Machine learning assisted discovery of new thermoset shape memory polymers based on a small training dataset

A phenomenological constitutive model for semicrystalline two-way shape memory polymers

(2020) Cheng Yan et al.   INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES

A mechanism based four-chain constitutive model for enthalpy driven thermoset shape memory polymers with finite deformation

(2020) Cheng Yan et al.   JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME

Modeling the thermo-mechanical behavior and constrained recovery performance of cold-programmed amorphous shape-memory polymers

(2020) Lu Dai et al.   INTERNATIONAL JOURNAL OF PLASTICITY

From chemical structure to quantitative polymer properties prediction through convolutional neural networks

(2020) Luis A. Miccio et al.   POLYMER

Heating/Solvent Responsive Shape‐Memory Polymers for Implant Biomedical Devices in Minimally Invasive Surgery: Current Status and Challenge

(2020) Rui Xiao et al.   MACROMOLECULAR BIOSCIENCE

Stimuli-responsive petroleum cement composite with giant expansion and enhanced mechanical properties

(2020) Jizhou Fan et al.   CONSTRUCTION AND BUILDING MATERIALS

Quantifying the contributions of energy storage in a thermoset shape memory polymer with high stress recovery: A molecular dynamics study

(2020) Collin D. Wick et al.   POLYMER

Multireusable Thermoset with Anomalous Flame-Triggered Shape Memory Effect

(2019) Xiaming Feng et al.   ACS Applied Materials & Interfaces

Design oriented constitutive modeling of amorphous shape memory polymers and Its application to multiple length scale lattice structures

(2019) Cheng Yan et al.   Smart Materials and Structures

A Brief Review of the Shape Memory Phenomena in Polymers and Their Typical Sensor Applications

(2019) Li Sun et al.   Polymers

BigSMILES: A Structurally-Based Line Notation for Describing Macromolecules

(2019) Tzyy-Shyang Lin et al.   ACS Central Science

High enthalpy storage thermoset network with giant stress and energy output in rubbery state

(2018) Jizhou Fan et al.   Nature Communications

Recyclable thermoset shape memory polymers with high stress and energy output via facile UV-curing

(2018) Ang Li et al.   Journal of Materials Chemistry A

Two-way design of alloys for advanced ultra supercritical plants based on machine learning

(2018) Xiaobing Hu et al.   COMPUTATIONAL MATERIALS SCIENCE

High Performance Metal Halide Perovskite Light-Emitting Diode: From Material Design to Device Optimization

(2017) Qingsong Shan et al.   Small

Biodegradable Shape Memory Polymers in Medicine

(2017) Gregory I. Peterson et al.   Advanced Healthcare Materials

Low Data Drug Discovery with One-Shot Learning

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

Machine-learned approximations to Density Functional Theory Hamiltonians

(2017) Ganesh Hegde et al.   Scientific Reports

Temperature and rate dependent thermomechanical modeling of shape memory polymers with physics based phase evolution law

(2016) Qianxi Yang et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Molecular graph convolutions: moving beyond fingerprints

(2016) Steven Kearnes et al.   JOURNAL OF COMPUTER-AIDED MOLECULAR DESIGN

Machine Learning Strategy for Accelerated Design of Polymer Dielectrics

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

The Open Quantum Materials Database (OQMD): assessing the accuracy of DFT formation energies

(2015) Scott Kirklin et al.   npj Computational Materials

Combinatorial screening for new materials in unconstrained composition space with machine learning

(2014) B. Meredig et al.   PHYSICAL REVIEW B

Shape memory polymers: three-dimensional isotropic modeling

(2014) Olaniyi Balogun et al.   Smart Materials and Structures

Shape memory polymers and their composites in aerospace applications: a review

(2014) Yanju Liu et al.   Smart Materials and Structures

Shape memory polymers from benzoxazine-modified epoxy

(2013) Sarawut Rimdusit et al.   Smart Materials and Structures

Hysteretic behavior of NiTi and NiTiNb SMA wires under recovery or pre-stressing stress

(2012) Eunsoo Choi et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Structure, thermal and fracture mechanical properties of benzoxazine-modified amine-cured DGEBA epoxy resins

(2011) S. Grishchuk et al.   Express Polymer Letters

Thermomechanical behavior of thermoset shape memory polymer programmed by cold-compression: Testing and constitutive modeling

(2011) Guoqiang Li et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

Effect of Chemical Composition on the Deformability of Shape-Memory Epoxies

(2011) Diane M. Feldkamp et al.   MACROMOLECULAR MATERIALS AND ENGINEERING

Effect of the Deformation Temperature on the Shape-Memory Behavior of Epoxy Networks

(2010) Diane M. Feldkamp et al.   MACROMOLECULAR MATERIALS AND ENGINEERING

Comparative study of the dynamic glass transition temperature by DMA and TMDSC

(2010) C.A. Gracia-Fernández et al.   POLYMER TESTING

Adjusting shape-memory properties of amorphous polyether urethanes and radio-opaque composites thereof by variation of physical parameters during programming

(2010) J Cui et al.   Smart Materials and Structures

Facile tailoring of thermal transition temperatures of epoxy shape memory polymers

(2009) Tao Xie et al.   POLYMER

Shape-Memory Polymer in Response to Solution

(2008) H. Lv et al.   ADVANCED ENGINEERING MATERIALS

Finite deformation thermo-mechanical behavior of thermally induced shape memory polymers

(2007) H. Jerry Qi et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS