Evidence map›Paper›PMID 41971804›Full record

ArticleFundamental research2026

Operando monitoring of gelation kinetics of polyacrylamide hydrogel using in-fiber dual-MZI.

Yong Zhao, Like Li, Bo Han, Hongrui Zhang, Ya-Nan Zhang

Abstract read
In one paragraph

Article in Fundamental research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Yong ZhaoCollege of Information Science and Engineering, Northeastern University, Shenyang 110819, China.
Like LiCollege of Information Science and Engineering, Northeastern University, Shenyang 110819, China.
Bo HanCollege of Information Science and Engineering, Northeastern University, Shenyang 110819, China.
Hongrui ZhangCollege of Information Science and Engineering, Northeastern University, Shenyang 110819, China.
Ya-Nan ZhangCollege of Information Science and Engineering, Northeastern University, Shenyang 110819, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Operando monitoring of gelation kinetics and exploring the gelation law are crucial for optimizing the performance of hydrogels. In this paper, we propose a novel superposition sensing structure based on an integrated dual-Mach-Zehnder interferometer (MZI), which can simultaneously sense temperature and refractive index (RI), with an RI sensitivity of -10,173 nm/RIU and a temperature sensitivity of 8.14 nm/ °C. For the first time, its application for the operando monitoring of gelation kinetics of polyacrylamide hydrogel (PAH) is demonstrated. By establishing the kinetic curves of temperature and RI information in the gelation process, it is confirmed that the gelation process can be divided into three stages: initial lag, rapid gelation, and final saturation. In addition, two gelation laws are verified through experiments: (1) As the concentration of monomers and crosslinkers increases, RI changes, and the amount of heat released gradually increases; (2) As the concentration of catalysts increases, the gelation time decreases significantly. This superposition sensing technique based on dual-MZI can be further applied to monitor other complex dynamic biochemical processes, thereby providing insights into the laws and mechanisms of reaction processes.

Indexed as

Dual-Mach–Zehnder interferometerDynamic process monitoringGelationOptical fiber sensorPolyacrylamide hydrogel

Identifiers

PMID41971804
PMCPMC13069634

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.