatalysts using active machine learning

(2020) Miao Zhong et al.   NATURE

Quantitative prediction of grain boundary thermal conductivities from local atomic environments

(2020) Susumu Fujii et al.   Nature Communications

Machine-learning-guided discovery of the gigantic magnetocaloric effect in HoB2 near the hydrogen liquefaction temperature

(2020) Pedro Baptista de Castro et al.   NPG Asia Materials

Designing exceptional gas-separation polymer membranes using machine learning

(2020) J. Wesley Barnett et al.   Science Advances

Refractive index prediction models for polymers using machine learning

(2020) Jordan P. Lightstone et al.   JOURNAL OF APPLIED PHYSICS

PI1M: A Benchmark Database for Polymer Informatics

(2020) Ruimin Ma et al.   Journal of Chemical Information and Modeling

Elucidating the Physicochemical Basis of the Glass Transition Temperature in Linear Polyurethane Elastomers with Machine Learning

(2020) Joseph A. Pugar et al.   JOURNAL OF PHYSICAL CHEMISTRY B

Polymer Genome: A Data-Powered Polymer Informatics Platform for Property Predictions

(2018) Chiho Kim et al.   Journal of Physical Chemistry C

Mordred: a molecular descriptor calculator

(2018) Hirotomo Moriwaki et al.   Journal of Cheminformatics

Accelerated discovery of metallic glasses through iteration of machine learning and high-throughput experiments

(2018) Fang Ren et al.   Science Advances

Polymer Informatics: Opportunities and Challenges

(2017) Debra J. Audus et al.   ACS Macro Letters

Machine learning in materials informatics: recent applications and prospects

(2017) Rampi Ramprasad et al.   npj Computational Materials

Modeling the Effects of Cu Content and Deformation Variables on the High-Temperature Flow Behavior of Dilute Al-Fe-Si Alloys Using an Artificial Neural Network

(2016) Mohammad Shakiba et al.   Materials

Poly(ether ether ketone) (PEEK)-based graft-type polymer electrolyte membranes having high crystallinity for high conducting and mechanical properties under various humidified conditions

(2015) Takashi Hamada et al.   Journal of Materials Chemistry A

A comprehensive review on PEM water electrolysis

(2013) Marcelo Carmo et al.   INTERNATIONAL JOURNAL OF HYDROGEN ENERGY

Poly(ethylene-co-tetrafluoroethylene) (ETFE)-based graft-type polymer electrolyte membranes with different ion exchange capacities: Relative humidity dependence for fuel cell applications

(2013) Tap Tran Duy et al.   JOURNAL OF MEMBRANE SCIENCE

A review of polymer electrolyte membrane fuel cells: Technology, applications, and needs on fundamental research

(2010) Yun Wang et al.   APPLIED ENERGY

Structural Analysis of Radiation-Grafted Polymer Electrolyte Membranes by Dissipative Particle Dynamics Simulation

(2010) Shin-ichi SAWADA et al.   KOBUNSHI RONBUNSHU

Radiation-induced graft polymerization of functional monomer into poly(ether ether ketone) film and structure-property analysis of the grafted membrane

(2010) Shin Hasegawa et al.   POLYMER

TEMPO addition into pre-irradiated fluoropolymers and living-radical graft polymerization of styrene for preparation of polymer electrolyte membranes

(2009) Shin-ichi Sawada et al.   RADIATION PHYSICS AND CHEMISTRY

Fuel cell performance of polyetheretherketone-based polymer electrolyte membranes prepared by a two-step grafting method

(2008) J CHEN et al.   JOURNAL OF MEMBRANE SCIENCE

Hydrocarbon proton-conductive membranes prepared by radiation-grafting of styrenesulfonate onto aromatic polyamide films

(2008) Dengrong Li et al.   NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION B-BEAM INTERACTIONS WITH MATERIALS AND ATOMS

A review of water flooding issues in the proton exchange membrane fuel cell

(2007) Hui Li et al.   JOURNAL OF POWER SOURCES