Recent advancements in wearable sensors: integration with machine learning for human–machine interaction DOI Creative Commons

Guangrui Mu,

Jianyi Yang, Zhonghong Yan

и другие.

RSC Advances, Год журнала: 2025, Номер 15(10), С. 7844 - 7854

Опубликована: Янв. 1, 2025

Wearable sensors have emerged as a transformative technology, enabling real-time monitoring and advanced functionality in various fields, including healthcare, human–machine interaction, environmental sensing.

Язык: Английский

A Stretchable, Breathable, And Self‐Adhesive Electronic Skin with Multimodal Sensing Capabilities for Human‐Centered Healthcare DOI

Yunna Hao,

Qiuyang Yan, Huijie Liu

и другие.

Advanced Functional Materials, Год журнала: 2023, Номер 33(44)

Опубликована: Июль 7, 2023

Abstract Electronic skins (E‐skins) capable of biomechanical/bioelectrical signal acquisition are intensively pursued for human‐centered healthcare daily life. For practical use, it is highly desired, yet challenging, to mass‐produce E‐skins that soft and breathable wearing comfort, skin‐adhesive robust acquisition, multi‐signal sensing enhanced data. Herein, a scalable fabrication strategy bioinspired E‐skin (SPRABE‐skin) with multi‐layered architecture reported integrates skin‐like softness, self‐protection, self‐adhesion, breathability, bimodal in single patch. The fibrous thermoplastic polyurethane (TPU) scaffold endows the SPRABE‐skin tissue‐like softness (Young's modulus 3.36 MPa) stretchability, good permeability water vapor, self‐protection against adverse loading events. A strain layer composed MXene‐carbon nanotubes@TPU (MXene‐CNT@TPU) composition exhibits ultra‐high sensitivity wide range (gauge factor at 485% reaches 63 494). An electrode made MXene‐waterborne (MXene‐WPU) provides adhesive electrode‐skin interface, which enables biopotentials, such as electrocardiograph (ECG), electromyograph (EMG), electroencephalo‐graph (EEG), improved fidelity even under various dynamic interferences. Finally, based system demonstrated realizes wireless, long‐duration, monitoring ECG running activities.

Язык: Английский

Процитировано

89

Ultra‐Robust and Sensitive Flexible Strain Sensor for Real‐Time and Wearable Sign Language Translation DOI
Xuping Wu, Xue-Mei Luo,

Zhuman Song

и другие.

Advanced Functional Materials, Год журнала: 2023, Номер 33(36)

Опубликована: Май 14, 2023

Abstract Flexible strain sensors with high sensitivity and mechanical robustness are highly desirable for their accurate long‐term reliable service in wearable human‐machine interfaces. However, the current application of flexible has to face a trade‐off between robustness. The most representative examples micro/nano crack‐based serpentine meander‐based sensors. former one typically shows but limited robustness, while latter is on contrary. Herein, ultra‐robust sensitive developed by crack‐like pathway customization ingenious modulation low/high‐resistance regions meander structure. show cyclic stability (10 000 cycles), strong tolerance harsh environments, gauge factor (>1000) comparable that sensor, fast response time (<58 ms). Finally, integrated into sign language translation system, which wireless, low‐cost, lightweight. Recognition rates over 98% demonstrated 21 languages assistance machine learning. This system facilitates achieving barrier‐free communication signers nonsigners offers broad prospects gesture interaction.

Язык: Английский

Процитировано

68

High-performance fibrous strain sensor with synergistic sensing layer for human motion recognition and robot control DOI

Taoyu Shen,

Shun Liu,

Xiaoyan Yue

и другие.

Advanced Composites and Hybrid Materials, Год журнала: 2023, Номер 6(4)

Опубликована: Июнь 17, 2023

Язык: Английский

Процитировано

68

Tunable porous fiber-shaped strain sensor with synergistic conductive network for human motion recognition and tactile sensing DOI

Xiaoyan Yue,

Changqing Fang,

Qi‐Zhi Yao

и другие.

Chemical Engineering Journal, Год журнала: 2024, Номер 491, С. 151853 - 151853

Опубликована: Май 9, 2024

Язык: Английский

Процитировано

45

MXene Key Composites: A New Arena for Gas Sensors DOI Creative Commons
Yitong Wang, Yuhua Wang,

Min Jian

и другие.

Nano-Micro Letters, Год журнала: 2024, Номер 16(1)

Опубликована: Июнь 6, 2024

Abstract With the development of science and technology, scale industrial production continues to grow, types quantities gas raw materials used in produced during process are also constantly increasing. These gases include flammable explosive gases, even contain toxic gases. Therefore, it is very important necessary for sensors detect monitor these quickly accurately. In recent years, a new two-dimensional material called MXene has attracted widespread attention various applications. Their abundant surface functional groups sites, excellent current conductivity, tunable chemistry, outstanding stability make them promising sensor Since birth materials, researchers have utilized efficient convenient solution etching preparation, high flexibility, easily functionalize with other prepare composites sensing. This opened chapter high-performance sensing provided approach advanced research. However, previous reviews on MXene-based composite only focused performance sensing, without systematically explaining mechanisms generated by different as well summarizing predicting advantages disadvantages materials. article latest progress application Firstly, brief summary was given commonly methods preparing device structures, followed an introduction key attributes related performance. focuses such MXene/graphene, MXene/Metal oxide, MXene/Transition metal sulfides (TMDs), MXene/Metal–organic framework (MOF), MXene/Polymer. It summarizes discusses possible Finally, future directions inroads MXenes-based presented discussed.

Язык: Английский

Процитировано

44

Fishbone and nettle fiber inspired stretchable strain sensor with high sensitivity and wide sensing range for wearable electronics DOI
Weiqiang Hong, Xiaohui Guo, Xianghui Li

и другие.

Chemical Engineering Journal, Год журнала: 2024, Номер 492, С. 152281 - 152281

Опубликована: Май 15, 2024

Язык: Английский

Процитировано

35

Toward an AI Era: Advances in Electronic Skins DOI
Xuemei Fu, Wen Cheng, Guanxiang Wan

и другие.

Chemical Reviews, Год журнала: 2024, Номер 124(17), С. 9899 - 9948

Опубликована: Авг. 28, 2024

Electronic skins (e-skins) have seen intense research and rapid development in the past two decades. To mimic capabilities of human skin, a multitude flexible/stretchable sensors that detect physiological environmental signals been designed integrated into functional systems. Recently, researchers increasingly deployed machine learning other artificial intelligence (AI) technologies to neural system for processing analysis sensory data collected by e-skins. Integrating AI has potential enable advanced applications robotics, healthcare, human–machine interfaces but also presents challenges such as diversity model robustness. In this review, we first summarize functions features e-skins, followed feature extraction different models. Next, discuss utilization design e-skin address key topic implementation e-skins accomplish range tasks. Subsequently, explore hardware-layer in-skin before concluding with an opportunities various aspects AI-enabled

Язык: Английский

Процитировано

29

Flexible porous non-woven silk fabric based conductive composite for efficient multimodal sensing DOI
Li Zhang, Mengyang Zhou, Yuxin He

и другие.

Chemical Engineering Journal, Год журнала: 2024, Номер 497, С. 154445 - 154445

Опубликована: Авг. 3, 2024

Язык: Английский

Процитировано

24

Highly Sensitive Iontronic Pressure Sensor with Side‐by‐Side Package Based on Alveoli and Arch Structure DOI Creative Commons
Zhi Ding, Weijian Li, Weidong Wang

и другие.

Advanced Science, Год журнала: 2024, Номер 11(24)

Опубликована: Март 15, 2024

Flexible pressure sensors play a significant role in wearable devices and electronic skin. Iontronic with high sensitivity, wide measurement range, resolution can meet requirements. Based on the deformation characteristics of alveoli to improve compressibility, ability arch disperse vertical into horizontal thrust increase contact area, graded hollow ball (GHBA) microstructure is proposed, greatly improving sensitivity. The fabrication GHBA ingeniously employs double-sided structure. One side uses mold casting create convex structures, while other utilizes evaporation moisture during curing process form concave structures. At same time, novel side-by-side package structure ensuring flexible substrate maximally transferred microstructure. Within range 0.2 Pa-300 kPa, iontronic sensor achieves maximum sensitivity 10 420.8 kPa

Язык: Английский

Процитировано

20

MXenes for Wearable Physical Sensors toward Smart Healthcare DOI
Yixuan Yang, Shenglin Yang, Xiaohu Xia

и другие.

ACS Nano, Год журнала: 2024, Номер 18(36), С. 24705 - 24740

Опубликована: Авг. 26, 2024

The gradual rise of personal healthcare awareness is accelerating the deployment wearable sensors, whose ability acquiring physiological vital signs depends on sensing materials. MXenes have distinct chemical and physical superiorities over other 2D nanomaterials for sensors. This review presents a comprehensive summary latest advancements in MXenes-based materials It begins with an introduction to special structural features performance, followed by in-depth exploration versatile functionalities. A detailed description different mechanisms also included illustrate contribution performance its improvement. In addition, real-world applications sensors monitoring are as well. remaining challenges their promising opportunities finally narrated, conjunction prospective future development.

Язык: Английский

Процитировано

20