Online Gait Detection with an Automatic Mobile Trainer Inspired by Neuro-Developmental Treatment

This paper demonstrates the development of an automatic mobile trainer employing inertial movement units (IMUs). The device is inspired by Neuro-Developmental Treatment (NDT), which is an effective rehabilitation method for stroke patients that promotes the relearning of motor skills by repeated tra...

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Published inSensors (Basel, Switzerland) Vol. 20; no. 12; p. 3389
Main Authors Wang, Fu-Cheng, Li, You-Chi, Wu, Kai-Lin, Chen, Po-Yin, Fu, Li-Chen
Format Journal Article
LanguageEnglish
Published Switzerland MDPI AG 15.06.2020
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Abstract This paper demonstrates the development of an automatic mobile trainer employing inertial movement units (IMUs). The device is inspired by Neuro-Developmental Treatment (NDT), which is an effective rehabilitation method for stroke patients that promotes the relearning of motor skills by repeated training. However, traditional NDT training is very labor intensive and time consuming for therapists, thus, stroke patients usually cannot receive sufficient rehabilitation training. Therefore, we developed a mobile assisted device that can automatically repeat the therapists’ intervention and help increase patient training time. The proposed mobile trainer, which allows the users to move at their preferred speeds, consists of three systems: the gait detection system, the motor control system, and the movable mechanism. The gait detection system applies IMUs to detect the user’s gait events and triggers the motor control system accordingly. The motor control system receives the triggering signals and imitates the therapist’s intervention patterns by robust control. The movable mechanism integrates these first two systems to form a mobile gait-training device. Finally, we conducted preliminary tests and defined two performance indexes to evaluate the effectiveness of the proposed trainer. Based on the results, the mobile trainer is deemed successful at improving the testing subjects’ walking ability.
AbstractList This paper demonstrates the development of an automatic mobile trainer employing inertial movement units (IMUs). The device is inspired by Neuro-Developmental Treatment (NDT), which is an effective rehabilitation method for stroke patients that promotes the relearning of motor skills by repeated training. However, traditional NDT training is very labor intensive and time consuming for therapists, thus, stroke patients usually cannot receive sufficient rehabilitation training. Therefore, we developed a mobile assisted device that can automatically repeat the therapists' intervention and help increase patient training time. The proposed mobile trainer, which allows the users to move at their preferred speeds, consists of three systems: the gait detection system, the motor control system, and the movable mechanism. The gait detection system applies IMUs to detect the user's gait events and triggers the motor control system accordingly. The motor control system receives the triggering signals and imitates the therapist's intervention patterns by robust control. The movable mechanism integrates these first two systems to form a mobile gait-training device. Finally, we conducted preliminary tests and defined two performance indexes to evaluate the effectiveness of the proposed trainer. Based on the results, the mobile trainer is deemed successful at improving the testing subjects' walking ability.
This paper demonstrates the development of an automatic mobile trainer employing inertial movement units (IMUs). The device is inspired by Neuro-Developmental Treatment (NDT), which is an effective rehabilitation method for stroke patients that promotes the relearning of motor skills by repeated training. However, traditional NDT training is very labor intensive and time consuming for therapists, thus, stroke patients usually cannot receive sufficient rehabilitation training. Therefore, we developed a mobile assisted device that can automatically repeat the therapists' intervention and help increase patient training time. The proposed mobile trainer, which allows the users to move at their preferred speeds, consists of three systems: the gait detection system, the motor control system, and the movable mechanism. The gait detection system applies IMUs to detect the user's gait events and triggers the motor control system accordingly. The motor control system receives the triggering signals and imitates the therapist's intervention patterns by robust control. The movable mechanism integrates these first two systems to form a mobile gait-training device. Finally, we conducted preliminary tests and defined two performance indexes to evaluate the effectiveness of the proposed trainer. Based on the results, the mobile trainer is deemed successful at improving the testing subjects' walking ability.This paper demonstrates the development of an automatic mobile trainer employing inertial movement units (IMUs). The device is inspired by Neuro-Developmental Treatment (NDT), which is an effective rehabilitation method for stroke patients that promotes the relearning of motor skills by repeated training. However, traditional NDT training is very labor intensive and time consuming for therapists, thus, stroke patients usually cannot receive sufficient rehabilitation training. Therefore, we developed a mobile assisted device that can automatically repeat the therapists' intervention and help increase patient training time. The proposed mobile trainer, which allows the users to move at their preferred speeds, consists of three systems: the gait detection system, the motor control system, and the movable mechanism. The gait detection system applies IMUs to detect the user's gait events and triggers the motor control system accordingly. The motor control system receives the triggering signals and imitates the therapist's intervention patterns by robust control. The movable mechanism integrates these first two systems to form a mobile gait-training device. Finally, we conducted preliminary tests and defined two performance indexes to evaluate the effectiveness of the proposed trainer. Based on the results, the mobile trainer is deemed successful at improving the testing subjects' walking ability.
Author Fu, Li-Chen
Li, You-Chi
Wang, Fu-Cheng
Chen, Po-Yin
Wu, Kai-Lin
AuthorAffiliation 2 Department of Physical Therapy and Assistive Technology, National Yang-Ming University, Taipei 11221, Taiwan; pychen1206@ym.edu.tw
1 Department of Mechanical Engineering, National Taiwan University, Taipei 10617, Taiwan; r07522829@ntu.edu.tw (Y.-C.L.); r05522801@ntu.edu.tw (K.-L.W.)
3 Department of Computer Science & Information Engineering, National Taiwan University, Taipei 10617, Taiwan; lichen@csie.ntu.edu.tw
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Issue 12
Keywords IMU
gait training
motor control
stroke
NDT
gait detection
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Snippet This paper demonstrates the development of an automatic mobile trainer employing inertial movement units (IMUs). The device is inspired by Neuro-Developmental...
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StartPage 3389
SubjectTerms Fitness equipment
Gait
Gait Analysis - instrumentation
gait detection
Gait Disorders, Neurologic - diagnosis
gait training
Humans
IMU
Intervention
Kinematics
Male
Middle Aged
motor control
NDT
Patients
Performance evaluation
Rehabilitation
stroke
Stroke - physiopathology
Stroke Rehabilitation
Therapists
Training
Velocity
Walking
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Title Online Gait Detection with an Automatic Mobile Trainer Inspired by Neuro-Developmental Treatment
URI https://www.ncbi.nlm.nih.gov/pubmed/32549401
https://www.proquest.com/docview/2414954328
https://www.proquest.com/docview/2414733845
https://pubmed.ncbi.nlm.nih.gov/PMC7349370
https://doaj.org/article/b65d9a2cd41b4105a48fcf4b5c2890de
Volume 20
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