Conference
MuscleNET: Smart Predictive Analysis for Muscular Activity Using Wearable Sensors
| العنوان: | MuscleNET: Smart Predictive Analysis for Muscular Activity Using Wearable Sensors |
|---|---|
| المؤلفون: | Gemici, M., Korkmaz, K., Ayhan, N.T., Soylu, S., Guc, F., Ogrenci, A.S. |
| بيانات النشر: | Institute of Electrical and Electronics Engineers Inc. |
| سنة النشر: | 2022 |
| مصطلحات موضوعية: | deep learning, feature extraction, machine learning, mobile application, muscle activity, signal processing, training support, Forecasting, Learning systems, Mobile computing, Wearable sensors, Features extraction, Machine-learning, Mobile applications, Muscle activities, Prediction-based, Quality prediction, Signal-processing, Surface electromyography signals, Muscle |
| الوصف: | 2022 Innovations in Intelligent Systems and Applications Conference, ASYU 2022 --7 September 2022 through 9 September 2022 -- --183936 ; Doing weightlifting training at home has become more popular during the pandemic. Unfortunately, exercising without professional help can lead to dangerous injuries such as muscle tearing. It is possible to create a smart system with machine learning to overcome muscle injuries and suggest an appropriate training program. The use of suitable algorithms enables us to develop programs that can perform predictions based on sEMG (Surface Electromyography) signals. In this study, sEMG signals are collected from the skin surface and features are extracted to be used in deep learning networks. A wearable hardware collects sEMG signals and transfers them to our mobile application via Bluetooth. The mobile application transfers data to the cloud to make predictions based on sEMG signals. We developed MuscleNET for training monitoring, injury prediction/detection, and training quality prediction. Initial measurements indicate that MuscleNET can be used effectively for training quality prediction and real time training monitoring. © 2022 IEEE. |
| نوع الوثيقة: | conference object |
| وصف الملف: | application/pdf |
| اللغة: | English |
| ردمك: | 978-1-66548-894-5 1-66548-894-8 |
| Relation: | Proceedings - 2022 Innovations in Intelligent Systems and Applications Conference, ASYU 2022; Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı; https://doi.org/10.1109/ASYU56188.2022.9925553; https://hdl.handle.net/20.500.12469/4946; 2-s2.0-85142727242 |
| DOI: | 10.1109/ASYU56188.2022.9925553 |
| الاتاحة: | https://hdl.handle.net/20.500.12469/4946 https://doi.org/10.1109/ASYU56188.2022.9925553 |
| Rights: | info:eu-repo/semantics/closedAccess |
| رقم الانضمام: | edsbas.64F935BE |
| قاعدة البيانات: | BASE |
| ردمك: | 9781665488945 1665488948 |
|---|---|
| DOI: | 10.1109/ASYU56188.2022.9925553 |