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Emerging trends in machine learning: a polymer perspective
In the last five years, there has been tremendous growth in machine learning and artificial
intelligence as applied to polymer science. Here, we highlight the unique challenges …
intelligence as applied to polymer science. Here, we highlight the unique challenges …
Machine learning in soft matter: from simulations to experiments
K Zhang, X Gong, Y Jiang - Advanced Functional Materials, 2024 - Wiley Online Library
Soft matter with diverse functionalities that are easily designable has fascinated tremendous
research interests in the past several decades. Nevertheless, the inherent confluence of time …
research interests in the past several decades. Nevertheless, the inherent confluence of time …
Artificial Intelligence for Conjugated Polymers
Conjugated polymers have garnered significant attention due to their diverse applications in
electronics, photonics, and energy storage. However, realizing their full potential poses a …
electronics, photonics, and energy storage. However, realizing their full potential poses a …
Integrating machine learning in the coarse-grained molecular simulation of polymers
Machine learning (ML) is having an increasing impact on the physical sciences,
engineering, and technology and its integration into molecular simulation frameworks holds …
engineering, and technology and its integration into molecular simulation frameworks holds …
Machine Learning in Polymer Research
Abstract Machine learning is increasingly being applied in polymer chemistry to link
chemical structures to macroscopic properties of polymers and to identify chemical patterns …
chemical structures to macroscopic properties of polymers and to identify chemical patterns …
Melt instability identification using unsupervised machine learning algorithms
A Gansen, J Hennicker, C Sill, J Dheur… - Macromolecular …, 2023 - Wiley Online Library
In industrial extrusion processes, increasing shear rates can lead to higher production rates.
However, at high shear rates, extruded polymers and polymer compounds often exhibit melt …
However, at high shear rates, extruded polymers and polymer compounds often exhibit melt …