Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : International Journal of Advanced Science Computing and Engineering

Classification of Finger Movements Using EMG Signals with PSO SVM Algorithm Pamungkas, Daniel Sutopo; Risandriya, Sumantri K; Rahman, Adam
International Journal of Advanced Science Computing and Engineering Vol. 4 No. 3 (2022)
Publisher : SOTVI

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (545.927 KB) | DOI: 10.62527/ijasce.4.3.100

Abstract

Electromyography (EMG) is a signal produced by human muscles when they contract or relax. This signal is widely used as a controller, for example, to control a robotic arm. This study aims to identify the pattern of finger movement in the form of finger movement using a bracelet-shaped device that has eight EMG sensors. This tool is placed on the lower right hand of a subject to get a signal from the EMG. This study uses the support vector machine (SVM) algorithm combined with the particle swarm optimization (PSO) method. For pattern recognition, the properties of the signal in the time domain are used. From this system, the success of pattern recognition is between 68% to 86%.
Co-Authors A.Rizki Saputra Abdullah Sani Abdullah Sani Abdurrahman Dwijotomo Aditya Gautama Darmoyono Aditya Gautama Darmoyono Aditya Hanafi Adlian Jefiza Ahmad Fauzy Daulay Ahmad Hamim Thohari Ahmad Prasetya Dilaga Al-Tsurayya, Maw’Izhah Aliza, Siti Zurina Amanda Martiza Rayhan Amanda Rafini Amiruddin Amiruddin Anastasya Andaresta Pelmelay Anderson Pasaribu Andy Triwinarko Apriyan Hidayat Ardian Budi Kusuma Atmaja Ardian Budi Kusuma Atmaja Arif Wahyu Budiarto Arif Wahyu Budiarto Arini Dewi Lestari Situmorang Aryeni, Illa Bayu Prayogo Setiawan Bayu Prayogo Setiawan Bismar Siregar, Bismar Catur Agus Lukitasari Daniel Indra Saputra Manurung Darmoyono, Aditya Gautama Dirgan Timbang Dodi Radot Lumbantoruan Dodi Radot Lumbantoruan E Samosir, Precelia Eka Mutia Lubis Eko Rudiawan Jamzuri F Prebianto, Nanta Fadhil Al Fadjri, Muhammad Fajar Rizki Futra, Asrizal Deri Ganda Surya Gautama, Adytia Geraldo Panjaitan Ginting, Pedro Imanuel Gozali, Muhammad Syafei Hanah Khoirunnisa Handri Toar Hanifah Widiastuti Hartono Hartono Hasanuddin, Mohammad Hasnira Hasnira Herlina Sanjaya Nainggolan Heru Wijanarko Ica Apriana Ilham Febrianto Indra Daulay Indra Daulay K L N Suciningtias, Ika Kamarudin Kamarudin Lindawani Siregar M. Alung Chaiyura Chanpal Mahdaliza, Rahmi Metta Santiputri Michael Paul Smart Simbolon Muhammad Prihadi Eko Wahyudi Muhammad Syafei Gozali Muhammad Yusuf Al Qadri Muhammad Zaenuddin Muhammad Zainuddin Lubis Nadhrah Wivanius Nadrah Wivanius Nesa Aqila Nizam, Farhan Noper Ardi Novita Ayu Dewanti Nur Sakinah Asaad Nur Sakinah Asaad Oktani, Dessy Parulian Pakpahan Pasaribu, Cindy Kristine Perdi Novanto Sihombing Qoriatul Fitriyah R Pangestu, Urip Rahman, Adam Rahmawati, Zahira Rahmi Mahdaliza Rahmi Mahdaliza Ricardo Silitonga, Jony Arif Risandriya, Sumantri K Riska Analia Rizky Pratama Hudhajanto Rizky Pratama Hudhajanto Rokhayati, Yeni S Sirait , Eha Sabrina, Raja Sakdiah Sakdiah Sani, Abdulah Saragi, Elsa Setiawan, A. Rido Shendy Saputra Siskha Handayani, Siskha Siti Aisyah Siti Aisyah suharni, ela ayu Sumantri Kurniawan Risandriya Sumantri Kurniawan Risandriya Susanto Susanto Swono Sibagariang Tambak, Josua Adrian Purba Tanu Dwitama Wenang Anurogo Wicaksono, Muhammad Jaka Wimbang Y D Salwa, Rafiqah Yudiarta, Geri Yulfiana Harini Zulmi, Muhammad Afif