Human-to-human closed-loop control based on brain-to-brain interface and muscle-to-muscle interface

Novel communication techniques have always been fascinating for humankind. This pilot study presents an approach to human interaction by combining direct brain-to-brain interface (BBI) and muscle-to-muscle interface (MMI) in a closed-loop pattern. In this system, artificial paths (data flows) functi...

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Published inScientific reports Vol. 7; no. 1; pp. 11001 - 11
Main Authors Mashat, M. Ebrahim M., Li, Guangye, Zhang, Dingguo
Format Journal Article
LanguageEnglish
Published London Nature Publishing Group UK 08.09.2017
Nature Publishing Group
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Online AccessGet full text
ISSN2045-2322
2045-2322
DOI10.1038/s41598-017-10957-z

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Abstract Novel communication techniques have always been fascinating for humankind. This pilot study presents an approach to human interaction by combining direct brain-to-brain interface (BBI) and muscle-to-muscle interface (MMI) in a closed-loop pattern. In this system, artificial paths (data flows) functionally connect natural paths (nerves). The intention from one subject (sender) is recognized using electroencephalography (EEG) based brain-computer interface (BCI), which is sent out to trigger transcranial magnetic stimulation (TMS) on the other subject (receiver) and induce hand motion; meanwhile TMS results in a significant change on the motor evoked potentials (MEP) recorded by electromyography (EMG) of the receiver’s arm, which triggers functional electrical stimulation (FES) applied to the sender’s arm and generates hand motion. Human-controlled loop and automatic control loop experiments were performed with 6 pairs of healthy subjects to evaluate the performance of the introduced mechanism. The results indicated that response accuracy during human-controlled experiments was 85% which demonstrates the feasibility of the proposed method. During the automatic control test, two subjects could accomplish repetitive and reciprocal hand motion control up to 85 times consecutively.
AbstractList Novel communication techniques have always been fascinating for humankind. This pilot study presents an approach to human interaction by combining direct brain-to-brain interface (BBI) and muscle-to-muscle interface (MMI) in a closed-loop pattern. In this system, artificial paths (data flows) functionally connect natural paths (nerves). The intention from one subject (sender) is recognized using electroencephalography (EEG) based brain-computer interface (BCI), which is sent out to trigger transcranial magnetic stimulation (TMS) on the other subject (receiver) and induce hand motion; meanwhile TMS results in a significant change on the motor evoked potentials (MEP) recorded by electromyography (EMG) of the receiver’s arm, which triggers functional electrical stimulation (FES) applied to the sender’s arm and generates hand motion. Human-controlled loop and automatic control loop experiments were performed with 6 pairs of healthy subjects to evaluate the performance of the introduced mechanism. The results indicated that response accuracy during human-controlled experiments was 85% which demonstrates the feasibility of the proposed method. During the automatic control test, two subjects could accomplish repetitive and reciprocal hand motion control up to 85 times consecutively.
Novel communication techniques have always been fascinating for humankind. This pilot study presents an approach to human interaction by combining direct brain-to-brain interface (BBI) and muscle-to-muscle interface (MMI) in a closed-loop pattern. In this system, artificial paths (data flows) functionally connect natural paths (nerves). The intention from one subject (sender) is recognized using electroencephalography (EEG) based brain-computer interface (BCI), which is sent out to trigger transcranial magnetic stimulation (TMS) on the other subject (receiver) and induce hand motion; meanwhile TMS results in a significant change on the motor evoked potentials (MEP) recorded by electromyography (EMG) of the receiver's arm, which triggers functional electrical stimulation (FES) applied to the sender's arm and generates hand motion. Human-controlled loop and automatic control loop experiments were performed with 6 pairs of healthy subjects to evaluate the performance of the introduced mechanism. The results indicated that response accuracy during human-controlled experiments was 85% which demonstrates the feasibility of the proposed method. During the automatic control test, two subjects could accomplish repetitive and reciprocal hand motion control up to 85 times consecutively.Novel communication techniques have always been fascinating for humankind. This pilot study presents an approach to human interaction by combining direct brain-to-brain interface (BBI) and muscle-to-muscle interface (MMI) in a closed-loop pattern. In this system, artificial paths (data flows) functionally connect natural paths (nerves). The intention from one subject (sender) is recognized using electroencephalography (EEG) based brain-computer interface (BCI), which is sent out to trigger transcranial magnetic stimulation (TMS) on the other subject (receiver) and induce hand motion; meanwhile TMS results in a significant change on the motor evoked potentials (MEP) recorded by electromyography (EMG) of the receiver's arm, which triggers functional electrical stimulation (FES) applied to the sender's arm and generates hand motion. Human-controlled loop and automatic control loop experiments were performed with 6 pairs of healthy subjects to evaluate the performance of the introduced mechanism. The results indicated that response accuracy during human-controlled experiments was 85% which demonstrates the feasibility of the proposed method. During the automatic control test, two subjects could accomplish repetitive and reciprocal hand motion control up to 85 times consecutively.
ArticleNumber 11001
Author Mashat, M. Ebrahim M.
Li, Guangye
Zhang, Dingguo
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  organization: Institute of Robotics, School of Mechanical Engineering, Shanghai Jiao Tong University
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Cites_doi 10.1016/j.hkpj.2014.10.003
10.1016/j.rehab.2015.05.005
10.1589/jpts.27.559
10.1038/srep01319
10.1016/j.nrleng.2013.02.008
10.14474/ptrs.2013.2.2.87
10.1111/ner.12185
10.1016/S1388-2457(99)00141-8
10.1016/S1350-4533(02)00040-1
10.1109/TBME.2009.2026181
10.3389/fnhum.2013.00155
10.1002/9780470148150.ch3
10.1007/978-3-319-13966-1_22
10.3389/fnhum.2014.00122
10.1007/978-0-387-84816-7_5
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References Shendkar, Lenka, Biswas, Kumar, Mahadevappa (CR22) 2015; 33
CR2
Jiang, Mrachacz-Kersting, Xu, Dremstrup, Farina (CR15) 2014; 5
Li, Zhang (CR6) 2016; 11
Pfurtscheller, Lopes da Silva (CR9) 1999; 110
McGie, Zariffa, Popovic, Nagai (CR17) 2015; 18
Kim (CR8) 2013; 2
CR19
Klomjai, Katz, Lackmy-Vallée (CR20) 2015; 58
Yoo, Kim, Filandrianos, Taghados, Park (CR4) 2013; 8
Grau (CR5) 2014; 9
CR13
Rushton (CR16) 2003; 25
Thomas, Guan, Lau, Vinod, Ang (CR18) 2009; 56
CR11
Graupe, Kohn (CR7) 1987; 15
CR10
CR21
Carrasco, Cantalapiedra (CR14) 2016; 31
Pais-viera, Lebedev, Kunicki, Wang, Nicolelis (CR3) 2013; 3
Chung, Kim, Park, Lee (CR12) 2015; 27
Rao (CR1) 2014; 9
M Pais-viera (10957_CR3) 2013; 3
Y Kim (10957_CR8) 2013; 2
G Pfurtscheller (10957_CR9) 1999; 110
N Jiang (10957_CR15) 2014; 5
D Rushton (10957_CR16) 2003; 25
SC McGie (10957_CR17) 2015; 18
W Klomjai (10957_CR20) 2015; 58
CV Shendkar (10957_CR22) 2015; 33
D Graupe (10957_CR7) 1987; 15
10957_CR13
10957_CR10
G Carrasco (10957_CR14) 2016; 31
10957_CR21
S-S Yoo (10957_CR4) 2013; 8
KP Thomas (10957_CR18) 2009; 56
C Grau (10957_CR5) 2014; 9
10957_CR11
E Chung (10957_CR12) 2015; 27
RPN Rao (10957_CR1) 2014; 9
10957_CR2
G Li (10957_CR6) 2016; 11
10957_CR19
References_xml – ident: CR21
– volume: 33
  start-page: 10
  year: 2015
  end-page: 20
  ident: CR22
  article-title: Therapeutic effects of functional electrical stimulation on gait, motor recovery, and motor cortex in stroke survivors
  publication-title: Hong Kong Physiotherapy Journal
  doi: 10.1016/j.hkpj.2014.10.003
– volume: 58
  start-page: 208
  year: 2015
  end-page: 213
  ident: CR20
  article-title: Basic principles of transcranial magnetic stimulation (tms) and repetitive tms (rtms)
  publication-title: Annals of Physical and Rehabilitation Medicine
  doi: 10.1016/j.rehab.2015.05.005
– volume: 27
  start-page: 559
  year: 2015
  end-page: 562
  ident: CR12
  article-title: Effects of brain-computer interface-based functional electrical stimulation on brain activation in stroke patients: a pilot randomized controlled trial
  publication-title: Journal of Physical Therapy Science
  doi: 10.1589/jpts.27.559
– ident: CR19
– volume: 3
  year: 2013
  ident: CR3
  article-title: A brain-to-brain interface for real-time sharing of sensorimotor information
  publication-title: Scientific Reports
  doi: 10.1038/srep01319
– volume: 31
  start-page: 43
  year: 2016
  end-page: 52
  ident: CR14
  article-title: Effectiveness of motor imagery or mental practice in functional recovery after stroke: a systematic review
  publication-title: NeurologÃa (English Edition)
  doi: 10.1016/j.nrleng.2013.02.008
– ident: CR2
– volume: 2
  start-page: 1
  year: 2013
  end-page: 6
  ident: CR8
  article-title: The effects of emg-triggered functional electrical stimulation on upper extremity function in stroke patients
  publication-title: Physical Therapy Rehabilitation Science
  doi: 10.14474/ptrs.2013.2.2.87
– ident: CR13
– volume: 18
  start-page: 233
  year: 2015
  end-page: 240
  ident: CR17
  article-title: Short-term neuroplastic effects of brain-controlled and muscle-controlled electrical stimulation
  publication-title: Neuromodulation: Technology at the Neural Interface
  doi: 10.1111/ner.12185
– ident: CR10
– ident: CR11
– volume: 5
  start-page: 47
  year: 2014
  end-page: 61
  ident: CR15
  publication-title: An accurate, versatile, and robust brain switch for neurorehabilitation in brain-computer interface research, chap.
– volume: 9
  start-page: 1
  year: 2014
  end-page: 12
  ident: CR1
  article-title: A direct brain-to-brain interface in humans
  publication-title: PLOS ONE
– volume: 110
  start-page: 1842
  year: 1999
  end-page: 1857
  ident: CR9
  article-title: Event-related EEG/MEG synchronization and desynchronization: basic principles
  publication-title: Clinical Neurophysiology
  doi: 10.1016/S1388-2457(99)00141-8
– volume: 15
  start-page: 187
  year: 1987
  end-page: 210
  ident: CR7
  article-title: A critical review on emg-controlled electrical stimulation in paraplegics
  publication-title: CRC Critical Review in Biomedical Engineering
– volume: 8
  start-page: 1
  year: 2013
  end-page: 8
  ident: CR4
  article-title: Non-invasive brain-to-brain interface (bbi): establishing functional links between two brains
  publication-title: PLOS ONE
– volume: 25
  start-page: 75
  year: 2003
  end-page: 78
  ident: CR16
  article-title: Functional electrical stimulation and rehabilitation—an hypothesis
  publication-title: Medical Engineering and Physics
  doi: 10.1016/S1350-4533(02)00040-1
– volume: 9
  start-page: 1
  year: 2014
  end-page: 6
  ident: CR5
  article-title: Conscious brain-to-brain communication in humans using non-invasive technologies
  publication-title: PLOS ONE
– volume: 11
  start-page: 1
  year: 2016
  end-page: 17
  ident: CR6
  article-title: Brain-computer interface controlled cyborg: establishing a functional information transfer pathway from human brain to cockroach brain
  publication-title: PLOS ONE
– volume: 56
  start-page: 2730
  year: 2009
  end-page: 2733
  ident: CR18
  article-title: A new discriminative common spatial pattern method for motor imagery brain computer interfaces
  publication-title: IEEE Transactions on Biomedical Engineering
  doi: 10.1109/TBME.2009.2026181
– ident: 10957_CR10
– volume: 5
  start-page: 47
  year: 2014
  ident: 10957_CR15
  publication-title: An accurate, versatile, and robust brain switch for neurorehabilitation in brain-computer interface research, chap.
– volume: 9
  start-page: 1
  year: 2014
  ident: 10957_CR1
  publication-title: PLOS ONE
– ident: 10957_CR21
  doi: 10.3389/fnhum.2013.00155
– ident: 10957_CR19
  doi: 10.1002/9780470148150.ch3
– volume: 27
  start-page: 559
  year: 2015
  ident: 10957_CR12
  publication-title: Journal of Physical Therapy Science
  doi: 10.1589/jpts.27.559
– volume: 31
  start-page: 43
  year: 2016
  ident: 10957_CR14
  publication-title: NeurologÃa (English Edition)
  doi: 10.1016/j.nrleng.2013.02.008
– volume: 9
  start-page: 1
  year: 2014
  ident: 10957_CR5
  publication-title: PLOS ONE
– ident: 10957_CR2
  doi: 10.1007/978-3-319-13966-1_22
– volume: 3
  year: 2013
  ident: 10957_CR3
  publication-title: Scientific Reports
  doi: 10.1038/srep01319
– volume: 33
  start-page: 10
  year: 2015
  ident: 10957_CR22
  publication-title: Hong Kong Physiotherapy Journal
  doi: 10.1016/j.hkpj.2014.10.003
– volume: 8
  start-page: 1
  year: 2013
  ident: 10957_CR4
  publication-title: PLOS ONE
– volume: 11
  start-page: 1
  year: 2016
  ident: 10957_CR6
  publication-title: PLOS ONE
– ident: 10957_CR13
  doi: 10.3389/fnhum.2014.00122
– volume: 2
  start-page: 1
  year: 2013
  ident: 10957_CR8
  publication-title: Physical Therapy Rehabilitation Science
  doi: 10.14474/ptrs.2013.2.2.87
– volume: 25
  start-page: 75
  year: 2003
  ident: 10957_CR16
  publication-title: Medical Engineering and Physics
  doi: 10.1016/S1350-4533(02)00040-1
– volume: 18
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Snippet Novel communication techniques have always been fascinating for humankind. This pilot study presents an approach to human interaction by combining direct...
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692/617/375/1917/1285
Algorithms
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Arm
Brain
Brain - physiology
Brain-Computer Interfaces
Computer applications
EEG
Electrical stimuli
Electroencephalography
Electromyography
Evoked potentials
Humanities and Social Sciences
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Implants
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multidisciplinary
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Neurofeedback
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Title Human-to-human closed-loop control based on brain-to-brain interface and muscle-to-muscle interface
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Volume 7
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