Towards Brain-Computer Interfaces based ...
Document type :
Autre communication scientifique (congrès sans actes - poster - séminaire...): Communication dans un congrès avec actes
Title :
Towards Brain-Computer Interfaces based on Steady-State Somatosensory-Evoked Potentials
Author(s) :
Petit, Jimmy [Auteur]
Centre de Recherche en Informatique, Signal et Automatique de Lille - UMR 9189 [CRIStAL]
Rouillard, Jose [Auteur]
Centre de Recherche en Informatique, Signal et Automatique de Lille - UMR 9189 [CRIStAL]
Cabestaing, Francois [Auteur]
Centre de Recherche en Informatique, Signal et Automatique de Lille - UMR 9189 [CRIStAL]
Centre de Recherche en Informatique, Signal et Automatique de Lille - UMR 9189 [CRIStAL]
Rouillard, Jose [Auteur]
Centre de Recherche en Informatique, Signal et Automatique de Lille - UMR 9189 [CRIStAL]
Cabestaing, Francois [Auteur]
Centre de Recherche en Informatique, Signal et Automatique de Lille - UMR 9189 [CRIStAL]
Conference title :
Journées CORTICO 2020
City :
Autrans (en virtuel)
Country :
France
Start date of the conference :
2020-10-21
Publication date :
2020-10-21
English keyword(s) :
BCI
EEG
Steady-State Somatosensory-Evoked Potentials
HCI
Spinal Muscular Atrophy
EEG
Steady-State Somatosensory-Evoked Potentials
HCI
Spinal Muscular Atrophy
HAL domain(s) :
Informatique [cs]
English abstract : [en]
In reactive BCIs, the main characteristics of evoked responses detected in EEG waves remain almost constant among users. But most reactive BCI paradigms are dependent, i.e. they require some type of activity of a standard ...
Show more >In reactive BCIs, the main characteristics of evoked responses detected in EEG waves remain almost constant among users. But most reactive BCI paradigms are dependent, i.e. they require some type of activity of a standard brain output pathway: eye movement for instance. On the other hand, most active BCI paradigms are independent, but markers of task-oriented mental activities are rather unique to each individual. We think that SSSEP-based BCIs could leverage the consistency of evoked responses among users while relying on a strictly independent paradigm. Steady-State Somatosensory-Evoked Potentials are resonance-like evoked responses of the brain to sustained vibrotactile stimuli. The frequency of the SSSEP is the same as the frequency of the stimulation, therefore its discriminant features are the amplitude and phase difference relative to the stimulus.Several mental activities are known to modulate the SSSEPs' amplitude such as attention focusing or sensory gating. The latter is a well-described ability of the brain to filter out perceived stimuli that it considers as useless during specific goal-oriented activities. Therefore, BCI paradigms can be designed to spot these mental activities through detection of variations of SSSEP amplitudes. Such BCIs could be beneficial for users with major motor impairments but with intact tactile sensory pathways, such as people suffering from Spinal Muscular Atrophy (SMA). SMA is a particularly common hereditary disease of childhood and adolescence with an incidence outstripping 1:10000. During this thesis project, we will endeavour to develop and evaluate technical aids for alternative communication as well as environment control dedicated to people with SMA.The present contribution introduces the Steady-State Somatosensory-Evoked Potentials paradigm; the advantages of studying the paradigm over an SMA population; and a first experimental design to assess several aspects of SSSEP-based BCIs.Show less >
Show more >In reactive BCIs, the main characteristics of evoked responses detected in EEG waves remain almost constant among users. But most reactive BCI paradigms are dependent, i.e. they require some type of activity of a standard brain output pathway: eye movement for instance. On the other hand, most active BCI paradigms are independent, but markers of task-oriented mental activities are rather unique to each individual. We think that SSSEP-based BCIs could leverage the consistency of evoked responses among users while relying on a strictly independent paradigm. Steady-State Somatosensory-Evoked Potentials are resonance-like evoked responses of the brain to sustained vibrotactile stimuli. The frequency of the SSSEP is the same as the frequency of the stimulation, therefore its discriminant features are the amplitude and phase difference relative to the stimulus.Several mental activities are known to modulate the SSSEPs' amplitude such as attention focusing or sensory gating. The latter is a well-described ability of the brain to filter out perceived stimuli that it considers as useless during specific goal-oriented activities. Therefore, BCI paradigms can be designed to spot these mental activities through detection of variations of SSSEP amplitudes. Such BCIs could be beneficial for users with major motor impairments but with intact tactile sensory pathways, such as people suffering from Spinal Muscular Atrophy (SMA). SMA is a particularly common hereditary disease of childhood and adolescence with an incidence outstripping 1:10000. During this thesis project, we will endeavour to develop and evaluate technical aids for alternative communication as well as environment control dedicated to people with SMA.The present contribution introduces the Steady-State Somatosensory-Evoked Potentials paradigm; the advantages of studying the paradigm over an SMA population; and a first experimental design to assess several aspects of SSSEP-based BCIs.Show less >
Language :
Anglais
Peer reviewed article :
Oui
Audience :
Nationale
Popular science :
Non
Collections :
Source :
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