Physically interpretable prediction of polymer dielectric constants for accelerated material screening in energy storage systems

This work introduces a simple and physically interpretable multiple linear regression model that predicts dielectric constants of organic polymers directly from repeating-unit elemental composition and acyclic amine content, without reliance on proprietary software or high-dimensional computer-gener...

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Detalles Bibliográficos

Principais autores:	Mohammad Hossein Keshavarz, Ehsan Shahrousvand
Formato:	Artigo
Idioma:	Inglês
Publicado:	Elsevier 2026-05-01
Series:	Chemical Engineering Journal Advances
Assuntos:	Dielectric constant Polymer dielectrics Energy storage capacitors High-voltage insulation Data-driven modeling Interpretable predictive model
Acceso en liña:	http://www.sciencedirect.com/science/article/pii/S2666821126001596
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