Predicting Polymers’ Glass Transition Temperature by a Chemical Language Processing Model

Predicting Polymers’ Glass Transition Temperature by a Chemical Language Processing Model

We propose a chemical language processing model to predict polymers’ glass transition temperature (<inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><msub><mi>T</mi><mi>g</mi></msub>&...

Full description

Bibliographic Details
Main Authors:	Guang Chen, Lei Tao, Ying Li
Format:	Article
Language:	English
Published:	MDPI AG 2021-06-01
Series:	Polymers
Subjects:	polymer informatics machine learning glass transition temperature high-throughput screening recurrent neural network
Online Access:	https://www.mdpi.com/2073-4360/13/11/1898

Similar Items

Machine learning glass transition temperature of polymers
by: Yun Zhang, et al.
Published: (2020-10-01)

Predicting the Thermodynamic Ideal Glass Transition Temperature in Glass-Forming Liquids
by: Qian Gao, et al.
Published: (2020-05-01)

Effects of confinement on the glass transition of polymer-based systems
by: Pham, Joseph Quan Anh
Published: (2008)

Dielectric investigation of double glass transitions in polymers
by: Akins, Robert Benjamin
Published: (1991)

Dipolar Glass Polymers Containing Polarizable Groups as Dielectric Materials for Energy Storage Applications. A Minireview
by: Sebastián Bonardd, et al.
Published: (2019-02-01)

Synthesis of cyclic olefin polymers with high glass transition temperature and high transparency using tungsten-based catalyst system
by: Lei Cui, et al.
Published: (2018-01-01)

The effect of neutron irradiation on glass-transition temperature and rigidity of PMMA
by: Kays S. Majdi, et al.
Published: (2017-01-01)

The dynamic mechanical response of polymer-based nanocomposites and network glasses
by: Putz, Karl William
Published: (2008)

Effect of Nanoscale Confinement on the Physical Properties of Polymer Thin Films
by: Singh, Lovejeet
Published: (2005)

Reduced Glass-Transition Temperature versus Glass-Forming Ability in FeCoB-Based Amorphous Alloys
by: Nabiałek M.
Published: (2016-12-01)

The nature and determination of the dynamic glass transition temperature in polymeric liquids
by: Mlynarczyk, Paul John
Published: (2014)

Single molecule studies of heterogeneous dynamics near the glass transition
by: Deschenes, Laura Alice
Published: (2011)

Interfacial instabilities and the glass transition in polymer thin films
by: Besancon, Brian Matthew
Published: (2008)

Determination of glass transition temperature and surface properties of novel chalcone modified poly (styrene) based polymer
by: Adiguzel Aysegul Cigdem, et al.
Published: (2019-01-01)

Microscopic-Phenomenological Model of Glass Transition and Temperature Dependence of Viscosity—Part I: Foundations of the Model
by: Karl Günter Sturm
Published: (2021-06-01)

Synthesis and Characterization of a Core-Shell Copolymer with Different Glass Transition Temperatures
by: Panagiotis Goulis, et al.
Published: (2020-11-01)

Epoxy-Anhydride Vitrimers from Aminoglycidyl Resins with High Glass Transition Temperature and Efficient Stress Relaxation
by: Michael Giebler, et al.
Published: (2020-05-01)

Glass Transition in Crosslinked Nanocomposite Scaffolds of Gelatin/Chitosan/Hydroxyapatite
by: Karina N. Catalan, et al.
Published: (2019-04-01)

Differences in pressure and temperature transitions of proteins and polymer gels
by: S. Kunugi, et al.
Published: (2005-08-01)

Dynamics in polymer blends and polymer-solvent blends close to the glass transition
by: Julien, Grégoire
Published: (2014)

Systematic Modification of the Glass Transition Temperature of Ion-Pair Comonomer Based Polyelectrolytes and Ionomers by Copolymerization with a Chemically Similar Cationic Monomer
by: Guodong Deng, et al.
Published: (2021-04-01)

Molecular dynamics simulation on glass transition temperature of isomeric polyimide
Published: (2009-10-01)

The Scissors Effect in Action: The Fox-Flory Relationship between the Glass Transition Temperature of Crosslinked Poly(Methyl Methacrylate) and Mc in Nanophase Separated Poly(Methyl Methacrylate)-<i>l</i>-Polyisobutylene Conetworks
by: Szabolcs Pásztor, et al.
Published: (2020-10-01)

The Glass-Transition Temperature of Supported PMMA Thin Films with Hydrogen Bond/Plasmonic Interface
by: Jiayao Chen, et al.
Published: (2019-04-01)

Deformation Resistance Performance of Carbon Fiber-Reinforced Plastic Machined by Controlling Drilling Area Temperature below the Glass Transition Temperature
by: Chenping Zhang, et al.
Published: (2021-03-01)

A Deep Neural Network for Accurate and Robust Prediction of the Glass Transition Temperature of Polyhydroxyalkanoate Homo- and Copolymers
by: Zhuoying Jiang, et al.
Published: (2020-12-01)

Force sensor utilizing stiffness change of shape-memory polymer based on temperature
by: Kazuto Takashima, et al.
Published: (2017-06-01)

Prediction of viscosity behavior in oxide glass materials using cation fingerprints with artificial neural networks
by: Jaekyun Hwang, et al.
Published: (2020-01-01)

The Effect of Moisture Absorption on the Physical Properties of Polyurethane Shape Memory Polymer Foams
by: Yu, Ya-Jen
Published: (2012)

How carbon nanotubes affect the cure kinetics and glass transition temperature of their epoxy composites? – A review
Published: (2009-09-01)

The Effects of Melt Stretching on the Mechanical Behavior of Polymer Glasses
by: Zartman, Gregory D.
Published: (2012)

A Novel Viscosity-Temperature Model of Glass-Forming Liquids by Modifying the Eyring Viscosity Equation
by: Chunyu Chen, et al.
Published: (2020-01-01)

Inhalable bacteriophage powders: Glass transition temperature and bioactivity stabilization
by: Rachel Yoon Kyung Chang, et al.
Published: (2020-05-01)

Obtaining orange juice–maltodextrin powders without structure collapse based on the glass transition temperature and degree of polymerization
by: María Z. Saavedra–Leos, et al.
Published: (2018-01-01)

Understand the mechanical behaviors of polymer glasses under extension and compression
by: LIU, JIANNING
Published: (2018)

Understanding melt-deformation effect on mechanical behavior of polymer glasses
by: Zhao, Zhichen
Published: (2019)

The Effect of Extender Particle Size on the Glass Transition Temperature of Model Epoxy Coatings
by: Muhammad Ahsan Bashir, et al.
Published: (2020-01-01)

Glass-Transition Dynamics of Mixtures of Linear Poly(vinyl methyl ether) with Single-Chain Polymer Nanoparticles: Evidence of a New Type of Nanocomposite Materials
by: Beatriz Robles-Hernández, et al.
Published: (2019-03-01)

Self-Sensing Carbon Nanotube Composites Exposed to Glass Transition Temperature
by: Sung-Hwan Jang, et al.
Published: (2020-01-01)

Glass Transition Behavior of Wet Polymers
by: Hai Li, et al.
Published: (2021-02-01)