Freeze–Thaw-Synthesized PVA/Chitosan Hydrogels: Structure–Property Relationships and ANN Modeling of Swelling and Degradation Behaviors

ACS Omega 2026 Open access

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Authors: Elif İlayda Tarım, Cihangir Boztepe, Mahmut Daskin, Gözde Özaydın İnce
DOI: 10.1021/acsomega.6c00485
Cited by: 4
References: 58

Abstract

> 0.99). The results demonstrate that ANN-based modeling provides a reliable and efficient design and optimization tool for multiparameter hydrogel systems by significantly reducing experimental workload.

Fields of Study & Subjects

Freezing and Crystallization Processes Hydrogels: synthesis properties applications Aerogels and thermal insulation

Publication details

Journal / source
ACS Omega
Publisher
American Chemical Society (ACS)
Volume
11
Issue
15
Pages
23385–23400
Publication date
8 April 2026
Language
EN