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1,489 Results Found

  • Article
  • Open Access
18 Citations
9,883 Views
14 Pages

Hand Motion Capture from a 3D Leap Motion Controller for a Musculoskeletal Dynamic Simulation

  • Robin Fonk,
  • Sean Schneeweiss,
  • Ulrich Simon and
  • Lucas Engelhardt

8 February 2021

The AnyBody Modeling System™ (AMS) is a musculoskeletal software simulation solution using inverse dynamics analysis. It enables the determination of muscle and joint forces for a given bodily motion. The recording of the individual movement and the...

(This article belongs to the Collection Sensors in Biomechanics)
  • Article
  • Open Access
55 Citations
10,914 Views
14 Pages

A Novel Setup and Protocol to Measure the Range of Motion of the Wrist and the Hand

  • Kostas Nizamis,
  • Noortje H. M. Rijken,
  • Ana Mendes,
  • Mariska M. H. P. Janssen,
  • Arjen Bergsma and
  • Bart F. J. M. Koopman

25 September 2018

The human hand is important for the performance of activities of daily living which are directly related to quality of life. Various conditions, such as Duchenne muscular dystrophy (DMD) can affect the function of the human hand and wrist. The abilit...

(This article belongs to the Section Physical Sensors)
  • Article
  • Open Access
52 Citations
19,436 Views
27 Pages

A Tangible Solution for Hand Motion Tracking in Clinical Applications

  • Christina Salchow-Hömmen,
  • Leonie Callies,
  • Daniel Laidig,
  • Markus Valtin,
  • Thomas Schauer and
  • Thomas Seel

8 January 2019

Objective real-time assessment of hand motion is crucial in many clinical applications including technically-assisted physical rehabilitation of the upper extremity. We propose an inertial-sensor-based hand motion tracking system and a set of dual-qu...

(This article belongs to the Section Physical Sensors)
  • Article
  • Open Access
4 Citations
4,456 Views
20 Pages

What Does a Hand-Over Tell?—Individuality of Short Motion Sequences

  • Holger H. Bekemeier,
  • Jonathan W. Maycock and
  • Helge J. Ritter

How much information with regard to identity and further individual participant

characteristics are revealed by relatively short spatio-temporal motion trajectories of a person?

We study this question by selecting a set of individual participant charac...

(This article belongs to the Special Issue Selected Papers from ICBE2019)
  • Article
  • Open Access
6 Citations
6,145 Views
19 Pages

In this paper, we propose a new data-driven framework for 3D hand and full-body motion emotion transfer. Specifically, we formulate the motion synthesis task as an image-to-image translation problem. By presenting a motion sequence as an image repres...

  • Article
  • Open Access
27 Citations
7,763 Views
13 Pages

Lightweight Soft Robotic Glove with Whole-Hand Finger Motion Tracking for Hand Rehabilitation in Virtual Reality

  • Fengguan Li,
  • Jiahong Chen,
  • Zhitao Zhou,
  • Jiefeng Xie,
  • Zishu Gao,
  • Yuxiang Xiao,
  • Pei Dai,
  • Chanchan Xu,
  • Xiaojie Wang and
  • Yitong Zhou

14 September 2023

Soft robotic gloves have attracted significant interest in hand rehabilitation in the past decade. However, current solutions are still heavy and lack finger-state monitoring and versatile treatment options. To address this, we present a lightweight...

(This article belongs to the Special Issue Advanced Service Robots: Exoskeleton Robots)
  • Article
  • Open Access
83 Citations
12,243 Views
18 Pages

30 January 2012

The human hand has multiple degrees of freedom (DOF) for achieving high-dexterity motions. Identifying and replicating human hand motions are necessary to perform precise and delicate operations in many applications, such as haptic applications. Surf...

(This article belongs to the Special Issue Control Systems and Robotics in Bioengineering)
  • Feature Paper
  • Article
  • Open Access
18 Citations
12,396 Views
11 Pages

Hand Motion Detection in fNIRS Neuroimaging Data

  • Mohammadreza Abtahi,
  • Amir Mohammad Amiri,
  • Dennis Byrd and
  • Kunal Mankodiya

As the number of people diagnosed with movement disorders is increasing, it becomes vital to design techniques that allow the better understanding of human brain in naturalistic settings. There are many brain imaging methods such as fMRI, SPECT, and...

  • Article
  • Open Access
8 Citations
4,878 Views
20 Pages

Online Hand Gesture Detection and Recognition for UAV Motion Planning

  • Cong Lu,
  • Haoyang Zhang,
  • Yu Pei,
  • Liang Xie,
  • Ye Yan,
  • Erwei Yin and
  • Jing Jin

1 February 2023

Recent advances in hand gesture recognition have produced more natural and intuitive methods of controlling unmanned aerial vehicles (UAVs). However, in unknown and cluttered environments, UAV motion planning requires the assistance of hand gesture i...

(This article belongs to the Section Robotics, Mechatronics and Intelligent Machines)
  • Article
  • Open Access
33 Citations
20,429 Views
19 Pages

A Non-Contact Measurement System for the Range of Motion of the Hand

  • Trieu Pham,
  • Pubudu N. Pathirana,
  • Hieu Trinh and
  • Pearse Fay

28 July 2015

An accurate and standardised tool to measure the active range of motion (ROM) of the hand is essential to any progressive assessment scenario in hand therapy practice. Goniometers are widely used in clinical settings for measuring the ROM of the hand...

(This article belongs to the Special Issue Sensor Systems for Motion Capture and Interpretation)
  • Article
  • Open Access
3 Citations
1,650 Views
17 Pages

A Novel Hand Motion Intention Recognition Method That Decodes EMG Signals Based on an Improved LSTM

  • Tian-Ao Cao,
  • Hongyou Zhou,
  • Zhengkui Chen,
  • Yiwei Dai,
  • Min Fang,
  • Chengze Wu,
  • Lurong Jiang,
  • Yanyun Dai and
  • Jijun Tong

23 September 2025

Electromyography (EMG) signals reflect hand motion intention and exhibit a certain degree of amplitude symmetry. Nowadays, recognition of hand motion intention based on EMG has enriched its burgeoning promotion in various applications, such as rehabi...

(This article belongs to the Section A: Computer Science)
  • Article
  • Open Access
631 Views
16 Pages

26 April 2026

Hand range of motion (ROM) measurement is crucial for diagnosing joint limitations, tracking rehabilitation progress, and creating personalized treatment plans. In recent years, exergames combined with dedicated game controllers have emerged as promi...

  • Article
  • Open Access
7 Citations
4,955 Views
15 Pages

Recently, VR-based training applications have become popular and promising, as they can simulate real-world situations in a safe, repeatable, and cost-effective way. For immersive simulations, various input devices have been designed and proposed to...

(This article belongs to the Special Issue 3D User Interfaces and Virtual Reality)
  • Article
  • Open Access
23 Citations
7,012 Views
18 Pages

11 February 2025

Ensuring the accurate tracking of hand and fingers movements is an ongoing challenge for upper limb rehabilitation assessment, as the high number of degrees of freedom and segments in the limited volume of the hand makes this a difficult task. The ob...

(This article belongs to the Collection Sensors for Gait, Human Movement Analysis, and Health Monitoring)
  • Article
  • Open Access
61 Citations
7,638 Views
17 Pages

Motion Estimation and Hand Gesture Recognition-Based Human–UAV Interaction Approach in Real Time

  • Minjeong Yoo,
  • Yuseung Na,
  • Hamin Song,
  • Gamin Kim,
  • Junseong Yun,
  • Sangho Kim,
  • Changjoo Moon and
  • Kichun Jo

25 March 2022

As an alternative to traditional remote controller, research on vision-based hand gesture recognition is being actively conducted in the field of interaction between human and unmanned aerial vehicle (UAV). However, vision-based gesture system has a...

(This article belongs to the Section Remote Sensors)
  • Article
  • Open Access
21 Citations
6,078 Views
14 Pages

16 September 2020

The purpose of this study was to develop a motion analysis protocol that allows the simultaneous assessment of all hand and finger joint movements. The objective was to demonstrate repeatability for future clinical applications in functional assessme...

(This article belongs to the Special Issue Applied Biomechanics in Sport, Rehabilitation and Ergonomy)
  • Article
  • Open Access
13 Citations
6,941 Views
19 Pages

Evaluation of Optical and Radar Based Motion Capturing Technologies for Characterizing Hand Movement in Rheumatoid Arthritis—A Pilot Study

  • Uday Phutane,
  • Anna-Maria Liphardt,
  • Johanna Bräunig,
  • Johann Penner,
  • Michael Klebl,
  • Koray Tascilar,
  • Martin Vossiek,
  • Arnd Kleyer,
  • Georg Schett and
  • Sigrid Leyendecker

9 February 2021

In light of the state-of-the-art treatment options for patients with rheumatoid arthritis (RA), a detailed and early quantification and detection of impaired hand function is desirable to allow personalized treatment regiments and amend currently use...

(This article belongs to the Special Issue Smart Sensors: Applications and Advances in Human Motion Analysis)
  • Article
  • Open Access
2 Citations
3,489 Views
12 Pages

2 September 2021

The Brunnstrom recovery stage (BRS) assessment is a frequently used clinical instrument, but does not allow temporal or spatial analysis owing to its use of binary assessments. We developed a kinematic analysis system (Fahrenheit) that employs three-...

(This article belongs to the Special Issue Sports and Exercise Rehabilitation)
  • Article
  • Open Access
1 Citations
1,971 Views
24 Pages

Real-Time Radar-Based Hand Motion Recognition on FPGA Using a Hybrid Deep Learning Model

  • Taher S. Ahmed,
  • Ahmed F. Mahmoud,
  • Magdy Elbahnasawy,
  • Peter F. Driessen and
  • Ahmed Youssef

26 December 2025

Radar-based hand motion recognition (HMR) presents several challenges, including sensor interference, clutter, and the limitations of small datasets, which collectively hinder the performance and real-time deployment of deep learning (DL) models. To...

(This article belongs to the Special Issue Sensor Systems for Gesture Recognition (3rd Edition))
  • Review
  • Open Access
24 Citations
8,635 Views
23 Pages

Technological advancement is constantly evolving, and it is also developing in the mental health field. Various applications, often based on virtual reality, have been implemented to carry out psychological assessments and interventions, using innova...

(This article belongs to the Special Issue Human Health Dynamics in the Mobile and Big Data Era)
  • Article
  • Open Access
54 Citations
12,032 Views
17 Pages

8 April 2020

Dynamic hand gesture recognition is one of the most significant tools for human–computer interaction. In order to improve the accuracy of the dynamic hand gesture recognition, in this paper, a two-layer Bidirectional Recurrent Neural Network fo...

(This article belongs to the Special Issue Sensors for Activity Recognition)
  • Article
  • Open Access
1 Citations
955 Views
14 Pages

10 April 2026

Wearable data gloves often suffer from electromagnetic interference, insufficient substrate stability, and limited capability for multi-degree-of-freedom motion measurement. To address these limitations, a flexible glove incorporating a hybrid POF-FB...

(This article belongs to the Special Issue Advances in Optical Fiber Materials and Their Applications)
  • Article
  • Open Access
21 Citations
4,294 Views
19 Pages

Enhancing sEMG-Based Finger Motion Prediction with CNN-LSTM Regressors for Controlling a Hand Exoskeleton

  • Mirco Vangi,
  • Chiara Brogi,
  • Alberto Topini,
  • Nicola Secciani and
  • Alessandro Ridolfi

17 July 2023

In recent years, the number of people with disabilities has increased hugely, especially in low- and middle-income countries. At the same time, robotics has made significant advances in the medical field, and many research groups have begun to develo...

(This article belongs to the Section Robotics, Mechatronics and Intelligent Machines)
  • Article
  • Open Access
21 Citations
7,875 Views
18 Pages

Comparison between Full Body Motion Recognition Camera Interaction and Hand Controllers Interaction used in Virtual Reality Exposure Therapy for Acrophobia

  • Iakovos Kritikos,
  • Chara Zoitaki,
  • Giannis Tzannetos,
  • Anxhelino Mehmeti,
  • Marilina Douloudi,
  • George Nikolaou,
  • Giorgos Alevizopoulos and
  • Dimitris Koutsouris

25 February 2020

Virtual Reality has already been proven as a useful supplementary treatment tool for anxiety disorders. However, no specific technological importance has been given so far on how to apply Virtual Reality with a way that properly stimulates the phobic...

(This article belongs to the Special Issue New Trends in Psychophysiology and Mental Health)
  • Article
  • Open Access
4 Citations
3,058 Views
17 Pages

23 November 2022

The Action Research Arm Test (ARAT) presents a ceiling effect that prevents the detection of improvements produced with rehabilitation treatments in stroke patients with mild finger joint impairments. The aim of this study was to develop classificati...

(This article belongs to the Special Issue Robot Assistant for Human-Robot Interaction and Healthcare)
  • Article
  • Open Access
19 Citations
9,028 Views
26 Pages

Anthropomorphic Prosthetic Hand with Combination of Light Weight and Diversiform Motions

  • Xiaobei Jing,
  • Xu Yong,
  • Yinlai Jiang,
  • Guanglin Li and
  • Hiroshi Yokoi

9 October 2019

Most prosthetic hands adopt an under-actuated mechanism to achieve dexterous motion performance with a lightweight and anthropomorphic design. Many have been verified in laboratories, and some have already been commercialized. However, a trade-off ex...

(This article belongs to the Special Issue Soft Robotics: New Design, Control, and Application)
  • Letter
  • Open Access
39 Citations
10,232 Views
15 Pages

Analysis of Precision and Stability of Hand Tracking with Leap Motion Sensor

  • Aleš Vysocký,
  • Stefan Grushko,
  • Petr Oščádal,
  • Tomáš Kot,
  • Ján Babjak,
  • Rudolf Jánoš,
  • Marek Sukop and
  • Zdenko Bobovský

22 July 2020

In this analysis, we present results from measurements performed to determine the stability of a hand tracking system and the accuracy of the detected palm and finger’s position. Measurements were performed for the evaluation of the sensor for...

(This article belongs to the Section Sensors and Robotics)
  • Article
  • Open Access
11 Citations
5,603 Views
15 Pages

7 November 2024

Recent progress in hand gesture recognition has introduced several natural and intuitive approaches to drone control. However, effectively maneuvering drones in complex environments remains challenging. Drone movements are governed by four independen...

(This article belongs to the Section Aerospace Science and Engineering)
  • Article
  • Open Access
725 Views
22 Pages

21 January 2026

Reliable motion classification is essential for practical prosthetic-hand control. Unintended activations caused by ambiguous motions, unknown motions, or non-target body movements can degrade controllability and compromise user safety. Mechanical-se...

(This article belongs to the Special Issue Biomechanical Analysis of Motion and Postural Control: Sensor Methods and Data Analytics—Third Edition)
  • Article
  • Open Access
4 Citations
3,899 Views
14 Pages

Hand Grasp Pose Prediction Based on Motion Prior Field

  • Xu Shi,
  • Weichao Guo,
  • Wei Xu and
  • Xinjun Sheng

Shared control of bionic robot hands has recently attracted much research attention. However, few studies have performed predictive analysis for grasp pose, which is vital for the pre-shape planning of robotic wrists and hands. Aiming at shared contr...

(This article belongs to the Special Issue Bionic Robot Hand: Dexterous Manipulation and Robust Grasping)
  • Article
  • Open Access
10 Citations
4,488 Views
13 Pages

Estimation of Finite Finger Joint Centers of Rotation Using 3D Hand Skeleton Motions Reconstructed from CT Scans

  • Xiaopeng Yang,
  • Zhichan Lim,
  • Hayoung Jung,
  • Younggi Hong,
  • Mengfei Zhang,
  • Dougho Park and
  • Heecheon You

21 December 2020

The present study proposed a method to estimate the finite finger joint centers of rotation (CoRs) with high accuracy using 3D hand skeleton motions reconstructed from CT scans. Ten hand postures starting from a fully extended posture and ending at a...

(This article belongs to the Special Issue Novel Approaches and Applications in Ergonomic Design)
  • Review
  • Open Access
49 Citations
7,843 Views
14 Pages

A Review of Hand Function Rehabilitation Systems Based on Hand Motion Recognition Devices and Artificial Intelligence

  • Yuexing Gu,
  • Yuanjing Xu,
  • Yuling Shen,
  • Hanyu Huang,
  • Tongyou Liu,
  • Lei Jin,
  • Hang Ren and
  • Jinwu Wang

15 August 2022

The incidence of stroke and the burden on health care and society are expected to increase significantly in the coming years, due to the increasing aging of the population. Various sensory, motor, cognitive and psychological disorders may remain in t...

(This article belongs to the Special Issue Explainable Artificial Intelligence in Stroke from the Clinical, Rehabilitation and Nursing Perspectives)
  • Article
  • Open Access
33 Citations
9,889 Views
14 Pages

Pneumatically Actuated Soft Robotic Hand and Wrist Exoskeleton for Motion Assistance in Rehabilitation

  • Tanguy Ridremont,
  • Inderjeet Singh,
  • Baptiste Bruzek,
  • Alexandra Jamieson,
  • Yixin Gu,
  • Rochdi Merzouki and
  • Muthu B. J. Wijesundara

10 May 2024

Exoskeletons are being explored for assisting motion therapy for neurological impairment-related rehabilitation. Soft robotic exoskeletons are gaining more attention for upper-extremity applications due to their simplistic actuation mechanisms and co...

(This article belongs to the Special Issue Soft Actuators for Medical Robotics)
  • Article
  • Open Access
5 Citations
5,733 Views
20 Pages

A Wireless Hand Grip Device for Motion and Force Analysis

  • Victor Becerra,
  • Francisco J. Perales,
  • Miquel Roca,
  • José M. Buades and
  • Margaret Miró-Julià

29 June 2021

A prototype portable device that allows for simultaneous hand and fingers motion and precise force measurements has been. Wireless microelectromechanical systems based on inertial and force sensors are suitable for tracking bodily measurements. In pa...

(This article belongs to the Topic Extended Reality (XR): AR, VR, MR and Beyond)
  • Article
  • Open Access
15 Citations
6,773 Views
15 Pages

28 March 2017

This study aimed to investigate the inter-limb coordination pattern and the stability, intensity, and complexity of the trunk and limbs motions in human crawling under different speeds. Thirty healthy human adults finished hands-knees crawling trials...

(This article belongs to the Special Issue Sensors for Ambient Assisted Living, Ubiquitous and Mobile Health)
  • Article
  • Open Access
26 Citations
6,244 Views
14 Pages

Multiple Sensors Based Hand Motion Recognition Using Adaptive Directed Acyclic Graph

  • Yaxu Xue,
  • Zhaojie Ju,
  • Kui Xiang,
  • Jing Chen and
  • Honghai Liu

5 April 2017

The use of human hand motions as an effective way to interact with computers/robots, robot manipulation learning and prosthetic hand control is being researched in-depth. This paper proposes a novel and effective multiple sensor based hand motion cap...

(This article belongs to the Special Issue Human Activity Recognition)
  • Article
  • Open Access
85 Citations
6,543 Views
16 Pages

MFA-Net: Motion Feature Augmented Network for Dynamic Hand Gesture Recognition from Skeletal Data

  • Xinghao Chen,
  • Guijin Wang,
  • Hengkai Guo,
  • Cairong Zhang,
  • Hang Wang and
  • Li Zhang

10 January 2019

Dynamic hand gesture recognition has attracted increasing attention because of its importance for human–computer interaction. In this paper, we propose a novel motion feature augmented network (MFA-Net) for dynamic hand gesture recognition from...

(This article belongs to the Section Intelligent Sensors)
  • Feature Paper
  • Article
  • Open Access
7 Citations
2,807 Views
15 Pages

30 June 2022

The preservation of static balance in both upright- and hand-stance is maintained by the projection of center of mass (CM) motion within the region of stability at the respective base of support. This study investigated, from a degrees of freedom (DF...

(This article belongs to the Special Issue Entropy-Based Biomechanical Research and Its Applications)
  • Article
  • Open Access
2 Citations
1,802 Views
19 Pages

Dynamic Hypergraph Convolutional Networks for Hand Motion Gesture Sequence Recognition

  • Dong-Xing Jing,
  • Kui Huang,
  • Shi-Jian Liu,
  • Zheng Zou and
  • Chih-Yu Hsu

This paper introduces a novel approach to hand motion gesture recognition by integrating the Fourier transform with hypergraph convolutional networks (HGCNs). Traditional recognition methods often struggle to capture the complex spatiotemporal dynami...

(This article belongs to the Special Issue Applications of Artificial Intelligence in Healthcare and Information Processing)
  • Article
  • Open Access
3 Citations
2,227 Views
18 Pages

8 October 2022

The multi-fingered dexterous robotic hand is increasingly used to achieve more complex and sophisticated human-like manipulation tasks on various occasions. This paper proposes a hybrid Surface Electromyography (SEMG) and Kinect-based human in-hand m...

(This article belongs to the Special Issue Meta-Heuristics for Manufacturing Systems Optimization)
  • Article
  • Open Access
2 Citations
1,257 Views
12 Pages

From Accelerometer to Cognition: Hand Motion Can Reflect Effects of Cardiac Coherence on Cognitive Flexibility

  • Alix Bouni,
  • Laurent M. Arsac,
  • Olivier Chevalerias and
  • Véronique Deschodt-Arsac

7 May 2025

Hand displacements during task-directed movements are not random, but exhibit fractal behavior. Wearable sensing e.g., accelerometer-derived hand movement fluctuations, could add a significant contribution to cognitive and behavioral sciences, by acc...

(This article belongs to the Special Issue Wearable Sensing Technology for Physiological and Behavioral Human Monitoring—2nd Edition)
  • Article
  • Open Access
3 Citations
2,575 Views
17 Pages

5 December 2024

This paper proposes an underactuated dexterous hand with novel bidirectional self-locking joints (BSJs) that enable multiple fingertip motion trajectories. The BSJ design integrates a locking wheel, rack, finger side walls, and a self-holding electro...

(This article belongs to the Section Computer Science & Engineering)
  • Article
  • Open Access
6 Citations
1,909 Views
21 Pages

13 October 2025

Dynamic hand gesture recognition based on computer vision aims at enabling computers to understand the semantic meaning conveyed by hand gestures in videos. Existing methods predominately rely on spatiotemporal attention mechanisms to extract hand mo...

(This article belongs to the Special Issue Multimodal Pattern Recognition of Social Signals in HCI (2nd Edition))
  • Article
  • Open Access
4 Citations
1,826 Views
13 Pages

Proof of Concept and Validation of Single-Camera AI-Assisted Live Thumb Motion Capture

  • Huy G. Dinh,
  • Joanne Y. Zhou,
  • Adam Benmira,
  • Deborah E. Kenney and
  • Amy L. Ladd

26 July 2025

Motion analysis can be useful for multiplanar analysis of hand kinematics. The carpometacarpal (CMC) joint has been traditionally difficult to capture with surface-based motion analysis but is the most commonly arthritic joint of the hand and is of p...

(This article belongs to the Special Issue Smart Sensor Technologies for Accurate Movement Monitoring and Connectivity)
  • Article
  • Open Access
1 Citations
1,963 Views
19 Pages

Myoelectric Controlled Bionic Robotic Hand for Voluntary Finger Motion Driven by Neuromuscular Intent

  • André Moreira,
  • Marco Pinto,
  • Miguel Fernandes,
  • João Costa,
  • Jorge Fidalgo and
  • Alessandro Fantoni

23 March 2026

Reliable control of robotic hands using residual muscle activity is challenging due to low-amplitude myoelectric signals, susceptibility to noise, and the need for real-time actuation. This paper presents a myoelectric-controlled robotic hand capable...

(This article belongs to the Special Issue Recent Developments in Machine Design, Automation and Robotics, Second Edition)
  • Article
  • Open Access
1 Citations
1,994 Views
14 Pages

Complex Hand Interaction Authoring Tool for User Selective Media

  • Bok Deuk Song,
  • HongKyw Choi and
  • Sung-Hoon Kim

9 September 2022

Nowadays, with the advancement of the Internet and personal mobile devices, many interactive media are prevailing, where viewers make their own decisions on the story of the media based on their interactions. The interaction that the user can make is...

(This article belongs to the Section Artificial Intelligence)
  • Article
  • Open Access
5 Citations
5,303 Views
20 Pages

Hand Motion Analysis during the Execution of the Action Research Arm Test Using Multiple Sensors

  • Jesus Fernando Padilla-Magaña,
  • Esteban Peña-Pitarch,
  • Isahi Sánchez-Suarez and
  • Neus Ticó-Falguera

24 April 2022

The Action Research Arm Test (ARAT) is a standardized outcome measure that can be improved by integrating sensors for hand motion analysis. The purpose of this study is to measure the flexion angle of the finger joints and fingertip forces during the...

(This article belongs to the Topic Human Movement Analysis)
  • Article
  • Open Access
477 Views
18 Pages

Dual−Network PVA/PAM Hydrogel Strain Sensor for Machine−Learning−Assisted Rehabilitation−Oriented Hand Motion Monitoring

  • Wendi Liu,
  • Jintao Wang,
  • Yuanduo Wang,
  • Zhangqi Xia,
  • Ruixin Liu,
  • Yixuan Li,
  • Xinyang He and
  • Hailou Wang

17 August 2026

Wearable rehabilitation monitoring requires soft strain sensors with mechanical robustness, stable electromechanical responses, and intelligent motion recognition capability. Here, we report a poly(vinyl alcohol)/polyacrylamide (PVA/PAM) double&minus...

(This article belongs to the Special Issue Advances in Hydrogels for Flexible Electronics)
  • Article
  • Open Access
29 Citations
5,616 Views
20 Pages

12 February 2021

(1) Background: Three-dimensional (3-D) hand position is one of the kinematic parameters that can be inferred from Electromyography (EMG) signals. The inferred parameter is used as a communication channel in human–robot collaboration applications. Al...

(This article belongs to the Section Biomedical Sensors)
  • Article
  • Open Access
100 Citations
10,176 Views
18 Pages

A Soft Exoskeleton Glove for Hand Bilateral Training via Surface EMG

  • Yumiao Chen,
  • Zhongliang Yang and
  • Yangliang Wen

15 January 2021

Traditional rigid exoskeletons can be challenging to the comfort of wearers and can have large pressure, which can even alter natural hand motion patterns. In this paper, we propose a low-cost soft exoskeleton glove (SExoG) system driven by surface e...

(This article belongs to the Section Biosensors)

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