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

Frequency-dependent dielectric constant prediction of polymers using machine learning

(2020) Lihua Chen et al.   npj Computational Materials

A DC-Bus Capacitor Discharge Strategy for PMSM Drive System With Large Inertia and Small System Safe Current in EVs

(2019) Chao Gong et al.   IEEE Transactions on Industrial Informatics

Recent advances and applications of machine learning in solid-state materials science

(2019) Jonathan Schmidt et al.   npj Computational Materials

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

(2018) Tian Xie et al.   PHYSICAL REVIEW LETTERS

Polymer Capacitor Dielectrics for High Temperature Applications

(2018) Janet S. Ho et al.   ACS Applied Materials & Interfaces

Predicting glass transition temperatures using neural networks

(2018) Daniel R. Cassar et al.   ACTA MATERIALIA

Machine learning for molecular and materials science

(2018) Keith T. Butler et al.   NATURE

Universal fragment descriptors for predicting properties of inorganic crystals

(2017) Olexandr Isayev et al.   Nature Communications

Identifying models of dielectric breakdown strength from high-throughput data via genetic programming

(2017) Fenglin Yuan et al.   Scientific Reports

Enhanced breakdown strength of poly(vinylidene fluoride) utilizing rubber nanoparticles for energy storage application

(2016) Ming-Sheng Zheng et al.   APPLIED PHYSICS LETTERS

Critical role of morphology on the dielectric constant of semicrystalline polyolefins

(2016) Mayank Misra et al.   JOURNAL OF CHEMICAL PHYSICS

Machine Learning Strategy for Accelerated Design of Polymer Dielectrics

(2016) Arun Mannodi-Kanakkithodi et al.   Scientific Reports

Poly(dimethyltin glutarate) as a Prospective Material for High Dielectric Applications

(2014) Aaron F. Baldwin et al.   ADVANCED MATERIALS

Crystallography Open Database (COD): an open-access collection of crystal structures and platform for world-wide collaboration

(2011) Saulius Gražulis et al.   NUCLEIC ACIDS RESEARCH

High-Temperature Poly(phthalazinone ether ketone) Thin Films for Dielectric Energy Storage

(2010) Jilin Pan et al.   ACS Applied Materials & Interfaces