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March 30, 2026Advanced Science2 citationsOpen Access

The Synergism of β‐Cyclodextrin and Fe 3+ Enabled Anti‐Swelling Ion‐Conductive Hydrogels for Multimodal Underwater Sensing Aided by Machine Learning Algorithms

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HDHao DongCLChuanliu LiuYLYiming Luo

Key Points

  • This research aims to develop anti-swelling ion-conductive hydrogels for underwater sensing applications.
  • Designed conductive hydrogels using β-cyclodextrin and ferric chloride with acrylamide-acrylic acid copolymer.
  • Compared swelling ratios of different hydrogel formulations in deionized water.
  • Developed a multimodal underwater sensor for joint motion monitoring and information transmission.
  • MAF0.2D0.3 hydrogel showed a swelling ratio of 4%, significantly lower than control samples with up to 760%.
  • Achieved 98.6% accuracy in underwater information transmission using machine learning algorithms for letter recognition.

Abstract

As the key sensing component of flexible sensors, conductive hydrogels are prone to mechanical property degradation and signal deterioration owing to water absorption and swelling in underwater environments. Herein, an anti-swelling ion-conducting hydrogels are designed by incorporating ferric chloride (FeCl3) and β-cyclodextrin (β-CD) into acrylamide-acrylic acid copolymer (MA) via a one-pot method, short for MAFxDy. Thanks to the synergism of β-CD and Fe3+, the swelling ratio of MAFxDy is significantly reduced comparted to its counterparts, for example, 4% for MAF0.2D0.3, compared to 760% for MAF0.2 hydrogel without β-CD and 526% for MAD0.3 without Fe3+ after soaking in deionized water for 30 days. Notably, the multimodal underwater sensor constructed based on the MAF0.2D0.3 hydrogel can not only monitor underwater human joint motion but also realizes the accurate transmission of underwater information with the help of Morse code. Moreover, aided by machine learning algorithms, this study proposes a novel shortcut key recognition strategy to achieve precise and rapid information transmission via letter recognition (with a recognition accuracy of 98.6%), dramatically shortening the time required for underwater communication. This study provides innovative solutions by the rational design of anti-swelling ion-conducting hydrogels for reliable and fast underwater communications.

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Cite This Study

Dong et al. (2026) studied this question.

synapsesocial.com/papers/69c9c553f8fdd13afe0bd280https://doi.org/10.1002/advs.74916
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