Earthworm-inspired wrinkled sensors: Ultra-sensitive, flexible, and integrated with deep learning for sound recognition DOI

Yanan Tao,

Hao Zhang, J. Y. Li

et al.

Chemical Engineering Journal, Journal Year: 2025, Volume and Issue: unknown, P. 163930 - 163930

Published: May 1, 2025

Language: Английский

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

et al.

Chemical Reviews, Journal Year: 2024, Volume and Issue: 124(17), P. 9899 - 9948

Published: Aug. 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

Language: Английский

Citations

26

Great Carbon Nano Materials based Composites for Electronic Skin: Intelligent Sensing, and Self-Powered Nano Generators DOI
Vineet Kumar, Nargish Parvin, Sang Woo Joo

et al.

Nano Energy, Journal Year: 2025, Volume and Issue: unknown, P. 110805 - 110805

Published: Feb. 1, 2025

Language: Английский

Citations

2

Hydrogen-Bonding-Crosslinked Polyzwitterionic Hydrogels with Extreme Stretchability, Ultralow Hysteresis, Self-adhesion, and Antifreezing Performance as Flexible Self-powered Electronic Devices DOI Creative Commons
Siyu Bao, Hongying Wang,

Baocheng Liu

et al.

Transactions of Tianjin University, Journal Year: 2025, Volume and Issue: unknown

Published: Jan. 6, 2025

Abstract Flexible strain sensors have received tremendous attention because of their potential applications as wearable sensing devices. However, the integration key functions into a single sensor, such high stretchability, low hysteresis, self-adhesion, and excellent antifreezing performance, remains an unmet challenge. In this respect, zwitterionic hydrogels emerged ideal material candidates for breaking through above dilemma. The mechanical properties most reported hydrogels, however, are relatively poor, significantly restricting use under load-bearing conditions. Traditional improvement approaches often involve complex preparation processes, making large-scale production challenging. Additionally, prepared with chemical crosslinkers typically fragile prone to irreversible deformation large strains, resulting in slow recovery structure function. To fundamentally enhance pure effective approach is regulation monomers targeted design strategy. This study employed novel monomer carboxybetaine urethane acrylate (CBUTA), which contained one group on its side chain. Through direct polymerization ultrahigh concentration solutions without adding any crosslinker, we successfully developed supramolecular enhanced properties, self-adhesive behavior, performance. Most importantly, resultant exhibited tensile strength toughness displayed ultralow hysteresis conditions up 1100%. outstanding performance was attributed unique liquid–liquid phase separation phenomenon induced by CBUTA aqueous solution, well polymer chain entanglement strong hydrogen bonds between groups chains. application high-performance triboelectric nanogenerators further explored. Overall, work provides promising strategy developing flexible self-powered electronic

Language: Английский

Citations

1

Bionic Recognition Technologies Inspired by Biological Mechanosensory Systems DOI Open Access
Xiangxiang Zhang, Chang-Guang Wang, Xin Pi

et al.

Advanced Materials, Journal Year: 2025, Volume and Issue: unknown

Published: Jan. 21, 2025

Abstract Mechanical information is a medium for perceptual interaction and health monitoring of organisms or intelligent mechanical equipment, including force, vibration, sound, flow. Researchers are increasingly deploying recognition technologies (MIRT) that integrate acquisition, pre‐processing, processing functions expected to enable advanced applications. However, this also poses significant challenges acquisition performance efficiency. The novel exciting mechanosensory systems in nature have inspired us develop superior bionic (MIBRT) based on materials, structures, devices address these challenges. Herein, first strategies pre‐processing presented their importance high‐performance highlighted. Subsequently, design considerations sensors by mechanoreceptors described. Then, the concepts neuromorphic summarized order replicate biological nervous system. Additionally, ability MIBRT investigated recognize basic information. Furthermore, further potential applications robots, healthcare, virtual reality explored with view solve range complex tasks. Finally, future opportunities identified from multiple perspectives.

Language: Английский

Citations

1

Scalable Integration of High Sensitivity Strain Sensors Based on Silicon Nanowire Spring Array Directly Grown on Flexible Polyimide Films DOI
Xiaopan Song,

Yang Gu,

Sheng Wang

et al.

Nano Letters, Journal Year: 2025, Volume and Issue: unknown

Published: Jan. 29, 2025

The growth and integration of position-controlled, morphology-programmable silicon nanowires (SiNWs), directly upon low-cost polymer substrates instead postgrowth transferring, is attractive for developing advanced flexible sensors logics. In this work, a low temperature SiNWs at only 200 °C has been demonstrated, the first time, polyimide (PI) films, via planar solid-liquid-solid (IPSLS) mechanism. with diameter ∼146 nm can be grown into precise locations on PI as orderly array preferred elastic geometry. Strain sensor array, built these spring-shape integrated PI, achieves gauge factor (GF) ∼90, sustains large stretching strains up to 3.3% (with 1.5 mm radius) endures over 30,000 cycles. attached finger monitor movements are also successfully showing high sensitivity superior mechanical reliability, particularly suited wearable health applications.

Language: Английский

Citations

1

Fully Stretchable and Self-Healing Graphene-Hydrogel E-Skin with Temperature-Strain Self-Calibration DOI
Wei Sheng, Jianxin Zhou, Wentao Li

et al.

ACS Applied Nano Materials, Journal Year: 2025, Volume and Issue: unknown

Published: Feb. 5, 2025

Language: Английский

Citations

1

Gelation‐Constrained Freeze‐Casting Fabrication of Ultra‐Homogeneous Nanocomposite Aerogels with Superelasticity and Harsh Environment Tolerance DOI Open Access

Tianyi Zhu,

Debao Wang, Yisha Wang

et al.

Advanced Functional Materials, Journal Year: 2025, Volume and Issue: unknown

Published: March 18, 2025

Abstract Freeze casting is a versatile technique for organizing low‐dimensional building blocks into ordered porous structural materials. However, the freeze‐casting fabrication of materials with robust and topologically elastic skeleton to withstand harsh conditions challenging. Herein, silanized ultra‐homogeneous nanocomposite aerogel fabricated using gelation‐constrained strategy. Diverging from traditional methods employing solution precursor, approach involves process utilizing rational‐designed supramolecular hydrogel as quasi‐solid precursor. The within hydrogel, enclosed in dense hydrogen‐bonded network, effectively mitigate secondary agglomeration caused by ice crystallization concentration enrichment during freeze‐casting. By forming cellular an interconnected nanoparticle resulting aerogels exhibit exceptional mechanical elasticity retaining over 98% height after 10 000 compression cycles, along superior electrical properties showing 78.9% increase conductivity compared conventional aerogels. Wearable piezoresistive sensors these demonstrate outstanding force sensing capabilities, broad linear range (0–17.6 kPa) high sensitivity (1.32 kPa −1 ). When integrated intermediate layer protective garments, offer insulation fire resistance, enabling them endure like repetitive extreme deformations, exposure high‐temperature flames, water‐erosion damages.

Language: Английский

Citations

1

Design Strategies and Emerging Applications of Conductive Hydrogels in Wearable Sensing DOI Creative Commons
Yingchun Li, Shaozhe Tan,

X Y Zhang

et al.

Gels, Journal Year: 2025, Volume and Issue: 11(4), P. 258 - 258

Published: April 1, 2025

Conductive hydrogels, integrating high conductivity, mechanical flexibility, and biocompatibility, have emerged as crucial materials driving the evolution of next-generation wearable sensors. Their unique ability to establish seamless interfaces with biological tissues enables real-time acquisition physiological signals, external stimuli, even therapeutic feedback, paving way for intelligent health monitoring personalized medical interventions. To fully harness their potential, significant efforts been dedicated tailoring conductive networks, properties, environmental stability these hydrogels through rational design systematic optimization. This review comprehensively summarizes strategies categorized into metal-based, carbon-based, polymer-based, ionic, hybrid systems. For each type, highlights structural principles, conductivity enhancement, approaches simultaneously enhance robustness long-term under complex environments. Furthermore, emerging applications in sensing systems are thoroughly discussed, covering signal monitoring, mechano-responsive platforms, closed-loop diagnostic–therapeutic Finally, this identifies key challenges offers future perspectives guide development multifunctional, intelligent, scalable hydrogel sensors, accelerating translation advanced flexible electronics smart healthcare technologies.

Language: Английский

Citations

1

High-performance self-decoupling flexible pressure–temperature bifunctional sensors based on TPU/IL for electronic skin DOI
Y. Q. Liang, Chengpeng Zhang,

Xinghan Mi

et al.

Composites Part A Applied Science and Manufacturing, Journal Year: 2024, Volume and Issue: unknown, P. 108656 - 108656

Published: Dec. 1, 2024

Language: Английский

Citations

6

Printing semiconductor-based devices and circuits for flexible electronic skin DOI
Abhishek Singh Dahiya, Ayoub Zumeit, Adamos Christou

et al.

Applied Physics Reviews, Journal Year: 2024, Volume and Issue: 11(4)

Published: Dec. 1, 2024

Electronic skin (e-skin), capable of sensing a physical or chemical stimulus and triggering suitable response, is critical in applications such as healthcare, wearables, robotics, more. With substantial number types sensors over large area, the low-cost fabrication desirable for e-skin. In this regard, printing electronics attract attention it allow efficient use materials, “maskless” fabrication, low-temperature deposition. Additionally, e-skin real-time calls faster computation communication. However, due to limitations widely used materials (e.g., low mobility) tools poor print resolution), printed has been restricted passive devices low-end until recent years. Such are now being addressed through high-mobility highlighted review article, using vehicle. This paper discusses techniques that high-quality electronic layers inorganic nanostructures, their further processing obtain sensors, energy harvesters, transistors. Specifically, contact printing, transfer direct roll discussed along with working mechanisms influence dynamics. For sake completeness, few examples organic semiconductor-based also included. E-skin presents good case 3D integration flexible electronics, therefore, high-resolution connect various on substrate stack discussed. Finally, major challenges hindering scalability methods commercial uptake potential solutions.

Language: Английский

Citations

4