Advances in Machine Learning for Wearable Sensors DOI
Xiao Xiao, Junyi Yin, Jing Xu

et al.

ACS Nano, Journal Year: 2024, Volume and Issue: 18(34), P. 22734 - 22751

Published: Aug. 15, 2024

Recent years have witnessed tremendous advances in machine learning techniques for wearable sensors and bioelectronics, which play an essential role real-time sensing data analysis to provide clinical-grade information personalized healthcare. To this end, supervised unsupervised algorithms emerged as powerful tools, allowing the detection of complex patterns relationships large, high-dimensional sets. In Review, we aim delineate latest advancements sensors, focusing on key developments algorithmic techniques, applications, challenges intrinsic evolving landscape. Additionally, highlight potential machine-learning approaches enhance accuracy, reliability, interpretability sensor discuss opportunities limitations emerging field. Ultimately, our work aims a roadmap future research endeavors exciting rapidly area.

Language: Английский

Integrated core-shell structured smart textiles for active NO2 concentration and pressure monitoring DOI
Chunxu Chen,

Guangzhong Xie,

Jing Dai

et al.

Nano Energy, Journal Year: 2023, Volume and Issue: 116, P. 108788 - 108788

Published: Aug. 15, 2023

Language: Английский

Citations

146

Advances in Wearable Strain Sensors Based on Electrospun Fibers DOI
Zhiyuan Gao, Xiao Xiao, Aiden Di Carlo

et al.

Advanced Functional Materials, Journal Year: 2023, Volume and Issue: 33(18)

Published: Feb. 25, 2023

Abstract Wearable strain sensors with the ability of detecting physiological activities play an important role in personalized healthcare. Electrospun fibers have become a popular building block for wearable due to their excellent mechanical properties, breathability, and light weight. In this review, structure preparation process electrospun conductive layer are systematically introduced. The impact materials structures on following discussion sensing performance optimization strategies is outlined. Furthermore, applications fiber‐based biomonitoring, motion detection, human‐machine interaction presented. Finally, challenges promising future directions community based pointed out.

Language: Английский

Citations

121

Ternary ordered assembled piezoelectric composite for self-powered ammonia detection DOI
Yi Li, Weixiong Li,

Ziyang Jin

et al.

Nano Energy, Journal Year: 2024, Volume and Issue: 122, P. 109291 - 109291

Published: Jan. 16, 2024

Language: Английский

Citations

94

Hierarchical piezoelectric composite film for self-powered moisture detection and wearable biomonitoring DOI Open Access
Jing Dai,

Guangzhong Xie,

Chunxu Chen

et al.

Applied Physics Letters, Journal Year: 2024, Volume and Issue: 124(5)

Published: Jan. 29, 2024

Moisture detection plays a crucial role in physiological monitoring and wearable electronics. Nevertheless, most of the humidity sensors were restricted by power supply, hindering their applicability internet things mobile healthcare. Herein, we reported hierarchical piezoelectric composite film for active biomonitoring. The as-electrospun transducing textile consists samarium-modified lead magnesium niobate titanate piezoceramic fillers polyvinylidene fluoride matrix, while spin coated polyimide serves as sensitive layer. By tuning thickness ratio between layer sensing well porosity electrode, an optimal moisture-sensing performance was accomplished with high response ∼500% rapid response/recovery time 23 s/31 s. Furthermore, theoretical modeling mechanism established combining thermodynamic derivation finite element calculation.

Language: Английский

Citations

82

ZnO@Ti3C2Tx MXene Hybrid Composite-Based Schottky-Barrier-Coated SAW Sensor for Effective Detection of Sub-ppb-Level NH3 at Room Temperature under UV Illumination DOI
Kedhareswara Sairam Pasupuleti,

Alphi Maria Thomas,

Devthade Vidyasagar

et al.

ACS Materials Letters, Journal Year: 2023, Volume and Issue: 5(10), P. 2739 - 2746

Published: Sept. 8, 2023

Smart sensors capable of detecting NH3 at sub-ppb levels are important for human health in our daily life. Here, we demonstrate a surface acoustic wave (SAW) sensor based on ZnO@MXene hybrid heterostructure ultrahigh gas detection under UV illumination room temperature (RT). Under illumination, the SAW not only significantly enhances frequency response (Δf ≈ 32.24 kHz/20 ppm) but also effectively improves selectivity with low limit (89.41 ppb), short response/recovery times (92/104 s), long-term stability, and robust sensitivity various relative humidity conditions (dark) to RT. These unique sensing properties might be attributed enriched functional groups, oxygen vacancies, excellent charge transfer Schottky barrier via band bending, which is explained using an energy theory mechanism. Overall, current study offers strategic insights designing light-activated high-performance SAW-based RT safety assurance environmental monitoring.

Language: Английский

Citations

48

Flexible Metasurfaces for Multifunctional Interfaces DOI
Yunlei Zhou, Shaolei Wang, Junyi Yin

et al.

ACS Nano, Journal Year: 2024, Volume and Issue: 18(4), P. 2685 - 2707

Published: Jan. 19, 2024

Optical metasurfaces, capable of manipulating the properties light with a thickness at subwavelength scale, have been subject extensive investigation in recent decades. This research has mainly driven by their potential to overcome limitations traditional, bulky optical devices. However, most existing metasurfaces are confined planar and rigid designs, functions, technologies, which greatly impede evolution toward practical applications that often involve complex surfaces. The disconnect between two-dimensional (2D) structures three-dimensional (3D) curved surfaces is becoming increasingly pronounced. In past two decades, emergence flexible electronics ushered an emerging era for metasurfaces. review delves into this cutting-edge field, focus on both conformal design fabrication techniques. Initially, we reflect milestones trajectories modern complemented brief overview theoretical underpinnings primary classifications. We then showcase four advanced emphasizing promising prospects relevance areas such as imaging, biosensing, cloaking, multifunctionality. Subsequently, explore three key trends including mechanically reconfigurable digitally controlled Finally, summarize our insights ongoing challenges opportunities field.

Language: Английский

Citations

43

Degradable Multilayer Fabric Sensor with Wide Detection Range and High Linearity DOI
Junlong Huang,

Guangzhong Xie,

Xiangdong Xu

et al.

ACS Applied Materials & Interfaces, Journal Year: 2024, Volume and Issue: 16(43), P. 58838 - 58847

Published: Oct. 19, 2024

Integration of multiple superior features into a single flexible pressure sensor would result in devices with greater versatility and utility. To apply the device to variety scenarios solve problem accumulation e-waste environment, it is highly desirable combine degradability wide-range linearity characteristics device. Herein, we reported degradable multilayer fabric (DMF) consisting an ellipsoidal carbon nanotube (ECNT) polyvinylpyrrolidone/cellulose acetate electrospun fibers (PEF). The alternative layer-by-layer stacking ECNT PEF notably accelerates sensitivity toward pressure. optimized demonstrated 3.38 kPa-1 over wide measurement range from 0.1 500 kPa, as well great mechanical stability 2000 cycles. A good degradation performance was confirmed by both Fourier transform infrared (FTIR) characterization decomposition experiments sodium hydroxide solution. fabricated capable precepting physiological including subtle arterial pulse, dancing training, walking postures, accidental falls. This work throws light onto fundamental understanding interfacial coupling piezoresistive materials provides possibilities for design development on-demand wearable electronics.

Language: Английский

Citations

30

Hierarchical carbon nanotube-decorated polyacrylonitrile smart textiles for wearable biomonitoring DOI Creative Commons
Junlong Huang, Yulin Cai,

Guangzhong Xie

et al.

Wearable electronics., Journal Year: 2024, Volume and Issue: 1, P. 180 - 188

Published: Aug. 14, 2024

Language: Английский

Citations

29

Research Progress and Application of Multimodal Flexible Sensors for Electronic Skin DOI
Yin He,

Xiaoxuan Xu,

Shuang Xiao

et al.

ACS Sensors, Journal Year: 2024, Volume and Issue: 9(5), P. 2275 - 2293

Published: April 25, 2024

In recent years, wearable electronic skin has garnered significant attention due to its broad range of applications in various fields, including personal health monitoring, human motion perception, human-computer interaction, and flexible display. The multimodal sensor, as the core component skin, can mimic multistimulus sensing ability which is highly for development next generation devices. This paper provides a summary latest advancements sensors that possess two or more response capabilities (such force, temperature, humidity, etc.) simultaneously. It explores relationship between materials multiple capabilities, focusing on both active are same different. also discusses preparation methods, device structures, properties these sensors. Furthermore, it introduces well intelligent robots. Finally, current limitations future challenges will be presented.

Language: Английский

Citations

25

Self-powered infrared detector enabled by interfacial anchoring and thermal reinforcement DOI Creative Commons

Xiaolan Luo,

Weixiong Li, Yuan Liu

et al.

Nano Trends, Journal Year: 2024, Volume and Issue: 8, P. 100061 - 100061

Published: Nov. 17, 2024

Language: Английский

Citations

25