Detection of Movement Intention for Operating Methods of Serious Games

In many post-stroke cases, patients show dysfunctions in movement, cognition, sense, and language, depending on the damaged area of the brain. Active and repetitive physical rehabilitation centered on the stroke-affected side is essential for effective and rapid neurological recovery of upper extrem...

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Published inApplied sciences Vol. 11; no. 2; p. 883
Main Authors Park, Jung-Hyun, Moon, Ho-Sang, Kim, Hyunggun, Chung, Sung-Taek
Format Journal Article
LanguageEnglish
Published MDPI AG 01.01.2021
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ISSN2076-3417
2076-3417
DOI10.3390/app11020883

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Abstract In many post-stroke cases, patients show dysfunctions in movement, cognition, sense, and language, depending on the damaged area of the brain. Active and repetitive physical rehabilitation centered on the stroke-affected side is essential for effective and rapid neurological recovery of upper extremity dysfunction due to hemiplegia. A symmetric upper extremity trainer is utilized to assist the patient body, depending upon the degree of hemiplegia. In this study, we developed a novel balance handle as a symmetric upper extremity trainer capable of extension, flexion, pronation, and supination of the upper extremity. We collected the surface electromyogram (sEMG) signal data while the subjects were playing a serious game and recorded the electroencephalogram (EEG) signal data while the subjects were performing basic movements with the balance handle, to analyze the effectiveness of the device as an assistive tool for rehabilitation. The triceps brachii were activated during the extension movements, whereas the biceps brachii and deltoid muscles were activated during the flexion movements. With the balance handle, the peak event-related desynchronization (ERD) values were relatively lower while showing higher peak event-related synchronization (ERS) values compared to other types of operating methods, such as hand gripping and gamepad operation. Movement intention of tilting the balance handle for the α and β waves was clearly distinguished from the other tasks. These data demonstrated the potential of various applications using the developed proof-of-concept upper extremity trainer to bring out an excellent rehabilitative effect not only through muscle growth but also via identification of large movement intentions inducing brain activation exercise.
AbstractList In many post-stroke cases, patients show dysfunctions in movement, cognition, sense, and language, depending on the damaged area of the brain. Active and repetitive physical rehabilitation centered on the stroke-affected side is essential for effective and rapid neurological recovery of upper extremity dysfunction due to hemiplegia. A symmetric upper extremity trainer is utilized to assist the patient body, depending upon the degree of hemiplegia. In this study, we developed a novel balance handle as a symmetric upper extremity trainer capable of extension, flexion, pronation, and supination of the upper extremity. We collected the surface electromyogram (sEMG) signal data while the subjects were playing a serious game and recorded the electroencephalogram (EEG) signal data while the subjects were performing basic movements with the balance handle, to analyze the effectiveness of the device as an assistive tool for rehabilitation. The triceps brachii were activated during the extension movements, whereas the biceps brachii and deltoid muscles were activated during the flexion movements. With the balance handle, the peak event-related desynchronization (ERD) values were relatively lower while showing higher peak event-related synchronization (ERS) values compared to other types of operating methods, such as hand gripping and gamepad operation. Movement intention of tilting the balance handle for the α and β waves was clearly distinguished from the other tasks. These data demonstrated the potential of various applications using the developed proof-of-concept upper extremity trainer to bring out an excellent rehabilitative effect not only through muscle growth but also via identification of large movement intentions inducing brain activation exercise.
Author Park, Jung-Hyun
Moon, Ho-Sang
Chung, Sung-Taek
Kim, Hyunggun
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Cites_doi 10.1080/02699052.2020.1725126
10.1177/1460458219868356
10.1088/1741-2552/ab598f
10.1371/journal.pone.0197383
10.1186/s12984-019-0512-1
10.1371/journal.pone.0193235
10.1080/17483107.2017.1290702
10.1016/j.medengphy.2016.04.004
10.3390/s20082168
10.1155/2020/6250524
10.3233/NRE-182525
10.1016/j.neuroimage.2019.06.009
10.1371/journal.pbio.3000479
10.1016/j.jneumeth.2020.108909
10.3389/fnins.2017.00400
10.1016/j.neuroimage.2017.01.030
10.1007/s10072-017-2995-5
10.3390/app10196684
10.1016/j.gaitpost.2019.02.017
10.2340/16501977-2384
10.1186/s12984-018-0438-z
10.3390/app10030963
10.1016/j.jelekin.2017.10.013
10.3389/fneur.2017.00120
10.1016/j.jstrokecerebrovasdis.2016.12.008
10.1016/j.neubiorev.2019.01.027
10.3389/fnhum.2017.00207
10.3389/fnsys.2019.00074
10.1161/STROKEAHA.116.014988
10.1161/STROKEAHA.116.015790
10.1371/journal.pone.0193722
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References Lee (ref_4) 2017; 26
Hsieh (ref_9) 2020; 2020
(ref_22) 2018; 15
ref_12
ref_11
Figlewski (ref_7) 2017; 48
Pereira (ref_15) 2017; 149
ref_32
Rafsten (ref_3) 2018; 50
ref_30
Stinear (ref_5) 2017; 48
Jia (ref_29) 2020; 346
Dehem (ref_17) 2019; 44
ref_18
Frolov (ref_14) 2017; 11
Maier (ref_21) 2019; 13
Lotze (ref_26) 2019; 99
Hughes (ref_20) 2020; 26
Donkor (ref_1) 2018; 2018
Quaresma (ref_13) 2018; 13
Wang (ref_16) 2020; 17
Mekbib (ref_19) 2020; 34
Choi (ref_24) 2017; 11
Sheng (ref_10) 2016; 38
Weersink (ref_31) 2019; 70
ref_2
Li (ref_6) 2017; 8
Trigili (ref_23) 2019; 16
Wilson (ref_25) 2019; 199
ref_27
Angelova (ref_28) 2018; 38
Bertani (ref_8) 2017; 38
References_xml – volume: 34
  start-page: 445
  year: 2020
  ident: ref_19
  article-title: Virtual reality therapy for upper limb rehabilitation in patients with stroke: A meta-analysis of randomized clinical trials
  publication-title: Brain Inj.
  doi: 10.1080/02699052.2020.1725126
– volume: 2018
  start-page: 3238165
  year: 2018
  ident: ref_1
  article-title: Stroke in the 21st century: A snapshot of the burden, epidemiology, and quality of life
  publication-title: Stroke Res. Treat.
– volume: 26
  start-page: 1104
  year: 2020
  ident: ref_20
  article-title: Developing an mHealth app for post-stroke upper limb rehabilitation: Feedback from US and Ethiopian clinicians
  publication-title: Health Inform. J.
  doi: 10.1177/1460458219868356
– volume: 17
  start-page: 016033
  year: 2020
  ident: ref_16
  article-title: Enhance decoding of pre-movement EEG patterns for brain-computer interfaces
  publication-title: J. Neural. Eng.
  doi: 10.1088/1741-2552/ab598f
– ident: ref_27
  doi: 10.1371/journal.pone.0197383
– volume: 16
  start-page: 45
  year: 2019
  ident: ref_23
  article-title: Detection of movement onset using EMG signals for upper-limb exoskeletons in reaching tasks
  publication-title: J. Neuroeng. Rehabil.
  doi: 10.1186/s12984-019-0512-1
– ident: ref_2
  doi: 10.1371/journal.pone.0193235
– volume: 13
  start-page: 95
  year: 2018
  ident: ref_13
  article-title: Serious games for upper limb rehabilitation: A systematic review
  publication-title: Disabil. Rehabil. Assist. Technol.
  doi: 10.1080/17483107.2017.1290702
– volume: 38
  start-page: 587
  year: 2016
  ident: ref_10
  article-title: Bilateral robots for upper-limb stroke rehabilitation: State of the art and future prospects
  publication-title: Med. Eng. Phys.
  doi: 10.1016/j.medengphy.2016.04.004
– ident: ref_11
  doi: 10.3390/s20082168
– volume: 2020
  start-page: 6250524
  year: 2020
  ident: ref_9
  article-title: Treatment effects of upper limb action observation therapy and mirror therapy on rehabilitation outcomes after subacute stroke: A pilot study
  publication-title: Behav. Neurol.
  doi: 10.1155/2020/6250524
– volume: 44
  start-page: 263
  year: 2019
  ident: ref_17
  article-title: Development of a robotic upper limb assessment to configure a serious game
  publication-title: NeuroRehabilitation
  doi: 10.3233/NRE-182525
– volume: 199
  start-page: 635
  year: 2019
  ident: ref_25
  article-title: The relationship between negative BOLD responses and ERS and ERD of alpha/beta oscillations in visual and motor cortex
  publication-title: Neuroimage
  doi: 10.1016/j.neuroimage.2019.06.009
– ident: ref_30
  doi: 10.1371/journal.pbio.3000479
– volume: 346
  start-page: 108909
  year: 2020
  ident: ref_29
  article-title: Denoising algorithm for event-related desynchronization-based motor intention recognition in robot-assisted stroke rehabilitation training with brain-machine interaction
  publication-title: J. Neurosci. Methods
  doi: 10.1016/j.jneumeth.2020.108909
– volume: 11
  start-page: 400
  year: 2017
  ident: ref_14
  article-title: Post-stroke rehabilitation training with a motor-imagery-based brain-computer interface (bci)-controlled hand exoskeleton: A randomized controlled multicenter trial
  publication-title: Front. Neurol.
  doi: 10.3389/fnins.2017.00400
– volume: 149
  start-page: 129
  year: 2017
  ident: ref_15
  article-title: EEG neural correlates of goal-directed movement intention
  publication-title: Neuroimage
  doi: 10.1016/j.neuroimage.2017.01.030
– volume: 38
  start-page: 1561
  year: 2017
  ident: ref_8
  article-title: Effects of robot-assisted upper limb rehabilitation in stroke patients: A systematic review with meta-analysis
  publication-title: Neurol. Sci.
  doi: 10.1007/s10072-017-2995-5
– ident: ref_18
  doi: 10.3390/app10196684
– volume: 70
  start-page: 71
  year: 2019
  ident: ref_31
  article-title: EEG time-frequency analysis provides arguments for arm swing support in human gait control
  publication-title: Gait. Posture
  doi: 10.1016/j.gaitpost.2019.02.017
– volume: 50
  start-page: 769
  year: 2018
  ident: ref_3
  article-title: Anxiety after stroke: A systematic review and meta-analysis
  publication-title: J. Rehabil. Med.
  doi: 10.2340/16501977-2384
– volume: 15
  start-page: 110
  year: 2018
  ident: ref_22
  article-title: On the design of EEG-based movement decoders for completely paralyzed stroke patients
  publication-title: J. Neuroeng. Rehabil.
  doi: 10.1186/s12984-018-0438-z
– ident: ref_12
  doi: 10.3390/app10030963
– volume: 38
  start-page: 7
  year: 2018
  ident: ref_28
  article-title: Power frequency spectrum analysis of surface EMG signals of upper limb muscles during elbow flexion-A comparison between healthy subjects and stroke survivors
  publication-title: J. Electromyogr. Kinesiol.
  doi: 10.1016/j.jelekin.2017.10.013
– volume: 8
  start-page: 120
  year: 2017
  ident: ref_6
  article-title: Spasticity, motor recovery, and neural plasticity after stroke
  publication-title: Front. Neurol.
  doi: 10.3389/fneur.2017.00120
– volume: 26
  start-page: 1020
  year: 2017
  ident: ref_4
  article-title: Effectiveness of bilateral arm training for improving extremity function and activities of daily living performance in hemiplegic patients
  publication-title: J. Stroke. Cerebrovasc. Dis.
  doi: 10.1016/j.jstrokecerebrovasdis.2016.12.008
– volume: 99
  start-page: 49
  year: 2019
  ident: ref_26
  article-title: Cerebral plasticity as the basis for upper limb recovery following brain damage
  publication-title: Neurosci. Biobehav. Rev.
  doi: 10.1016/j.neubiorev.2019.01.027
– volume: 11
  start-page: 207
  year: 2017
  ident: ref_24
  article-title: Perceptual threshold level for the tactile stimulation and response features of ERD/ERS-based specific indices upon changes in high-frequency vibrations
  publication-title: Front. Hum. Neurosci.
  doi: 10.3389/fnhum.2017.00207
– volume: 13
  start-page: 74
  year: 2019
  ident: ref_21
  article-title: Principles of neurorehabilitation after stroke based on motor learning and brain plasticity mechanisms
  publication-title: Front. Syst. Neurosci.
  doi: 10.3389/fnsys.2019.00074
– volume: 48
  start-page: 229
  year: 2017
  ident: ref_7
  article-title: Transcranial direct current stimulation potentiates improvements in functional ability in patients with chronic stroke receiving constraint-induced movement therapy
  publication-title: Stroke
  doi: 10.1161/STROKEAHA.116.014988
– volume: 48
  start-page: 1011
  year: 2017
  ident: ref_5
  article-title: Predicting recovery potential for individual stroke patients increases rehabilitation efficiency
  publication-title: Stroke
  doi: 10.1161/STROKEAHA.116.015790
– ident: ref_32
  doi: 10.1371/journal.pone.0193722
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Snippet In many post-stroke cases, patients show dysfunctions in movement, cognition, sense, and language, depending on the damaged area of the brain. Active and...
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SubjectTerms bilateral movement training
event-related desynchronization
hemiplegia
serious game
symmetric upper extremity trainer
Title Detection of Movement Intention for Operating Methods of Serious Games
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