Polymer design using genetic algorithm and machine learning

Polymer genome–based prediction of gas permeabilities in polymers

(2020) Guanghui Zhu et al.   JOURNAL OF POLYMER ENGINEERING

Frequency-dependent dielectric constant prediction of polymers using machine learning

(2020) Lihua Chen et al.   npj Computational Materials

Refractive index prediction models for polymers using machine learning

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

Active-learning and materials design: the example of high glass transition temperature polymers

(2019) Chiho Kim et al.   MRS Communications

Critical assessment of the Hildebrand and Hansen solubility parameters for polymers

(2019) Shruti Venkatram et al.   Journal of Chemical Information and Modeling

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

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

Automatic Chemical Design Using a Data-Driven Continuous Representation of Molecules

(2018) Rafael Gómez-Bombarelli et al.   ACS Central Science

Impact of dataset uncertainties on machine learning model predictions: the example of polymer glass transition temperatures

(2018) Anurag Jha et al.   MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING

A material genome approach towards exploration of Zn and Cd coordination complex polyester as dielectrics: Design, synthesis and characterization

(2018) Shamima Nasreen et al.   POLYMER

Scoping the polymer genome: A roadmap for rational polymer dielectrics design and beyond

(2017) Arun Mannodi-Kanakkithodi et al.   Materials Today

Rational Co-Design of Polymer Dielectrics for Energy Storage

(2016) Arun Mannodi-Kanakkithodi et al.   ADVANCED MATERIALS

Advanced polymeric dielectrics for high energy density applications

(2016) Tran Doan Huan et al.   PROGRESS IN MATERIALS SCIENCE

A polymer dataset for accelerated property prediction and design

(2016) Tran Doan Huan et al.   Scientific Data

Machine Learning Strategy for Accelerated Design of Polymer Dielectrics

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

Charge injection barriers at metal/polyethylene interfaces

(2015) Lihua Chen et al.   JOURNAL OF MATERIALS SCIENCE

Accelerated materials property predictions and design using motif-based fingerprints

(2015) Tran Doan Huan et al.   PHYSICAL REVIEW B