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Journal : Journal of Electronics, Electromedical Engineering, and Medical Informatics

Development of Stride Detection System for Helping Stroke Walking Training Ilham Ari Elbaith Zaeni; Dyah Lestari; Anik N. Handayani; Muhammad Khusairi Osman
Journal of Electronics, Electromedical Engineering, and Medical Informatics Vol 5 No 3 (2023): July
Publisher : Department of Electromedical Engineering, POLTEKKES KEMENKES SURABAYA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35882/jeemi.v5i3.306

Abstract

Walking is a popular post-stroke rehabilitation exercise for patients. Stroke walking training is a sort of physical therapy that aims to help people who have had a stroke improve their walking ability. The goal of this research is to classify stride length and include it into a mobile application. The accelerometer sensor on a smartphone can be used to construct a stride detection system to aid in stroke walking training. This application was created for Android-powered smartphones. A binder must be used to secure the smartphone device to the patient's thigh. This application reads the accelerometer sensor included into the smartphone. In this study, a stride detection model is designed to increase the performance of stride length and circumduction detection. The accelerometer is read and saved by the application as the participant walks on the specific path. After the signal has been pre-processed and its feature extracted, the data is used to create the stride detection model. The performance is good, as evidenced by accuracy, precision, recall, and f-measure values of 88.60%, 88.60%, 88.60%, and 88.60%, respectively. When utilized on a stride detection system, the decision tree algorithms function admirably. The model is then loaded into the Android walking app.
Co-Authors Achmad Safi’i Aditama Yudha Atmanegara Agus Suprayitno Aji Prasetya Wibawa Al Afrin Uwais, Tito Alimussadad, Muhammad Alqodri, Febrianto Anik N. Handayani Anik Nur Handayani Arfiyansyah, Rizky Arif Widodo, Baskoro Aripriharta - Arya Mahesa Jenar Atik Umamah Aya Sofia Mufti Ayu Kusuma Dewi Azhar Ahmad Smaragdina Benny Agung Prasetyo Cahyaning Wulandari Cahyaning Citta Anindya, Citta Desyandri Desyandri Dewi Anggraini Dewi, Ramitha Dito Valentino Dityo Kreshna Argeshwara Dwika Mutiara Abriani Ekananda, Thoriq Bachtiar Yusuf Falah, Moh. Zainul Febrianto Alqodri Ferina Ayu Pusparani Fido Arya Kusuma Firmansyah, M Ferrari Giri Wahyu Wiriasto Hakkun Elmunsyah Harits Ar Rosyid Haya Mei Fatma Bela Hikma, Waode Erty Hikmah, Wa Ode Erty I Made Wirawan Imam Agus Basuki Ira Kumalasari Irham Fadlika Joumil Aidil Saifuddin Khoirunnisa, Umi Kumala Puluhulawa Kumalasari, Ira M Rafli Dwi Suryanto M Rodhi Faiz M. Alfian Mizar M. Farrel Akbar Firzatullah M. Husni Tamrin Maghfiroh, Ila Mahadir Muhamad Erfin Abdilah Mochtar, Norrima Mohammad Arief Mokh Sholihul Hadi Muhamad Syamsu Iqbal Muhammad Afnan Habibi Muhammad Khusairi Osman Mukin, Rovina Nini Mustikawati Mustikawati Nafisah, Wardatun Nathaniela Azaria Ashari Ningsih, Suwita Novi Rosanti Nuraina Sari Nusantar, Alrizal Akbar Nusantar Akbar Osamu Fukuda Pramudita, Devi Fitria Purbo Suwasono Ramadhiansyah, Fatqan Ratnasari, Nur Qomariyah Dyah Rina Dewi Indahsari Riski Achmad Fauzi Rizal, Mabrul Samsul Arifin Setiadi Cahyono Putro Setumin, Samsul Siti Sendari Soraya Norma Mustika Sugeng Firmansyah, Sugeng Sujito Sujito Suryani, Ani Wilujeng Swasono Rahardjo Syaad Patmanthara Syah, Abdullah Iskandar Syaiful Hamzah Nasution Syifaul Fuada Tiya Nurul Khusna Wahyu Mulyo Utomo Wati, Azizah Wibowo, Sulton Ari Yandhika Surya Akbar Gumilang Yuni Rahmawati Zaeni, Ilham Ari Elbaith Zainul Falah, Moh Zalhani, Muhammad Rashif