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A Reconfigurable Omnidirectional Triboelectric Whisker Sensor Array for Versatile Human–Machine–Environment Interaction
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作者 Weichen Wang Jiaqi Zhu +9 位作者 Hongfa Zhao Fei Yao Yuzhu Zhang Xiankuan Qian Mingrui Shu Zhigang Wu Minyi Xu Hongya Geng Wenbo Ding Juntian Qu 《Nano-Micro Letters》 2026年第3期121-140,共20页
Developing effective,versatile,and high-precision sensing interfaces remains a crucial challenge in human-machine-environment interaction applications.Despite progress in interaction-oriented sensing skins,limitations... Developing effective,versatile,and high-precision sensing interfaces remains a crucial challenge in human-machine-environment interaction applications.Despite progress in interaction-oriented sensing skins,limitations remain in unit-level reconfiguration,multiaxial force and motion sensing,and robust operation across dynamically changing or irregular surfaces.Herein,we develop a reconfigurable omnidirectional triboelectric whisker sensor array(RO-TWSA)comprising multiple sensing units that integrate a triboelectric whisker structure(TWS)with an untethered hydro-sealing vacuum sucker(UHSVS),enabling reversibly portable deployment and omnidirectional perception across diverse surfaces.Using a simple dual-triangular electrode layout paired with MXene/silicone nanocomposite dielectric layer,the sensor unit achieves precise omnidirectional force and motion sensing with a detection threshold as low as 0.024 N and an angular resolution of 5°,while the UHSVS provides reliable and reversible multi-surface anchoring for the sensor units by involving a newly designed hydrogel combining high mechanical robustness and superior water absorption.Extensive experiments demonstrate the effectiveness of RO-TWSA across various interactive scenarios,including teleoperation,tactile diagnostics,and robotic autonomous exploration.Overall,RO-TWSA presents a versatile and high-resolution tactile interface,offering new avenues for intelligent perception and interaction in complex real-world environments. 展开更多
关键词 Reconfigurable sensor array interaction interface Tactile perception Omnidirectional sensor Reversible anchoring
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TENG-Based Self-Powered Silent Speech Recognition Interface:from Assistive Communication to Immersive AR/VR Interaction
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作者 Shuai Lin Yanmin Guo +4 位作者 Xiangyao Zeng Xiongtu Zhou Yongai Zhang Chengda Li Chaoxing Wu 《Nano-Micro Letters》 2026年第5期31-44,共14页
Lip language provides a silent,intuitive,and efficient mode of communication,offering a promising solution for individuals with speech impairments.Its articulation relies on complex movements of the jaw and the muscle... Lip language provides a silent,intuitive,and efficient mode of communication,offering a promising solution for individuals with speech impairments.Its articulation relies on complex movements of the jaw and the muscles surrounding it.However,the accurate and real-time acquisition and decoding of these movements into reliable silent speech signals remains a significant challenge.In this work,we propose a real-time silent speech recognition system,which integrates a triboelectric nanogenerator-based flexible pressure sensor(FPS)with a deep learning framework.The FPS employs a porous pyramid-structured silicone film as the negative triboelectric layer,enabling highly sensitive pressure detection in the low-force regime(1 V N^(-1) for 0-10 N and 4.6 V N^(-1) for 10-24 N).This allows it to precisely capture jaw movements during speech and convert them into electrical signals.To decode the signals,we proposed a convolutional neural networklong short-term memory(CNN-LSTM)hybrid network,combining CNN and LSTM model to extract both local spatial features and temporal dynamics.The model achieved 95.83%classification accuracy in 30 categories of daily words.Furthermore,the decoded silent speech signals can be directly translated into executable commands for contactless and precise control of the smartphone.The system can also be connected to AR glasses,offering a novel human-machine interaction approach with promising potential in AR/VR applications. 展开更多
关键词 Flexible pressure sensor Silent speech recognition Triboelectric nanogenerator Deep learning AR/VR interaction
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Magnetic Array Assisted Triboelectric Nanogenerator Sensor for Real‑Time Gesture Interaction 被引量:9
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作者 Ken Qin Chen Chen +7 位作者 Xianjie Pu Qian Tang Wencong He Yike Liu Qixuan Zeng Guanlin Liu Hengyu Guo Chenguo Hu 《Nano-Micro Letters》 SCIE EI CAS CSCD 2021年第3期168-176,共9页
In human-machine interaction,robotic hands are useful in many scenarios.To operate robotic hands via gestures instead of handles will greatly improve the convenience and intuition of human-machine interaction.Here,we ... In human-machine interaction,robotic hands are useful in many scenarios.To operate robotic hands via gestures instead of handles will greatly improve the convenience and intuition of human-machine interaction.Here,we present a magnetic array assisted sliding triboelectric sensor for achieving a real-time gesture interaction between a human hand and robotic hand.With a finger’s traction movement of flexion or extension,the sensor can induce positive/negative pulse signals.Through counting the pulses in unit time,the degree,speed,and direction of finger motion can be judged in realtime.The magnetic array plays an important role in generating the quantifiable pulses.The designed two parts of magnetic array can transform sliding motion into contact-separation and constrain the sliding pathway,respectively,thus improve the durability,low speed signal amplitude,and stability of the system.This direct quantization approach and optimization of wearable gesture sensor provide a new strategy for achieving a natural,intuitive,and real-time human-robotic interaction. 展开更多
关键词 Sliding triboelectric sensor Magnetic array GESTURE Real-time Human-machine interaction
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Fabrication of an electrochemical sensor for determination of doxorubicin in human plasma and its interaction with DNA 被引量:2
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作者 Reza Hajian Zahra Tayebi Nafiseh Shams 《Journal of Pharmaceutical Analysis》 SCIE CAS CSCD 2017年第1期27-33,共7页
In this work, an electrochemical sensor was fabricated for determination of an anthracycline, doxorubicin(DOX) as a chemotherapy drug in plasma based on multi-walled carbon nanotubes modified platinum electrode(Pt/MWC... In this work, an electrochemical sensor was fabricated for determination of an anthracycline, doxorubicin(DOX) as a chemotherapy drug in plasma based on multi-walled carbon nanotubes modified platinum electrode(Pt/MWCNTs). DOX was effectively accumulated on the surface of modified electrode and generated a pair of redox peaks at around 0.522 and 0.647 V(vs. Ag/Ag Cl) in Britton Robinson(B-R) buffer(p H 4.0, 0.1 M). The electrochemical parameters including p H, type of buffer, accumulation time, amount of modifier and scan rate were optimized. Under the optimized conditions, there was a linear correlation between cathodic peak current and concentration of DOX in the range of 0.05–4.0 μg/m L with the detection limit of 0.002 μg/m L. The number of electron transfers(n) and electron transfer-coefficient(α) were estimated as 2.0 and 0.25, respectively. The constructed sensor displayed excellent precision, sensitivity, repeatability and selectivity in the determination of DOX in plasma. Moreover, cyclic voltammetry studies of DOX in the presence of DNA showed an intercalation mechanism with binding constant(K_b) of 1.12×10~5L/mol. 展开更多
关键词 DOXORUBICIN MWCNTS ELECTROCHEMICAL sensor Human PLASMA Doxorubicin-DNA interaction
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Multi-dimensional force sensor for haptic interaction:a review 被引量:6
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作者 Aiguo SONG Liyue FU 《Virtual Reality & Intelligent Hardware》 2019年第2期121-135,共15页
Haptic interaction plays an important role in the virtual reality technology,which let a person not only view the 3D virtual environment but also realistically touch the virtual environment.As a key part of haptic int... Haptic interaction plays an important role in the virtual reality technology,which let a person not only view the 3D virtual environment but also realistically touch the virtual environment.As a key part of haptic interaction,force feedback has become an essential function for the haptic interaction.Therefore,multi-dimensional force sensors are widely used in the fields of virtual reality and augmented reality.In this paper,some conventional multi-dimensional force sensors based on different measurement principles,such as resistive,capacitive,piezoelectric,are briefly introduced.Then the mechanical structures of the elastic body of multi-dimensional force sensors are reviewed.It is obvious that the performance of the multi-dimensional force sensor is mainly dependent upon the mechanical structure of elastic body.Furthermore,the calibration process of the force sensor is analyzed,and problems in calibration are discussed.Interdimensional coupling error is one of the main factors affecting the measurement precision of the multi-dimensional force sensors.Therefore,reducing or even eliminating dimensional coupling error becomes a fundamental requirement in the design of multi-dimensional force sensors,and the decoupling state-of-art of the multi-dimensional force sensors are introduced in this paper.At last,the trends and current challenges of multi-dimensional force sensing technology are proposed. 展开更多
关键词 Haptic interaction Virtual reality Multi-dimensional force sensor Elastic body DECOUPLING Force sensor calibration
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Wearable one-handed keyboard using hydrogel-based mechanical sensors for human-machine interaction
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作者 Wen Li Shunxin Wu +6 位作者 Meicun Kang Xiaobo Zhang Xiyang Zhong Hao Qiao Jinghan Chen Ping Wang Luqi Tao 《Journal of Materials Science & Technology》 CSCD 2024年第34期130-138,共9页
As the Internet of Things advances,gesture recognition emerges as a prominent domain in human-machine interaction(HMI).However,interactive wearables based on conductive hydrogels for individuals with single-arm functi... As the Internet of Things advances,gesture recognition emerges as a prominent domain in human-machine interaction(HMI).However,interactive wearables based on conductive hydrogels for individuals with single-arm functionality or disabilities remain underexplored.Here,we devised a wearable one-handed keyboard with gesture recognition,employing machine learning algorithms and hydrogel-based mechanical sensors to boost productivity.PCG(PAM/CMC/rGO)hydrogels are composed of polyacrylamide(PAM),sodium carboxymethyl cellulose(CMC),and reduced graphene oxide(rGO),which function as a strain,pressure sensor,and electrode material.The PAM chains offer the gel’s elasticity by covalent cross-linking,while the biocompatible CMC improves the dispersion of rGO and promotes electromechanical properties.Integrating rGO sheets into the polymer matrix facilitates cross-linking and generates supple-mentary conductive pathways,thereby augmenting the gel system’s elasticity,sensitivity,and durability.Our hydrogel sensors include high sensitivity(gage factor(GF)=8.18,395.6%-551.96%)and superior pressure sensing capabilities(Sensitivity(S)=0.3116 kPa^(-1),0-9.82 kPa).Furthermore,we developed a wearable keyboard with up to 98.13%accuracy using convolutional neural networks and a custom data acquisition system.This study establishes the groundwork for creating multifunctional gel sensors for intelligent machines,wearable devices,and brain-computer interfaces. 展开更多
关键词 Gesture recognition HYDROGEL Mechanical sensors Human-machine interaction
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Bioinspired Multifunctional Self-Sensing Actuated Gradient Hydrogel for Soft-Hard Robot Remote Interaction 被引量:3
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作者 He Liu Haoxiang Chu +10 位作者 Hailiang Yuan Deliang Li Weisi Deng Zhiwei Fu Ruonan Liu Yiying Liu Yixuan Han Yanpeng Wang Yue Zhao Xiaoyu Cui Ye Tian 《Nano-Micro Letters》 SCIE EI CAS CSCD 2024年第4期139-152,共14页
The development of bioinspired gradient hydrogels with self-sensing actuated capabilities for remote interaction with soft-hard robots remains a challenging endeavor. Here, we propose a novel multifunctional self-sens... The development of bioinspired gradient hydrogels with self-sensing actuated capabilities for remote interaction with soft-hard robots remains a challenging endeavor. Here, we propose a novel multifunctional self-sensing actuated gradient hydrogel that combines ultrafast actuation and high sensitivity for remote interaction with robotic hand. The gradient network structure, achieved through a wettability difference method involving the rapid precipitation of MoO_(2) nanosheets, introduces hydrophilic disparities between two sides within hydrogel. This distinctive approach bestows the hydrogel with ultrafast thermo-responsive actuation(21° s^(-1)) and enhanced photothermal efficiency(increase by 3.7 ℃ s^(-1) under 808 nm near-infrared). Moreover, the local cross-linking of sodium alginate with Ca^(2+) endows the hydrogel with programmable deformability and information display capabilities. Additionally, the hydrogel exhibits high sensitivity(gauge factor 3.94 within a wide strain range of 600%), fast response times(140 ms) and good cycling stability. Leveraging these exceptional properties, we incorporate the hydrogel into various soft actuators, including soft gripper, artificial iris, and bioinspired jellyfish, as well as wearable electronics capable of precise human motion and physiological signal detection. Furthermore, through the synergistic combination of remarkable actuation and sensitivity, we realize a self-sensing touch bioinspired tongue. Notably, by employing quantitative analysis of actuation-sensing, we realize remote interaction between soft-hard robot via the Internet of Things. The multifunctional self-sensing actuated gradient hydrogel presented in this study provides a new insight for advanced somatosensory materials, self-feedback intelligent soft robots and human–machine interactions. 展开更多
关键词 SELF-SENSING Gradient structure Bioinspired actuator Hydrogel sensor Remote interaction
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Characteristics of lateral vehicular interactions in heterogeneous traffic with weak lane discipline 被引量:1
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作者 Anuj Kishor Budhkar Akhilesh Kumar Maurya 《Journal of Modern Transportation》 2017年第2期74-89,共16页
Heterogeneous traffic conditions prevail in developing countries. Vehicles maintain weak lane discipline which increases lateral interactions of vehicles significantly. It is necessary to study these interactions in t... Heterogeneous traffic conditions prevail in developing countries. Vehicles maintain weak lane discipline which increases lateral interactions of vehicles significantly. It is necessary to study these interactions in the form of maintained lateral gaps for modeling this traffic scenario. This paper aims at determining lateral clearances maintained by different vehicle types while moving in a heterogeneous traffic stream during overtaking. These data were collected using an instrumented vehicle which runs as a part of the stream. Variation of obtained clearance with average speed of interacting vehicles is studied and modeled. Different instrumented vehicles of various types are developed using (1) ultrasonic sensors fixed on both sides of vehicle, which provide inter-vehicular lateral distance and relative speed; and (2) GPS device with cameras, which provides vehicle type and speed of interacting vehicles. They are driven on different roads in six cities of India, to measure lateral gaps maintained with different interacting vehicles at different speeds. Relationships between lateral gaps and speed are modeled as regression lines with positive slopes and beta-distributed residuals. Nature of these graphs (i.e., slopes, intercepts, residuals) are also evaluated and compared for different interacting vehicle-type pairs. It is observed that similar vehicle pairs maintain less lateral clearance than dissimilar vehicle pairs. If a vehicle interacts with two vehicles (one on each side) simultaneously, lateral clearance is reduced and safety of the vehicles is compromised. The obtained relationships can be used for simulating lateral clearance maintaining behavior of vehicles in heterogeneous traffic. 展开更多
关键词 Ultrasonic sensors - Heterogeneous traffic Lateral gaps Lateral vehicular interactions Weak lane discipline
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Dissolution and Deformation Characteristics of Limestones Containing Different Calcite and Dolomite Content Induced by CO_(2)-Water-Rock Interaction 被引量:2
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作者 CHEN Bowen LI Qi +1 位作者 TAN Yongsheng Ishrat Hameed ALVI 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2023年第3期956-971,共16页
To investigate the impacts of mineral composition on physical and mechanical properties of carbonate rocks,limestone specimens containing different contents in calcite and dolomite are selected to perform CO_(2)-water... To investigate the impacts of mineral composition on physical and mechanical properties of carbonate rocks,limestone specimens containing different contents in calcite and dolomite are selected to perform CO_(2)-water-rock reaction experiments.The X-ray Diffraction(XRD) and Nuclear Magnetic Resonance(NMR) are carried out to examine the change characteristics of mineral dissolution and pore structure after reaction.The core flooding experiments with Fiber Bragg gratings are implemented to examine the stress sensitivity of carbonate rocks.The results show that the limestones containing pure calcite are more susceptible to acid dissolution compared to limestone containing impure dolomite.The calcite content in pure limestone decreases as the reaction undergoes.The dissolution of dolomite leads to the formation of calcite in impure limestone.Calcite dissolution leads to the formation of macropore and flow channels in pure limestone,while the effects of impure dolomite in impure limestone results in mesopore formation.When confining pressure is lower than 12 MPa,pure limestones demonstrate higher strain sensitivity coefficients compared to impure limestone containing dolomite after reaction.When confining pressure exceeds 12 MPa,the strain sensitivity coefficients of both pure and impure limestones become almost equal. 展开更多
关键词 CO_(2) geological storage carbonate rocks CO_(2)-water-rock interaction deformation response Fiber Bragg gratings sensors
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An Architecture Supporting Intelligent Mobile Healthcare Using Human-Computer Interaction HCI Principles 被引量:1
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作者 Mesfer Alrizq Shauban Ali Solangi +3 位作者 Abdullah Alghamdi Muhammad Ali Nizamani Muhammad Ali Memon Mohammed Hamdi 《Computer Systems Science & Engineering》 SCIE EI 2022年第2期557-569,共13页
Recent advancements in the Internet of Things IoT and cloud computing have paved the way for mobile Healthcare(mHealthcare)services.A patient within the hospital is monitored by several devices.Moreover,upon leaving t... Recent advancements in the Internet of Things IoT and cloud computing have paved the way for mobile Healthcare(mHealthcare)services.A patient within the hospital is monitored by several devices.Moreover,upon leaving the hospital,the patient can be remotely monitored whether directly using body wearable sensors or using a smartphone equipped with sensors to monitor different user-health parameters.This raises potential challenges for intelligent monitoring of patient's health.In this paper,an improved architecture for smart mHealthcare is proposed that is supported by HCI design principles.The HCI also provides the support for the User-Centric Design(UCD)for smart mHealthcare models.Furthermore,the HCI along with IoT's(Internet of Things)5-layered architecture has the potential of improving User Experience(UX)in mHealthcare design and help saving lives.The intelligent mHealthcare system is supported by the IoT sensing and communication layers and health care providers are supported by the application layer for the medical,behavioral,and health-related information.Health care providers and users are further supported by an intelligent layer performing critical situation assessment and performing a multi-modal communication using an intelligent assistant.The HCI design focuses on the ease-of-use,including user experience and safety,alarms,and error-resistant displays of the end-user,and improves user's experience and user satisfaction. 展开更多
关键词 Human computer interaction mhealthcare user-centric design sensor network nternet-of-things
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Data Fusion Algorithm for Multi-Sensor Dynamic System Based on Interacting Multiple Model 被引量:3
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作者 陈志锋 蔡云泽 《Journal of Shanghai Jiaotong university(Science)》 EI 2015年第3期265-272,共8页
This paper presents a data fusion algorithm for dynamic system with multi-sensor and uncertain system models. The algorithm is mainly based on Kalman filter and interacting multiple model(IMM). It processes crosscorre... This paper presents a data fusion algorithm for dynamic system with multi-sensor and uncertain system models. The algorithm is mainly based on Kalman filter and interacting multiple model(IMM). It processes crosscorrelated sensor noises by using augmented fusion before model interacting. And eigenvalue decomposition is utilized to reduce calculation complexity and implement parallel computing. In simulation part, the feasibility of the algorithm was tested and verified, and the relationship between sensor number and the estimation precision was studied. Results show that simply increasing the number of sensor cannot always improve the performance of the estimation. Type and number of sensors should be optimized in practical applications. 展开更多
关键词 MULTI-sensor cross-correlated noises augmented fusion interacting multiple model(IMM)
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Influence of Soil-Foundation Interaction Properties on Oscillations of the System “Building-Building” and “Building-Stack-Like Structure”
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作者 Gaibnazar Khodievich Khojmetov Alinazar Irismetovich Khodjimetov Anvar Sayfullaevich Yuvmitov 《World Journal of Mechanics》 2015年第6期106-116,共11页
Seismic oscillations of the “building-building” system which is interconnected buildings built close to each other, and “building-stack-like structure” system which is adjacent and connected in different ways to e... Seismic oscillations of the “building-building” system which is interconnected buildings built close to each other, and “building-stack-like structure” system which is adjacent and connected in different ways to existing building are considered in the paper. Different types of connections, such as dampers, including the ones suggested by the authors, are studied. Seismic impact is given as a harmonic function and various existing accelerograms, including synthesized ones. Distinctive feature of this paper from previously published ones [1] [2] is the fact that the emphasis falls on the influence of soil-foundation interaction properties, which are described using various models of load-displacement connections. Calculation results are compared in the case of representation of the building as concentrated masses and spatial systems. Ways to reduce seismic response of buildings during the earthquakes are pointed out. Results of experimental studies are given in the paper and are compared with calculations. 展开更多
关键词 interaction PROPERTIES of Soil-Foundation The Rigid FOUNDATION Kelvin-Voigt and Maxwell Models DAMPER the Coulomb’s Force Modeling Similarity MULTIPLIERS Dynamic Characteristics OSCILLATIONS sensors Accelerogram Absorption Factor
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High-permittivity and low-hysteresis dielectric elastomer for near-free dynamic hysteresis and high-fidelity strain sensors
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作者 Yu-Shu Wang Run-Hui Zhou +6 位作者 Jiao-Ya Huang Bo-Ning Sun Ze-Min Li Zi-Yu Chen Zhuo-Yu Song Wen-Chao Gao Cao-Feng Pan 《Rare Metals》 2025年第10期7658-7671,共14页
Stretchable strain sensors are a crucial component in various applications,such as wearable devices,human-machine interfaces,and soft robotics.Hence,strain sensors with low hysteresis,high fidelity,and accurate sensin... Stretchable strain sensors are a crucial component in various applications,such as wearable devices,human-machine interfaces,and soft robotics.Hence,strain sensors with low hysteresis,high fidelity,and accurate sensing ability are urgently required for the precise measurement of large and high-frequency dynamic deformations.However,the existing hysteresis of the current functional materials utilized in strain sensors significantly impedes the achievement of these properties.Herein,we introduce an ultralow dynamic hysteresis capacitive strain sensor using a low-hysteresis and high-relative-permittivity ionic liquid-elastomer composite as the dielectric material.Based on the low-hysteresis dielectric,the prepared capacitive strain sensors exhibit ultralow electrical hysteresis(2.20%at a strain rate of 100% s^(-1)and strain of100%)and maintain low electrical hysteresis(4.35%)even under extremely high strain rates and large dynamic strain loads(a strain rate of 500% s^(-1)and strain of 100%).Moreover,the strain sensor manifests exceptional cyclic stability under 50,000 cycles of 100%strain at a strain rate of 200% s^(-1);the response curves remain nearly identical throughout these 50,000 cycles.Furthermore,the ultralowhysteresis strain sensor was successfully applied to accurate and reliable real-time human-machine interactions,revealing its great potential in various fields,including electronic skin,flexible robotics,wearable electronics,and virtual reality. 展开更多
关键词 Flexible electronics Strain sensors Low hysteresis Dielectric elastomer Human-machine interaction
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Motion intention recognition using surface electromyography and arrayed flexible thin-film pressure sensors
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作者 BU Lingyu YIN Xiangguo +1 位作者 LIN Mingxing LIU Jiahe 《Journal of Measurement Science and Instrumentation》 2025年第4期486-497,共12页
Motion intention recognition is considered the key technology for enhancing the training effectiveness of upper limb rehabilitation robots for stroke patients,but traditional recognition systems are difficult to simul... Motion intention recognition is considered the key technology for enhancing the training effectiveness of upper limb rehabilitation robots for stroke patients,but traditional recognition systems are difficult to simultaneously balance real-time performance and reliability.To achieve real-time and accurate upper limb motion intention recognition,a multi-modal fusion method based on surface electromyography(sEMG)signals and arrayed flexible thin-film pressure(AFTFP)sensors was proposed.Through experimental tests on 10 healthy subjects(5 males and 5 females,age 23±2 years),sEMG signals and human-machine interaction force(HMIF)signals were collected during elbow flexion,extension,and shoulder internal and external rotation.The AFTFP signals based on dynamic calibration compensation and the sEMG signals were processed for feature extraction and fusion,and the recognition performance of single signals and fused signals was compared using a support vector machine(SVM).The experimental results showed that the sEMG signals consistently appeared 175±25 ms earlier than the HMIF signals(p<0.01,paired t-test).In offline conditions,the recognition accuracy of the fused signals exceeded 99.77%across different time windows.Under a 0.1 s time window,the real-time recognition accuracy of the fused signals was 14.1%higher than that of the single sEMG signal,and the system’s end-to-end delay was reduced to less than 100 ms.The AFTFP sensor is applied to motion intention recognition for the first time.And its low-cost,high-density array design provided an innovative solution for rehabilitation robots.The findings demonstrate that the AFTFP sensor adopted in this study effectively enhances intention recognition performance.The fusion of its output HMIF signals with sEMG signals combines the advantages of both modalities,enabling real-time and accurate motion intention recognition.This provides efficient command output for human-machine interaction in scenarios such as stroke rehabilitation. 展开更多
关键词 upper limb rehabilitation robot motion intention recognition sEMG signal arrayed flexible thin-film pressure sensor humanmachine interaction force
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基于PVA-co-AAm双网络导电水凝胶的柔性应变传感器
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作者 朱明 李克睿 +3 位作者 李耀刚 张青红 王宏志 侯成义 《传感器与微系统》 北大核心 2026年第2期6-11,共6页
针对柔性应变传感器在导电性能和力学性能上难以兼顾的问题,提出一种通过光交联和冻融处理的方法制备出基于聚乙烯醇—丙烯酰胺(PVA-co-AAm)双网络导电水凝胶的柔性应变传感器。通过双网络结构的构筑,该凝胶的力学性能得到了显著改善;... 针对柔性应变传感器在导电性能和力学性能上难以兼顾的问题,提出一种通过光交联和冻融处理的方法制备出基于聚乙烯醇—丙烯酰胺(PVA-co-AAm)双网络导电水凝胶的柔性应变传感器。通过双网络结构的构筑,该凝胶的力学性能得到了显著改善;低模量使得其用于柔性应变传感器时能够对人体皮肤上的微小应变迅速做出响应(响应时间96 ms),并能够根据不同运动姿态生成各种响应信号,其对高强度压力的感应灵敏度可达45.3 s^(-1)。这些性能展现了该柔性应变传感器在人体姿态监测和交互识别场景中具有良好的应用前景。 展开更多
关键词 双网络 导电水凝胶 柔性应变传感器 生理监测 交互识别
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基于机器学习模型的电子纺织品研究进展
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作者 胡崴琳 白洁 +3 位作者 刘丹 白濛 李娟 李启正 《纺织学报》 北大核心 2026年第1期268-276,共9页
为了解机器学习模型在不同类型电子纺织品中的适用性及应用趋势,介绍了其在人机交互、运动分析与健康监测三大场景中的应用。通过剖析卷积神经网络(CNN)、长短期记忆网络(LSTM)、支持向量机(SVM)等经典机器学习模型的优缺点,阐述了模型... 为了解机器学习模型在不同类型电子纺织品中的适用性及应用趋势,介绍了其在人机交互、运动分析与健康监测三大场景中的应用。通过剖析卷积神经网络(CNN)、长短期记忆网络(LSTM)、支持向量机(SVM)等经典机器学习模型的优缺点,阐述了模型特性与电子纺织品用途、结构之间的内在匹配关系。并从电子纺织品的信号处理,工艺优化,场景应用3个方面对机器学习技术的应用趋势进行梳理。结果表明:复杂模型在嵌入式设备中部署困难、面对用户和环境差异模型泛化能力欠缺、高性能与低成本难以兼顾是当前面临的三大挑战,未来可以向模型轻量化与云端协同推理、大规模多场景数据集构建、多目标优化策略等方向探索,以促进机器学习与电子纺织品的深度融合,推动其智能化升级与产业化落地。 展开更多
关键词 电子纺织品 机器学习 人机交互 运动分析 健康监测 柔性传感器 智能纺织品
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A CNN-Transformer Hybrid Model for Real-Time Recognition of Affective Tactile Biosignals
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作者 Chang Xu Xianbo Yin +1 位作者 Zhiyong Zhou Bomin Liu 《Computers, Materials & Continua》 2026年第4期2343-2356,共14页
This study presents a hybrid CNN-Transformer model for real-time recognition of affective tactile biosignals.The proposed framework combines convolutional neural networks(CNNs)to extract spatial and local temporal fea... This study presents a hybrid CNN-Transformer model for real-time recognition of affective tactile biosignals.The proposed framework combines convolutional neural networks(CNNs)to extract spatial and local temporal features with the Transformer encoder that captures long-range dependencies in time-series data through multi-head attention.Model performance was evaluated on two widely used tactile biosignal datasets,HAART and CoST,which contain diverse affective touch gestures recorded from pressure sensor arrays.TheCNN-Transformer model achieved recognition rates of 93.33%on HAART and 80.89%on CoST,outperforming existing methods on both benchmarks.By incorporating temporal windowing,the model enables instantaneous prediction,improving generalization across gestures of varying duration.These results highlight the effectiveness of deep learning for tactile biosignal processing and demonstrate the potential of theCNN-Transformer approach for future applications in wearable sensors,affective computing,and biomedical monitoring. 展开更多
关键词 Tactile biosignals affective touch recognition wearable sensors signal processing human-machine interaction
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柔性传感器在运动与健康监测中的应用进展
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作者 刘静 李文博 +3 位作者 王佳伟 李静 李炯利 王旭东 《传感器与微系统》 北大核心 2026年第3期1-6,共6页
柔性传感器可将压力、应变、温度、湿度、化学物质浓度等多种物理或化学信号转换成相应的电信号输出,并能够在复杂的三维空间或非平面表面上进行有效的信息感知和传输。柔性传感器作为现代传感技术的重要分支,以其独特的柔韧性和可弯曲... 柔性传感器可将压力、应变、温度、湿度、化学物质浓度等多种物理或化学信号转换成相应的电信号输出,并能够在复杂的三维空间或非平面表面上进行有效的信息感知和传输。柔性传感器作为现代传感技术的重要分支,以其独特的柔韧性和可弯曲性,在众多高科技及日常生活应用领域展现出了巨大的潜力和价值。本文总结论述了柔性传感器在人体运动监测、医疗保健、人机交互、结构健康监测领域的应用进展,分析了柔性传感器面临的关键技术挑战,并对其未来发展路径进行了展望。 展开更多
关键词 柔性传感器 运动监测 医疗保健 人机交互 结构健康监测
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Intelligent integration and advancement of multi-organ-on-a-chip
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作者 Chen-Xi Song Lu Huang 《Biomedical Engineering Communications》 2026年第1期1-3,共3页
Multi-organ-on-a-chip(MOOC)technology represents a pivotal direction in the organ-on-a-chip field,seeking to emulate the complex interactions of multiple human organs in vitro through microfluidic systems.This technol... Multi-organ-on-a-chip(MOOC)technology represents a pivotal direction in the organ-on-a-chip field,seeking to emulate the complex interactions of multiple human organs in vitro through microfluidic systems.This technology overcomes the limitations of traditional single-organ models,providing a novel platform for investigating complex disease mechanisms and evaluating drug efficacy and toxicity.Although it demonstrates broad application prospects,its development still faces critical bottlenecks,including inadequate physiological coupling between organs,short functional maintenance durations,and limited real-time monitoring capabilities.Contemporary research is advancing along three key directions,including functional coupling,sensor integration,and full-process automation systems,to propel the technology toward enhanced levels of physiological relevance and predictive accuracy. 展开更多
关键词 investigating complex disease mechanisms emulate complex interactions multiple human organs vitro sensor integration intelligent integration predictive accuracy physiological coupling multi organ chip microfluidic systemsthis
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基于群体交互情绪识别服装的技术实现及发展趋势
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作者 李星宇 《丝网印刷》 2026年第2期21-23,共3页
群体交互情绪实时精准感知对团队协作与公共场景体验至关重要。研究聚焦相关识别服装的柔性传感器、信号同步传输、多模态数据融合等核心技术,结合技术瓶颈,从材料、算法、场景等方面展望趋势,适配多元场景。
关键词 群体交互情绪识别 智能服装 柔性传感器 网印技术 信号同步传输
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