A Real-Time Algorithm for Movement Assessment Using Fuzzy Logic of Hip Arthroplasty Patients

被引:1
作者
Guevara, Cesar [1 ]
Jadan-Guerrero, Janio [1 ]
Rybarczyk, Yves [2 ,3 ]
Acosta-Vargas, Patricia [2 ]
Esparza, Wilmer [2 ]
Gonzalez, Mario [2 ]
Villarreal, Santiago [2 ]
Sanchez-Gordon, Sandra [4 ]
Calle-Jimenez, Tania [4 ]
Nunes, Isabel L. [5 ,6 ]
机构
[1] Univ Tecnol Indoamer, Ambato, Ecuador
[2] Univ Amer, Intelligent & Interact Syst Lab, Quito, Ecuador
[3] Nova Univ Lisbon, DEE, CTS, UNINOVA, Monte De Caparica, Portugal
[4] Escuela Politec Nacl, Quito, Ecuador
[5] Univ Nova Lisboa, Fac Sci & Technol, P-2829516 Caparica, Portugal
[6] UNIDEMI, Campus Caparica, P-2829516 Caparica, Portugal
来源
ADVANCES IN HUMAN FACTORS AND SYSTEMS INTERACTION | 2019年 / 781卷
关键词
Hip arthroplasty patients; Fuzzy logic; Tele-rehabilitation platform; Movement assessment; Kinect;
D O I
10.1007/978-3-319-94334-3_27
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The present work proposes a model of detection of movements of patients in rehabilitation of hip surgery in real time. The model applies the Fuzzy Logic technique to identify correct and incorrect movements in the execution of rehabilitation exercises using the motion capture device called XBOXONE Microsoft's Kinect. An algorithm generates a multivalent logical model that allows the simultaneous modeling of deductive and decision-making processes. This model identifies the correct and incorrect movements of the patient during the execution of rehabilitation exercises. This model uses all the information collected from 24 points of the body with their respective axes of coordinates (X, Y, Z). Using data mining analysis, the algorithm selects the most remarkable attributes, eliminating non-relevant information. The main contributions of this work are: creation of a patient profile based on the movement of the human being in a generic way for the detection and prediction of execution of physical exercises in rehabilitation. On the other hand, an avatar was developed in 3D, which copies and evidences graphically the exercises performed by patients in real time.
引用
收藏
页码:265 / 273
页数:9
相关论文
共 8 条
[1]   Review and comparison of methods to study the contribution of variables in artificial neural network models [J].
Gevrey, M ;
Dimopoulos, L ;
Lek, S .
ECOLOGICAL MODELLING, 2003, 160 (03) :249-264
[2]   Lessons Learned from the Deployment of a Longterm Autonomous Robot as Companion in Physical Therapy for Older Adults with Dementia A Mixed Methods Study [J].
Hebesberger, Denise ;
Koertner, Tobias ;
Gisinger, Christoph ;
Pripfl, Juergen ;
Dondrup, Christian .
ELEVENTH ACM/IEEE INTERNATIONAL CONFERENCE ON HUMAN ROBOT INTERACTION (HRI'16), 2016, :27-34
[3]   Innovative gait robot for the repetitive practice of floor walking and stair climbing up and down in stroke patients [J].
Hesse, Stefan ;
Waldner, Andreas ;
Tomelleri, Christopher .
JOURNAL OF NEUROENGINEERING AND REHABILITATION, 2010, 7
[4]   Three-dimensional, task-specific robot therapy of the arm after stroke: a multicentre, parallel-group randomised trial [J].
Klamroth-Marganska, Verena ;
Blanco, Javier ;
Campen, Katrin ;
Curt, Armin ;
Dietz, Volker ;
Ettlin, Thierry ;
Felder, Morena ;
Fellinghauer, Bernd ;
Guidali, Marco ;
Kollmar, Anja ;
Luft, Andreas ;
Nef, Tobias ;
Schuster-Amft, Corina ;
Stahel, Werner ;
Riener, Robert .
LANCET NEUROLOGY, 2014, 13 (02) :159-166
[5]  
Molteni F., 2017, EUR J PHYS REHABIL M
[6]   Fuzzy logic steering control of autonomous vehicles inside roundabouts [J].
Rastellia, Joshue Perez ;
Santos Penas, Matilde .
APPLIED SOFT COMPUTING, 2015, 35 :662-669
[7]   Diagnosis of the corporal movement in Parkinson's Disease using Kinect Sensors. [J].
Torres, R. ;
Huerta, M. ;
Clotet, R. ;
Gonzalez, R. ;
Sagbay, G. ;
Erazo, M. ;
Pirrone, J. .
WORLD CONGRESS ON MEDICAL PHYSICS AND BIOMEDICAL ENGINEERING, 2015, VOLS 1 AND 2, 2015, 51 :1445-1448
[8]   Particle Swarm Optimization for Feature Selection in Classification: A Multi-Objective Approach [J].
Xue, Bing ;
Zhang, Mengjie ;
Browne, Will N. .
IEEE TRANSACTIONS ON CYBERNETICS, 2013, 43 (06) :1656-1671