Effect of biased feedback on motor imagery learning in BCI-teleoperation system
Feedback design is an important issue in motor imagery BCI systems. Regardless, to date it has not been reported how feedback presentation can optimize co-adaptation between a human brain and such systems. This paper assesses the effect of realistic visual feedback on users’ BC performance and motor...
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Frontiers Media S.A.
2014-04-01
|
| Series: | Frontiers in Systems Neuroscience |
| Subjects: | |
| Online Access: | http://journal.frontiersin.org/Journal/10.3389/fnsys.2014.00052/full |
| _version_ | 1818841303425744896 |
|---|---|
| author | Maryam eAlimardani Maryam eAlimardani Shuichi eNishio Hiroshi eIshiguro Hiroshi eIshiguro |
| author_facet | Maryam eAlimardani Maryam eAlimardani Shuichi eNishio Hiroshi eIshiguro Hiroshi eIshiguro |
| author_sort | Maryam eAlimardani |
| collection | DOAJ |
| description | Feedback design is an important issue in motor imagery BCI systems. Regardless, to date it has not been reported how feedback presentation can optimize co-adaptation between a human brain and such systems. This paper assesses the effect of realistic visual feedback on users’ BC performance and motor imagery skills. We previously developed a tele-operation system for a pair of humanlike robotic hands and showed that BCI control of such hands along with first-person perspective visual feedback of movements can arouse a sense of embodiment in the operators. In the first stage of this study, we found that the intensity of this ownership illusion was associated with feedback presentation and subjects’ performance during BCI motion control. In the second stage, we probed the effect of positive and negative feedback bias on subjects’ BCI performance and motor imagery skills. Although the subject specific classifier, which was set up at the beginning of experiment, detected no significant change in the subjects’ online performance, evaluation of brain activity patterns revealed that subjects’ self-regulation of motor imagery features improved due to a positive bias of feedback and a possible occurrence of ownership illusion. Our findings suggest that in general training protocols for BCIs, manipulation of feedback can play an important role in the optimization of subjects’ motor imagery skills. |
| first_indexed | 2024-12-19T04:23:56Z |
| format | Article |
| id | doaj.art-3009a3dd79324a6c8b769ce8179a31b3 |
| institution | Directory Open Access Journal |
| issn | 1662-5137 |
| language | English |
| last_indexed | 2024-12-19T04:23:56Z |
| publishDate | 2014-04-01 |
| publisher | Frontiers Media S.A. |
| record_format | Article |
| series | Frontiers in Systems Neuroscience |
| spelling | doaj.art-3009a3dd79324a6c8b769ce8179a31b32022-12-21T20:36:04ZengFrontiers Media S.A.Frontiers in Systems Neuroscience1662-51372014-04-01810.3389/fnsys.2014.0005282768Effect of biased feedback on motor imagery learning in BCI-teleoperation systemMaryam eAlimardani0Maryam eAlimardani1Shuichi eNishio2Hiroshi eIshiguro3Hiroshi eIshiguro4University of OsakaAdvanced Telecommunications Research Institute International (ATR)Advanced Telecommunications Research Institute International (ATR)University of OsakaAdvanced Telecommunications Research Institute International (ATR)Feedback design is an important issue in motor imagery BCI systems. Regardless, to date it has not been reported how feedback presentation can optimize co-adaptation between a human brain and such systems. This paper assesses the effect of realistic visual feedback on users’ BC performance and motor imagery skills. We previously developed a tele-operation system for a pair of humanlike robotic hands and showed that BCI control of such hands along with first-person perspective visual feedback of movements can arouse a sense of embodiment in the operators. In the first stage of this study, we found that the intensity of this ownership illusion was associated with feedback presentation and subjects’ performance during BCI motion control. In the second stage, we probed the effect of positive and negative feedback bias on subjects’ BCI performance and motor imagery skills. Although the subject specific classifier, which was set up at the beginning of experiment, detected no significant change in the subjects’ online performance, evaluation of brain activity patterns revealed that subjects’ self-regulation of motor imagery features improved due to a positive bias of feedback and a possible occurrence of ownership illusion. Our findings suggest that in general training protocols for BCIs, manipulation of feedback can play an important role in the optimization of subjects’ motor imagery skills.http://journal.frontiersin.org/Journal/10.3389/fnsys.2014.00052/fulltrainingMotor ImageryBody ownership illusionBCI-teleoperationfeedback effect |
| spellingShingle | Maryam eAlimardani Maryam eAlimardani Shuichi eNishio Hiroshi eIshiguro Hiroshi eIshiguro Effect of biased feedback on motor imagery learning in BCI-teleoperation system Frontiers in Systems Neuroscience training Motor Imagery Body ownership illusion BCI-teleoperation feedback effect |
| title | Effect of biased feedback on motor imagery learning in BCI-teleoperation system |
| title_full | Effect of biased feedback on motor imagery learning in BCI-teleoperation system |
| title_fullStr | Effect of biased feedback on motor imagery learning in BCI-teleoperation system |
| title_full_unstemmed | Effect of biased feedback on motor imagery learning in BCI-teleoperation system |
| title_short | Effect of biased feedback on motor imagery learning in BCI-teleoperation system |
| title_sort | effect of biased feedback on motor imagery learning in bci teleoperation system |
| topic | training Motor Imagery Body ownership illusion BCI-teleoperation feedback effect |
| url | http://journal.frontiersin.org/Journal/10.3389/fnsys.2014.00052/full |
| work_keys_str_mv | AT maryamealimardani effectofbiasedfeedbackonmotorimagerylearninginbciteleoperationsystem AT maryamealimardani effectofbiasedfeedbackonmotorimagerylearninginbciteleoperationsystem AT shuichienishio effectofbiasedfeedbackonmotorimagerylearninginbciteleoperationsystem AT hiroshieishiguro effectofbiasedfeedbackonmotorimagerylearninginbciteleoperationsystem AT hiroshieishiguro effectofbiasedfeedbackonmotorimagerylearninginbciteleoperationsystem |