Deep Learning-Assisted Flexible Piezoresistive Sensor with Liquid-Phase Reduced Metal Electrodes for Fitness Movement Recognition and Correction DOI
Weiwei He, Yanzhen Zhang,

Puye Zhang

и другие.

Опубликована: Янв. 1, 2024

Flexibility and wearability in electronic devices gain prominence with the rise of national fitness campaigns. Among them, piezoresistive sensors stand out for their ability to accurately monitor health signals due high sensitivity. However, conventional metal nanoparticle ink electrodes face issues like peeling, chemical instability, substrate limitations. This study introduces a novel method fabricating high-performance flexible using liquid-phase reduced electrodes. Integration porous polydimethylsiloxane (PDMS) substrates highly conductive interdigital silver (1.6×10-6 Ω·m) addresses electrode shortcomings, offering permeability, flexibility, outstanding conductivity. Incorporation graphene (GR)/carbon nanotube (CNT)/Ecoflex composite enhances sensor sensing capabilities, features including sensitivity (3.57 KPa-1), rapid response time (58 ms/72 ms), excellent cycle stability (1000 cycles). The finds utility various applications, human physiological signal monitoring, pressure array recognition, handwriting recognition. Additionally, deep learning techniques, system achieves accurate recognition (99.25%) correction (98.75%) diverse movements, aiming promote safer exercise practices, enhance training efficiency, advance intelligent wearable devices.

Язык: Английский

PEDOTs‐Based Conductive Hydrogels: Design, Fabrications, and Applications DOI Creative Commons
Hai Li, Jie Cao, Rongtai Wan

и другие.

Advanced Materials, Год журнала: 2024, Номер unknown

Опубликована: Дек. 23, 2024

Abstract Conductive hydrogels combine the benefits of soft with electrical conductivity and have gained significant attention over past decade. These innovative materials, including poly(3,4‐ethylenedioxythiophene) (PEDOTs)‐based conductive (P‐CHs), are promising for flexible electronics biological applications due to their tunable flexibility, biocompatibility, hydrophilicity. Despite recent advances, intrinsic correlation between design, fabrications, P‐CHs has been mostly based on trial‐and‐error‐based Edisonian approaches, significantly limiting further development. This review comprehensively examines design strategies, fabrication technologies, diverse P‐CHs. By summarizing such as molecular, network, phase, structural engineering, exploring both 2D 3D techniques, this offers a comprehensive overview in fields bioelectronics, actuators, energy devices, solar evaporators. Establishing critical internal connection fabrication, application aims guide future research stimulate innovation field functional P‐CHs, offering broad multidisciplinary researchers.

Язык: Английский

Процитировано

26

Bioinspired Super‐Robust Conductive Hydrogels for Machine Learning‐Assisted Tactile Perception System DOI Open Access
Chao Xue,

Yanran Zhao,

Yuantai Liao

и другие.

Advanced Materials, Год журнала: 2025, Номер unknown

Опубликована: Фев. 3, 2025

Conductive hydrogels have attracted significant attention due to exceptional flexibility, electrochemical property, and biocompatibility. However, the low mechanical strength can compromise their stability under high stress, making material susceptible fracture in complex or harsh environments. Achieving a balance between conductivity robustness remains critical challenge. In this study, super-robust conductive were designed developed with highly oriented structures densified networks, by employing techniques such as stretch-drying-induced directional assembly, salting-out, ionic crosslinking. The showed remarkable property (tensile strength: 17.13-142.1 MPa; toughness: 50 MJ m- 3), (30.1 S m-1), reliable strain sensing performance. Additionally, it applied hydrogel fabricate biomimetic electronic skin device, significantly improving signal quality device stability. By integrating 1D convolutional neural network algorithm, further real-time recognition system based on triboelectric piezoresistive collection, achieving classification accuracy of up 99.79% across eight materials. This study predicted potential high-performance for various applications flexible smart wearables, Internet Things, bioelectronics, bionic robotics.

Язык: Английский

Процитировано

6

Advances in conducting nanocomposite hydrogels for wearable biomonitoring DOI
Arpita Roy, Ronak Afshari, Saumya Jain

и другие.

Chemical Society Reviews, Год журнала: 2025, Номер unknown

Опубликована: Янв. 1, 2025

Recent advancements in wearable biosensors and bioelectronics highlight biocompatible conducting nanocomposite hydrogels as key components for personalized health devices soft electronics.

Язык: Английский

Процитировано

3

A Flexible-Integrated Multimodal Hydrogel-Based Sensing Patch DOI Creative Commons
Peng Wang, Guoqing Wang,

Guifen Sun

и другие.

Nano-Micro Letters, Год журнала: 2025, Номер 17(1)

Опубликована: Фев. 21, 2025

Abstract Sleep monitoring is an important part of health management because sleep quality crucial for restoration human health. However, current commercial products polysomnography are cumbersome with connecting wires and state-of-the-art flexible sensors still interferential being attached to the body. Herein, we develop a flexible-integrated multimodal sensing patch based on hydrogel its application in unconstraint monitoring. The comprises bottom hydrogel-based dual-mode pressure–temperature layer top electrospun nanofiber-based non-contact detection as one integrated device. core substrate exhibits strong toughness water retention, temperature, pressure, proximity realized different mechanisms no crosstalk interference. function verified simulated real-world scenario by robotic hand grasping objects validate practicability. Multiple patches locations pillow assembled intelligent Versatile human–pillow interaction information well their evolution over time acquired analyzed one-dimensional convolutional neural network. Track head movement recognition bad patterns that may lead poor achieved, which provides promising approach

Язык: Английский

Процитировано

3

MXene-Based Skin-Like Hydrogel Sensor and Machine Learning-Assisted Handwriting Recognition DOI
Fengying Wang,

Dengke Song,

Can Zhou

и другие.

ACS Applied Materials & Interfaces, Год журнала: 2024, Номер 16(31), С. 41583 - 41595

Опубликована: Июль 24, 2024

Conductive hydrogels are widely used in flexible sensors owing to their adjustable structure, good conductivity, and flexibility. The performance of excellent mechanical properties, high sensitivity, elastic modulus compatible with human tissues is great interest the field sensors. In this paper, functional groups trisodium citrate dihydrate (SC) MXene form multiple hydrogen bonds polymer network prepare a hydrogel properties (Young's (23.5–92 kPa) similar tissue (0–100 kPa)), sensitivity (stretched GF 4.41 compressed S1 5.15 MPa–1), durability (1000 cycles). able sensitively detect deformations caused by strain stress can be movement real time such as fingers, wrists, walking. addition, combination matrix sensing machine learning was successfully for handwriting recognition an accuracy 0.9744. shows potential areas healthcare, information security, smart homes.

Язык: Английский

Процитировано

12

Recent progress on MXene–polymer composites for soft electronics applications in sensing and biosensing: a review DOI
Kesavan Manibalan, Jiun‐Tai Chen

Journal of Materials Chemistry A, Год журнала: 2024, Номер unknown

Опубликована: Янв. 1, 2024

A pictographic representation of recent developments in sensors and biosensors made with MXene–polymers composites.

Язык: Английский

Процитировано

8

MXene Hydrogels for Soft Multifunctional Sensing: A Synthesis‐Centric Review DOI

Umay Amara,

Lingtian Xu,

Iftikhar Hussain

и другие.

Small, Год журнала: 2024, Номер unknown

Опубликована: Ноя. 6, 2024

Abstract Intelligent wearable sensors based on MXenes hydrogels are rapidly advancing the frontier of personalized healthcare management. MXenes, a new class transition metal carbon/nitride synthesized only decade ago, have proved to be promising candidate for soft sensors, advanced human–machine interfaces, and biomimicking systems due their controllable high electrical conductivity, as well unique mechanical properties derived from atomistically thin layered structure. In addition, MXenes’ biocompatibility, hydrophilicity, antifouling render them particularly suitable synergize with into composite mechanoelectrical functions. Nonetheless, while use MXene multifunctional surface or an current collector such energy device electrode is prevalent, its incorporation gel system purpose sensing vastly less understood formalized. This review provides systematic exposition synthesis, property, application intelligent sensors. Specific challenges opportunities synthesis adoption in practical applications explicitly analyzed discussed facilitate cross gemination across disciplines advance potential hydrogels.

Язык: Английский

Процитировано

8

Sensitive Wearable Strain Sensor Based on a Self-Doped Conductive Hydrogel DOI

Hongyu Ji,

Haochen He,

Jiangang Sun

и другие.

ACS Applied Electronic Materials, Год журнала: 2024, Номер 6(6), С. 4619 - 4629

Опубликована: Июнь 4, 2024

Conductive hydrogels have been widely applied to develop flexible and wearable sensors. Classic conductive polymers such as poly(3,4-ethylenedioxythiophene):poly(styrenesulfonate) exhibit high conductivity biocompatibility, but their intrinsic insolubility may affect the establishment of pathways, thereby further impeding enhancement both electrical mechanical properties. In this study, a self-doped highly poly(3,4-ethylenedioxythiophene) sulfonate (PEDOT-S) solution was obtained by photopolymerization, avoiding introduction iron ions. Following this, we developed double network (DN) hydrogel system from poly(vinyl alcohol) polyacrylamide via freezing–thawing approach, combining with PEDOT-S agent. The exhibited robust strength, adhesive capability, remarkable sensitivity. As strain sensor, can be used detect body motion vocal cord vibrations, providing promising potential for application in devices.

Язык: Английский

Процитировано

7

Ultra-robust Single-Ion Conducting Composite Electrolytes for Stable Li-Metal Batteries DOI

Zhaowei Song,

Sheng Zhao, Xinyuan Shan

и другие.

ACS Applied Materials & Interfaces, Год журнала: 2025, Номер unknown

Опубликована: Янв. 7, 2025

With significantly high lithium-ion (Li+) transport efficiency, single-ion conducting polymer electrolytes (SIPEs) often suffer from low ionic conductivity due to the covalently bonded anions backbone. Adding plasticizers SIPEs improve usually reduces matrix's mechanical robustness, negatively affecting overall performance as solid electrolytes. Herein, surpass such a trade-off relationship, we successfully designed composite membrane (c-SIPM60) with cross-linked linear and incorporated glass-mesh substrate, which shows cation number close 1, ultrahigh tensile strength of 22 MPa (modulus 547.3 MPa), 1.2 × 10–4 S/cm at 25 °C. The resultant Li/c-SIPM60/Li symmetric cell showed stable cycling up 1200 h, LiFePO4/c-SIPM60/Li presented good reversibility C/10. Meanwhile, additional lithium salts, cationic-transport (c-HTPM60) was increase retained Li+ efficiency. LiFePO4/c-HTPM60/Li exhibited capacity retention >75.6% after 700 cycles This work provides new insights into designing simultaneously tLi+, conductivity, affording effective for energy storage systems.

Язык: Английский

Процитировано

1

Thermoresponsive and Strain-Sensitive Hydrogels with Inscribable Transparency-Based Dynamic Memory Behaviors DOI
Huabiao Ye, Ting Dong, Shaohua Wu

и другие.

ACS Applied Materials & Interfaces, Год журнала: 2025, Номер unknown

Опубликована: Фев. 28, 2025

Personal health management drives the development of intelligent hydrogel dressings, which pursue optical transparency, stretchability, and conductivity are required to perceive specific environmental stimuli by dynamic structure, shape, or color memory. However, incorporation weak perceptive elements black conductive polymers limits fabrication these hydrogels. Herein, we propose smart hydrogels with inscribable memorizing-forgetting transparency behavior in situ degrading immobilizing polydopamine-doped polypyrrole (PDA-PPy) nanodots into an interpenetrating poly(NIPAm-co-acrylic acid) copolymer/polyacrylamide (PNAc/PAM) network. These not only optically transparent (∼64.99%), stretchable (∼1052%), self-adhesive (21-105 kPa), highly (∼0.8 S/m), but also can temperature changes via structure shifts, enables temperature-induced reversible control. Especially, temperature-dependent transparent-opaque transition kinetics tuned protonation -COOH groups at pH < pKa, utilizing achieve inscribed programmed memory for information memorizing-forgetting-recalling based on a pH-engraved evolution response changes. be used as efficient near-infrared (NIR) light-controlled drug release carriers realize on-demand release, serve soft sensor recognize different body postures movement behaviors high strain sensitivity (gauge factor, GF = 5.98), broad working (5-500%), rapid (139 ms), excellent sensing reliability (≈1000 cycles 50% strain).

Язык: Английский

Процитировано

1