Interactive Tool for Customizing Hydrogel Properties in Practical Applications

Soft materials represent an interdisciplinary frontier in modern science, combining theoretical and experimental knowledge from diverse fields in both fundamental research and cutting‐edge technological applications. Hydrogels have garnered significant interest due to their unique properties. Nevertheless, practitioners often lack sufficient information on how to synthesize hydrogels, and the final composition is traditionally determined through trial and error. This study introduces a novel methodology to identify the optimal composition prior to experimentation. An ordinal regression model for mixture experiments to simulate the synthesis process, an adaptation of the Particle Swarm Optimization algorithm to tackle the complex optimization problem, and an open‐access interactive app to facilitate the calculations are proposed. This work represents a milestone in the hydrogel synthesis field: first, because of the savings in human, economic, and material resources it entails, the latter being consistent with the commitment to environmental sustainability; second, because it aligns with the principles of open science, providing an accessible and reproducible tool for the entire scientific community; and finally, because it seeks to overcome the barrier of expert knowledge to generalize the use of hydrogels. It represents the first step toward the development of an AI system specialized in the design of novel smart materials.

Authors

Institutions

Publication Details

Journal
Advanced Intelligent Systems
Published
2025-12-04
DOI
https://doi.org/10.1002/aisy.202501071
Primary Topic
Hydrogels: synthesis, properties, applications
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Interactive Tool for Customizing Hydrogel Properties in Practical Applications

Sergio Pozuelo‐Campos, Raúl Martín Martín, Ester Vázquez, Carlos M. Andreu et al.
Advanced Intelligent Systems
Hydrogels: synthesis, properties, applications
article

Interactive Tool for Customizing Hydrogel Properties in Practical Applications

Sergio Pozuelo‐Campos, Raúl Martín Martín, Ester Vázquez, Carlos M. Andreu, Irene García Camacha Gutiérrez, Ricardo Negrete‐Gallego
article en

Abstract

Soft materials represent an interdisciplinary frontier in modern science, combining theoretical and experimental knowledge from diverse fields in both fundamental research and cutting‐edge technological applications. Hydrogels have garnered significant interest due to their unique properties. Nevertheless, practitioners often lack sufficient information on how to synthesize hydrogels, and the final composition is traditionally determined through trial and error. This study introduces a novel methodology to identify the optimal composition prior to experimentation. An ordinal regression model for mixture experiments to simulate the synthesis process, an adaptation of the Particle Swarm Optimization algorithm to tackle the complex optimization problem, and an open‐access interactive app to facilitate the calculations are proposed. This work represents a milestone in the hydrogel synthesis field: first, because of the savings in human, economic, and material resources it entails, the latter being consistent with the commitment to environmental sustainability; second, because it aligns with the principles of open science, providing an accessible and reproducible tool for the entire scientific community; and finally, because it seeks to overcome the barrier of expert knowledge to generalize the use of hydrogels. It represents the first step toward the development of an AI system specialized in the design of novel smart materials.

Advanced Intelligent SystemsVol. 8(3)
University of Castilla-La Mancha (ES)
Ministerio de Ciencia, Innovación y Universidades, Universidad de Castilla-La Mancha, Junta de Comunidades de Castilla-La Mancha, European Regional Development Fund, Agencia Estatal de Investigación
Openalex Percentile: Top 66%
Hydrogels: synthesis, properties, applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.