ESTIMATION OF THIRD FINGER MOTION USING ENSEMBLE KALMAN FILTER
Abstract
Post-stroke is a stage a patient undergoes if the patient has had a previous stroke. Stroke is a big and serious problem. As the second most common cause of disability of people at age of over 60 years. For patients having experienced a stroke, rehabilitation is a way to make them able to do activities of daily living as before. Stroke Rehabilitation is a comprehensive medical management and rehabilitation (in medical, emotional, social, and vocational aspects) concerning disabilities caused by stroke through a neuro-rehabilitation approach with the aim of optimizing recovery. The finger prosthetic arm robot is one of the results of the health technology development to help accelerate the rehabilitation process specifically for finger movements. One of the efforts to develop a finger robot is to estimate the movement of the fingers, in this case the finger size used is taken from those of Javanese people in Indonesia as the data to be simulated. In this paper is an estimation of the finger motion,particularly that of the third finger of the right hand, conducted using the Ensemble Kalman Filter (EnKF) method. The simulation results produced the third finger motion estimates with an accuracy of around 92% - 99%.
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References
A. N. Syafni, “Rehabilitasi Medik Pasien Pasca Stroke,” Jurnal Ilmiah Kesehatan Sandi Husada, vol. 9, no. 2, pp. 873-877, 2020.
O. Sri Purwanti and A. Maliya, “Rehabilitasi Klien Pasca Stroke,” Berita Ilmu Keperawatan, vol. 1, no. 1, pp. 43-46, 2008.
D. Irawandi, “Perbedaan Pemberian Kombinasi Terapi Cermin dan ROM (Mirror Theraoy) & (Range of Motion) dengan ROM Terhadapa Kekuatan Otot Ekstremitas Atas & Tahap Penerimaan Diri pada Klien Stroke dengan Hemiparesis di Ruang VII RUMKITAL Dr. Ramlena Surabaya,” Airlangga University, Surabaya, 2018.
H. Mastrisiswadi and H. Herianto, “Analisis Kebutuhan Robot Rehabilitasi Pasien Pasca Stroke dengan Menggunakan Metode Kano,” Jurnal Ilmiah Teknik Industri, vol. 15, no. 2, pp. 151-156, 2016.
H. Nurhadi, T. Herlambang and D. Adzkiya, “Trajectory Estimation of Autonomous Surface Vehicle using Square Root Ensemble Kalman Filter,” in International Conference on Advance Mechatronics, Intelligent Manufactre, and Industrial Automation (ICAMIMIA), Malang-Indonesia, 2019.
H. Nurhadi, T. Herlambang and D. Adzkiya, “Position Estimation of Touristant ASV Using Ensemble Kalman Filter,” in INternational Conference on Mechanical Engineering, Yogyakarta, 2019.
T. Herlambang, E. B. Djatmiko and H. Nurhadi, “Navigation and Guidance Control System of AUV with Trajectory Estimation of Linear Modelling,” in International Conference on Advance Mechatronics, Intelligent Manufactre, and Industrial Automation,, Surabaya Indonesia, 2015.
T. Herlambang, E. B. Djatmiko and H. Nurhadi, “Ensemble Kalman Filter with a Square Root Scheme (EnKF-SR) for Trajectory Estimation of AUV SEGOROGENI ITS,” International Review of Mechanical Engineering, vol. 9, no. 6, pp. 553-560, 2015.
T. Herlambang, “Design of a Navigation and Guidance System of Missile with Trajectory Estimation Using Ensemble Kalman Filter Square Root (EnKF-SR).,” in International Conference on Computer Applications and Information Processing Technology (CAIPT), Bali-Indonesia, 2017.
M. Y. Anshori, T. Herlambang, P. Katias, A. P. Susanto and R. A. Rasyid, “Profitability estimation of XYZ company using H-infinity and Ensemble Kalman Filter,” in The 5th International Conference of Combinatorics, Graph Theory, and Network Topology (, Jember, 2021.
D. F. Karya, P. Katias and T. Herlambang, “Stock Price Estimation Using Ensemble Kalman Filter Square Root Methods,” in The First Internatonal Conference on Combinatorics, Graph Teory and Network Topology,, Jember, 2017.
P. katias, D. F. Karya, T. Herlambang and H. khusnah, “Ensemble Kalman Filter for Crude Oil Price Estimation,” in The Second Internatonal Conference on Combinatorics, Graph Teory and Network Topology, Jember, 2018.
I. Sugiharto, “Pemodelan dan Simulasi Dinamika Lengan Robot 3-DOF Menggunakan Perangkat Lunak Open Source,” Jurnal Teknik Elektro, vol. 8, no. 2, 2008.
W. Shanty, F. Firduas and T. Herlambang, “Prediction of Availability of Packed Red Cells (PRC) at PMI Surabaya City Using Ensemble Kalman Filter as Management of Blood Transfusion Management,” in The Second Internatonal Conference on Combinatorics, Graph Teory and Network Topology, Jember, 2018.
S. Subchan, T. Herlambang and H. Nurhadi, “UNUSAITS AUV Navigation and Guidance System with Nonlinear Modeling Motion using Ensemble Kalman Filter,” in International Conference on Advance Mechatronics, Intelligent Manufactre, and Industrial Automation, (ICAMIMIA), Malang-Indonesia, 2019.
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