Essays about: "emg features"

Showing result 1 - 5 of 10 essays containing the words emg features.

  1. 1. Multi-Parameter Modelling of Surface Electromyography Data

    University essay from Lunds universitet/Avdelningen för Biomedicinsk teknik

    Author : Ahmad Alosta; Josef Djärf; [2024]
    Keywords : Surface electromyography; modelling; Python; sEMG; decomposition; neuroengineering; motor unit; muscle; simulation; Technology and Engineering;

    Abstract : Ytelektromyografi (sEMG) mäter skelettmuskelfunktionen genom att registrera muskelaktivitet från hudens yta. Tekniken kan användas för att diagnostisera neuromuskulära sjukdomar och som ett hjälpmedel vid rehabilitering, biomedicinsk forskning och för interaktion mellan människa och dator. READ MORE

  3. 2. Exploring State-of-the-Art Machine Learning Methods for Quantifying Exercise-induced Muscle Fatigue

    University essay from Högskolan i Halmstad/Akademin för informationsteknologi

    Author : Abboud Afram; Danial Sarab Fard Sabet; [2023]
    Keywords : EMG; SEMG; STFT; CWT; SVM; CNN; GAN; DCGAN; BCE; SGD; deep learning; machine learning; muscle fatigue; DCGAN; spectrogram; CNN models; transfers learning; data augmentation; feature extraction;

    Abstract : Muscle fatigue is a severe problem for elite athletes, and this is due to the long resting times, which can vary. Various mechanisms can cause muscle fatigue which signifies that the specific muscle has reached its maximum force and cannot continue the task. READ MORE

  4. 3. High density EMG based estimation of lower limb muscle characteristics using feature extraction

    University essay from KTH/Skolan för kemi, bioteknologi och hälsa (CBH)

    Author : Balázs Szabó; [2021]
    Keywords : HD-EMG; feature extraction; lower limb; muscle characteristics;

    Abstract : Electromyography (EMG) is a common tool in electrical muscle activity measurement and can be used in multiple areas of clinical and biomedical applications, mainly in identifying neuromuscular diseases, analyzing movement or in human machine interfaces. Traditionally a pair of electrodes were used to measure the signals, but in recent years the use of high density surface EMG (HD-sEMG) gained more popularity as it can sample myoelectric activities from multiple electrodes in an array on a single muscle and provide more information. READ MORE

  5. 4. Comparison of high density and bipolar surface EMG for ankle joint kinetics using machine learning

    University essay from KTH/Skolan för kemi, bioteknologi och hälsa (CBH)

    Author : Federica Aresu; [2021]
    Keywords : EMG; HD-sEMG; machine learning; joint torque;

    Abstract : The relationship between sEMG signals and muscle force, and associated joint torque, is an object of study for clinical applications such as rehabilitation robotics and commercial applications as wearable motion control devices. The information type and quality obtained by sEMG can impact the classification and prediction accuracy of ankle joint torque. READ MORE

  6. 5. Combination of IMU and EMG for object mass estimation using machine learning and musculoskeletal modeling

    University essay from KTH/Skolan för kemi, bioteknologi och hälsa (CBH)

    Author : Claire Diaz; [2020]
    Keywords : Musculoskeletal Disorders MSD ; Ergonomic assessment; Electromyography EMG ; Inertial Measurement Unit IMU ; Mass estimation; Machine Learning; Musculoskeletal modeling;

    Abstract : One of the causes of work-related Musculoskeletal Disorders (MSDs) is the manual handling of heavy objects. To reduce the risk of such injuries, workers are instructed to follow general guidelines on how to lift and carry objects depending on their mass. READ MORE