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Objective: Cortico-muscular communication patterns are instrumental in understanding movement control. Estimating significant causal relationships between motor cortex electroencephalogram (EEG) and surface electromyogram (sEMG) from…

信号处理 · 电气工程与系统科学 2025-01-22 Farwa Abbas , Verity McClelland , Zoran Cvetkovic , Wei Dai

Surface electromyography (sEMG) is a promising control signal for assist-as-needed hand rehabilitation after stroke, but detecting intent from paretic muscles often requires lengthy, subject-specific calibration and remains brittle to…

机器人学 · 计算机科学 2026-01-30 Runsheng Wang , Katelyn Lee , Xinyue Zhu , Lauren Winterbottom , Dawn M. Nilsen , Joel Stein , Matei Ciocarlie

Accelerometry has been extensively studied as an objective means of measuring upper limb function in patients post-stroke. The objective of this paper is to determine whether the accelerometry-derived measurements frequently used in more…

机器学习 · 计算机科学 2023-11-09 Mackenzie Wallich , Kenneth Lai , Svetlana Yanushkevich

Conventional electromyography (EMG) measures the continuous neural activity during muscle contraction, but lacks explicit quantification of the actual contraction. Mechanomyography (MMG) and accelerometers only measure body surface motion,…

人机交互 · 计算机科学 2022-11-08 Zijing Zhang , Edwin C. Kan

Electromyography (EMG) is a way of measuring the bioelectric activities that take place inside the muscles. EMG is usually performed to detect abnormalities within the nerves or muscles of a target area. The recent developments in the field…

计算机视觉与模式识别 · 计算机科学 2021-01-19 Niloy Sikder , Abu Shamim Mohammad Arif , Abdullah-Al Nahid

The purpose of the present experiment was to investigate the effects of cervical muscular fatigue on postural control during quiet standing under different conditions of reliability and/or availability of somatosensory inputs from the…

神经元与认知 · 定量生物学 2008-02-14 Nicolas Vuillerme , Nicolas Pinsault , Jacques Vaillant

Parkinson's disease (PD) poses challenges in diagnosis and monitoring due to its progressive nature and complex symptoms. This study introduces a novel approach utilizing surface electromyography (sEMG) to objectively assess PD severity,…

A common challenge in Bicep Curls rehabilitation is muscle compensation, where patients adopt alternative movement patterns when the primary muscle group cannot act due to injury or fatigue, significantly decreasing the effectiveness of…

机器人学 · 计算机科学 2024-05-28 Ming Xuan Chua , Yoshiro Okubo , Shuhua Peng , Thanh Nho Do , Chun Hui Wang , Liao Wu

Introduction: Rehabilitation after a neurological impairment can be supported by functional electrical stimulation (FES). However, FES is limited by early muscle fatigue, slowing down the recovery progress. The use of optimal control to…

医学物理 · 物理学 2025-08-06 Kevin Co , Mickaël Begon , François Bailly , Florent Moissenet

Several statistical and machine learning methods are proposed to estimate the type and intensity of physical load and accumulated fatigue . They are based on the statistical analysis of accumulated and moving window data subsets with…

机器学习 · 计算机科学 2018-12-11 Sergii Stirenko , Gang Peng , Wei Zeng , Yuri Gordienko , Oleg Alienin , Oleksandr Rokovyi , Nikita Gordienko

Developing electroencephalogram (EEG) based brain-computer interface (BCI) systems is challenging. In this study, we analyzed natural grasp actions from EEG. Ten healthy subjects participated in this experiment. They executed and imagined…

人机交互 · 计算机科学 2020-02-06 Jeong-Hyun Cho , Ji-Hoon Jeong , Dong-Joo Kim , Seong-Whan Lee

Mental fatigue is a leading cause of motor vehicle accidents, medical errors, loss of workplace productivity, and student disengagements in e-learning environment. Development of sensors and systems that can reliably track mental fatigue…

人机交互 · 计算机科学 2023-09-12 Prabin Sharma , Joanna C. Justus , Megha Thapa , Govinda R. Poudel

Understanding how driver mental states differ between active and autonomous driving is critical for designing safe human-vehicle interfaces. This paper presents the first EEG-based comparison of cognitive load, fatigue, valence, and arousal…

人机交互 · 计算机科学 2025-12-11 Prithila Angkan , Paul Hungler , Ali Etemad

Human muscle fatigue is considered to be one of the main reasons for Musculoskeletal Disorder (MSD). Recent models have been introduced to define muscle fatigue for static postures. However, the main drawbacks of these models are that the…

机器人学 · 计算机科学 2012-04-10 Ruina Ma , Damien Chablat , Fouad Bennis , Liang Ma

Virtual human techniques have been used a lot in industrial design in order to consider human factors and ergonomics as early as possible. The physical status (the physical capacity of virtual human) has been mostly treated as invariable in…

机器人学 · 计算机科学 2010-07-26 Liang Ma , Damien Chablat , Fouad Bennis , Wei Zhang , Bo Hu , François Guillaume

This study presents a methodology for identifying the most informative frequencies and channels in electromyography (EMG) data to evaluate muscle recovery using Decision Tree classifiers. EMG signals, recorded from the vastus lateralis…

信号处理 · 电气工程与系统科学 2026-04-20 Albert A. Nasybullin , Nursultan Abdullaev , Maksim A. Baranov , Viacheslav V. Koshman , Vitaly A. Mahonin

Current research in Electrocardiogram (ECG) biometrics mainly emphasizes resting-state conditions, leaving the performance decline in rest-exercise scenarios largely unresolved. This paper introduces CrossStateECG, a robust ECG-based…

机器学习 · 计算机科学 2025-10-21 Dan Zheng , Jing Feng , Juan Liu

Spinal cord stimulation has enabled humans with motor complete spinal cord injury (SCI) to independently stand and recover some lost autonomic function. Quantifying the quality of bipedal standing under spinal stimulation is important for…

机器学习 · 统计学 2017-11-22 Yanan Sui , Kun ho Kim , Joel W. Burdick

Vocal training is difficult because the muscles that control pitch, resonance, and phonation are internal and invisible to learners. This paper investigates how Electromyography (EMG) and ultrasonic imaging (UI) can make these muscles…

Surface electromyography (sEMG) recordings can be contaminated by electrocardiogram (ECG) signals when the monitored muscle is closed to the heart. Traditional signal processing-based approaches, such as high-pass filtering and template…

信号处理 · 电气工程与系统科学 2025-02-20 Yu-Tung Liu , Kuan-Chen Wang , Rong Chao , Sabato Marco Siniscalchi , Ping-Cheng Yeh , Yu Tsao