Unknown

Dataset Information

0

Modified Group Contribution Scheme to Predict the Glass-Transition Temperature of Homopolymers through a Limiting Property Dataset.


ABSTRACT: Previous studies on glass-transition temperature (T g) prediction mainly focus on developing diverse methods with higher regression accuracy, but very little attention has been paid to the dataset. Generally, a large range of T g values of a specified polymer could be found in the literature but which one should be selected into a dataset merely depends on the implicit preference rather than a recognized and clear criterion. In this paper, limiting glass-transition temperature (T g(?)), a constant value obtained at the infinite number-average molecular weight M n, was validated to be an adequate bridge index in the T g prediction models. Furthermore, a new dataset containing 198 polymers was established to predict T g(?) using the improved group contribution method and it showed a good correlation (R 2 = 0.9925, adjusted R 2 = 0.9894). The method could also generate T g-M n curves by introducing the T g(?) function and provide more information to polymer scientists and engineers for material selection, product design, and synthesis.

SUBMITTER: Yang Y 

PROVIDER: S-EPMC7676332 | biostudies-literature | 2020 Nov

REPOSITORIES: biostudies-literature

altmetric image

Publications

Modified Group Contribution Scheme to Predict the Glass-Transition Temperature of Homopolymers through a Limiting Property Dataset.

Yang Yang Y   Zou Xiong X   Ye Haotian H   Zhu Weixuan W   Dong Hongguang H   Bi Mingshu M  

ACS omega 20201109 45


Previous studies on glass-transition temperature (<i>T</i> <sub>g</sub>) prediction mainly focus on developing diverse methods with higher regression accuracy, but very little attention has been paid to the dataset. Generally, a large range of <i>T</i> <sub>g</sub> values of a specified polymer could be found in the literature but which one should be selected into a dataset merely depends on the implicit preference rather than a recognized and clear criterion. In this paper, limiting glass-trans  ...[more]

Similar Datasets

| S-EPMC6314456 | biostudies-literature
| S-EPMC9412370 | biostudies-literature
| S-EPMC11004074 | biostudies-literature
| S-EPMC5390901 | biostudies-literature
| S-EPMC8659568 | biostudies-literature
| S-EPMC10984968 | biostudies-literature
| S-EPMC4921942 | biostudies-literature
| S-EPMC7663106 | biostudies-literature
| S-EPMC4772654 | biostudies-literature
| S-EPMC3012472 | biostudies-literature