Predicting Young's modulus of linear polyurethane and polyurethane–polyurea elastomers: Bridging length scales with physicochemical modeling and machine …

JA Pugar, C Gang, C Huang, KW Haider… - … Applied Materials & …, 2022 - ACS Publications
Predicting the properties of complex polymeric materials based on monomer chemistry
requires modeling physical interactions that bridge molecular, interchain, microstructure …

[HTML][HTML] Hierarchical machine learning model for mechanical property predictions of polyurethane elastomers from small datasets

A Menon, JA Thompson-Colón, NR Washburn - Frontiers in Materials, 2019 - frontiersin.org
Polyurethanes are a broad class of material that finds application in coatings, foams, and
solid elastomers. The urethane chemistry allows a diversity of monomers to be used, and …

Predicting the mechanical properties of polyurethane elastomers using machine learning

F Ding, LY Liu, TL Liu, YQ Li, JP Li, ZY Sun - Chinese Journal of Polymer …, 2023 - Springer
Bridging the gap between the computation of mechanical properties and the chemical
structure of elastomers is a long-standing challenge. To fill the gap, we create a raw dataset …

Elucidating the physicochemical basis of the glass transition temperature in linear polyurethane elastomers with machine learning

JA Pugar, CM Childs, C Huang… - The Journal of …, 2020 - ACS Publications
The glass transition temperature (T g) is a fundamental property of polymers that strongly
influences both mechanical and flow characteristics of the material. In many important …

A micromechanical approach to TPU mechanical properties: Framework and experimental validation

K Rohm, I Manas-Zloczower - Mechanics of Materials, 2023 - Elsevier
Mechanistic understanding of the mechanical properties of elastomeric thermoplastic
polyurethane (TPU) rely on the hard segment content (HSC) as the sole predictor of …

Cross-examining polyurethane nanodomain formation and internal structure

MW Terban, K Seidel, E Pöselt, M Malfois… - …, 2020 - ACS Publications
Structural and morphological interplay between hard and soft phases determine the bulk
properties of thermoplastic polyurethanes. Commonly employed techniques rely on different …

Stress‐strain curves for polyurethane elastomers: A statistical assessment of constitutive models

F Ding, T Liu, H Zhang, L Liu, Y Li - Journal of Applied Polymer …, 2021 - Wiley Online Library
Polyurethane elastomers (PUEs) are broadening applications attributed to their highly
tunable mechanical properties, and the stress–strain curve is one of the most important …

Multi-length scale modeling and analysis of microstructure evolution and mechanical properties in polyurea

M Grujicic, B Pandurangan, AE King, J Runt… - Journal of Materials …, 2011 - Springer
A number of experimental investigations reported in the open literature have indicated that
polyurea possesses a very complex nanometer-scale material microstructure consisting of …

Structures of hard phases in thermoplastic polyurethanes

MW Terban, R Dabbous, AD Debellis, E Pöselt… - …, 2016 - ACS Publications
Limited long-range ordering and the presence of both hard and soft segments can cause
substantial difficulties for structure determination in urethane elastomers. Here, the …

Quantitative estimation of the strength of specific interactions in polyurethane elastomers, and their effect on structure and properties

K Bagdi, K Molnár, M Kállay, P Schön, JG Vancsó… - European polymer …, 2012 - Elsevier
Two sets of segmented polyurethane (PU) elastomers were prepared from crystalline MDI,
butanediol and a polyester or a polyether polyol, respectively. The molar mass of both …