Control of a 7-DOF Robotic Arm System With an SSVEP-Based BCI
被引:120
作者:
Chen, Xiaogang
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机构:
Chinese Acad Med Sci, Inst Biomed Engn, Tianjin 300192, Peoples R China
Peking Union Med Coll, Tianjin 300192, Peoples R ChinaChinese Acad Med Sci, Inst Biomed Engn, Tianjin 300192, Peoples R China
Chen, Xiaogang
[1
,2
]
Zhao, Bing
论文数: 0引用数: 0
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机构:
Chinese Acad Med Sci, Inst Biomed Engn, Tianjin 300192, Peoples R China
Peking Union Med Coll, Tianjin 300192, Peoples R ChinaChinese Acad Med Sci, Inst Biomed Engn, Tianjin 300192, Peoples R China
Zhao, Bing
[1
,2
]
Wang, Yijun
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Semicond, State Key Lab Integrated Optoelect, Beijing 100083, Peoples R ChinaChinese Acad Med Sci, Inst Biomed Engn, Tianjin 300192, Peoples R China
Wang, Yijun
[3
]
Xu, Shengpu
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机构:
Chinese Acad Med Sci, Inst Biomed Engn, Tianjin 300192, Peoples R China
Peking Union Med Coll, Tianjin 300192, Peoples R ChinaChinese Acad Med Sci, Inst Biomed Engn, Tianjin 300192, Peoples R China
Xu, Shengpu
[1
,2
]
Gao, Xiaorong
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机构:
Tsinghua Univ, Sch Med, Dept Biomed Engn, Beijing 100084, Peoples R ChinaChinese Acad Med Sci, Inst Biomed Engn, Tianjin 300192, Peoples R China
Gao, Xiaorong
[4
]
机构:
[1] Chinese Acad Med Sci, Inst Biomed Engn, Tianjin 300192, Peoples R China
[2] Peking Union Med Coll, Tianjin 300192, Peoples R China
[3] Chinese Acad Sci, Inst Semicond, State Key Lab Integrated Optoelect, Beijing 100083, Peoples R China
[4] Tsinghua Univ, Sch Med, Dept Biomed Engn, Beijing 100084, Peoples R China
Although robot technology has been successfully used to empower people who suffer from motor disabilities to increase their interaction with their physical environment, it remains a challenge for individuals with severe motor impairment, who do not have the motor control ability to move robots or prosthetic devices by manual control. In this study, to mitigate this issue, a noninvasive brain-computer interface (BCI)-based robotic arm control system using gaze based steady-state visual evoked potential (SSVEP) was designed and implemented using a portable wireless electroencephalogram (EEG) system. A 15-target SSVEP-based BCI using a filter bank canonical correlation analysis (FBCCA) method allowed users to directly control the robotic arm without system calibration. The online results from 12 healthy subjects indicated that a command for the proposed brain-controlled robot system could be selected from 15 possible choices in 4 s (i.e. 2s for visual stimulation and 2s for gaze shifting) with an average accuracy of 92.78%, resulting in a 15 commands/min transfer rate. Furthermore, all subjects (even naive users) were able to successfully complete the entire move-grasp-lift task without user training. These results demonstrated an SSVEP-based BCI could provide accurate and efficient high-level control of a robotic arm, showing the feasibility of a BCI-based robotic arm control system for hand-assistance.
机构:
Ctr Neural Basis Cognit, Pittsburgh, PA USA
Univ Pittsburgh, Dept Bioengn, Pittsburgh, PA USAUniv Pittsburgh, Dept Phys Med & Rehabil, Pittsburgh, PA 15260 USA
Downey, J. E.
Tyler-Kabara, E. C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Phys Med & Rehabil, Pittsburgh, PA 15260 USA
Univ Pittsburgh, Dept Bioengn, Pittsburgh, PA USA
Univ Pittsburgh, Dept Neurol Surg, Pittsburgh, PA 15260 USA
Univ Pittsburgh, McGowan Inst Regenerat Med, Pittsburgh, PA USAUniv Pittsburgh, Dept Phys Med & Rehabil, Pittsburgh, PA 15260 USA
Tyler-Kabara, E. C.
Schwartz, A. B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Phys Med & Rehabil, Pittsburgh, PA 15260 USA
Ctr Neural Basis Cognit, Pittsburgh, PA USA
Univ Pittsburgh, Dept Bioengn, Pittsburgh, PA USA
Univ Pittsburgh, McGowan Inst Regenerat Med, Pittsburgh, PA USA
Univ Pittsburgh, Syst Neurosci Inst, Pittsburgh, PA USA
Univ Pittsburgh, Dept Neurobiol, Pittsburgh, PA USAUniv Pittsburgh, Dept Phys Med & Rehabil, Pittsburgh, PA 15260 USA
Schwartz, A. B.
Boninger, M. L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Phys Med & Rehabil, Pittsburgh, PA 15260 USA
Univ Pittsburgh, Dept Bioengn, Pittsburgh, PA USA
Univ Pittsburgh, McGowan Inst Regenerat Med, Pittsburgh, PA USA
Dept Vet Affairs Med Ctr, Pittsburgh, PA USAUniv Pittsburgh, Dept Phys Med & Rehabil, Pittsburgh, PA 15260 USA
Boninger, M. L.
Collinger, J. L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Phys Med & Rehabil, Pittsburgh, PA 15260 USA
Ctr Neural Basis Cognit, Pittsburgh, PA USA
Univ Pittsburgh, Dept Bioengn, Pittsburgh, PA USA
Dept Vet Affairs Med Ctr, Pittsburgh, PA USAUniv Pittsburgh, Dept Phys Med & Rehabil, Pittsburgh, PA 15260 USA
机构:
New York State Dept Hlth, Wadsworth Ctr, Lab Nervous Syst Disorders, Albany, NY 12201 USANew York State Dept Hlth, Wadsworth Ctr, Lab Nervous Syst Disorders, Albany, NY 12201 USA
Wolpaw, JR
McFarland, DJ
论文数: 0引用数: 0
h-index: 0
机构:New York State Dept Hlth, Wadsworth Ctr, Lab Nervous Syst Disorders, Albany, NY 12201 USA
机构:
Tsinghua Univ, Dept Psychol, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Psychol, Beijing 100084, Peoples R China
Zhang, Dan
Huang, Bisheng
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Comp Sci & Technol, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Psychol, Beijing 100084, Peoples R China
Huang, Bisheng
Wu, Wei
论文数: 0引用数: 0
h-index: 0
机构:
S China Univ Technol, Sch Automat Sci & Engn, Guangzhou, Guangdong, Peoples R China
Stanford Univ, Dept Psychiat & Behav Sci, Palo Alto, CA 94304 USATsinghua Univ, Dept Psychol, Beijing 100084, Peoples R China
Wu, Wei
Li, Siliang
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Comp Sci & Technol, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Psychol, Beijing 100084, Peoples R China
机构:
East China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai, Peoples R ChinaEast China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai, Peoples R China
Zhang, Yu
Wang, Yu
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机构:
Shanghai Ruanzhong Informat Technol Co Ltd, Shanghai, Peoples R ChinaEast China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai, Peoples R China
Wang, Yu
Jin, Jing
论文数: 0引用数: 0
h-index: 0
机构:
East China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai, Peoples R ChinaEast China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai, Peoples R China
Jin, Jing
Wang, Xingyu
论文数: 0引用数: 0
h-index: 0
机构:
East China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai, Peoples R ChinaEast China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai, Peoples R China
机构:
E China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R ChinaE China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R China
Zhang, Yu
Zhou, Guoxu
论文数: 0引用数: 0
h-index: 0
机构:
RIKEN, Brain Sci Inst, Lab Adv Brain Signal Proc, Wako, Saitama, JapanE China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R China
Zhou, Guoxu
Jin, Jing
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机构:
E China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R ChinaE China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R China
Jin, Jing
Wang, Xingyu
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机构:
E China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R ChinaE China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R China
Wang, Xingyu
Cichocki, Andrzej
论文数: 0引用数: 0
h-index: 0
机构:
RIKEN, Brain Sci Inst, Lab Adv Brain Signal Proc, Wako, Saitama, Japan
Polish Acad Sci, Syst Res Inst, PL-01447 Warsaw, PolandE China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R China
机构:
Ctr Neural Basis Cognit, Pittsburgh, PA USA
Univ Pittsburgh, Dept Bioengn, Pittsburgh, PA USAUniv Pittsburgh, Dept Phys Med & Rehabil, Pittsburgh, PA 15260 USA
Downey, J. E.
Tyler-Kabara, E. C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Phys Med & Rehabil, Pittsburgh, PA 15260 USA
Univ Pittsburgh, Dept Bioengn, Pittsburgh, PA USA
Univ Pittsburgh, Dept Neurol Surg, Pittsburgh, PA 15260 USA
Univ Pittsburgh, McGowan Inst Regenerat Med, Pittsburgh, PA USAUniv Pittsburgh, Dept Phys Med & Rehabil, Pittsburgh, PA 15260 USA
Tyler-Kabara, E. C.
Schwartz, A. B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Phys Med & Rehabil, Pittsburgh, PA 15260 USA
Ctr Neural Basis Cognit, Pittsburgh, PA USA
Univ Pittsburgh, Dept Bioengn, Pittsburgh, PA USA
Univ Pittsburgh, McGowan Inst Regenerat Med, Pittsburgh, PA USA
Univ Pittsburgh, Syst Neurosci Inst, Pittsburgh, PA USA
Univ Pittsburgh, Dept Neurobiol, Pittsburgh, PA USAUniv Pittsburgh, Dept Phys Med & Rehabil, Pittsburgh, PA 15260 USA
Schwartz, A. B.
Boninger, M. L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Phys Med & Rehabil, Pittsburgh, PA 15260 USA
Univ Pittsburgh, Dept Bioengn, Pittsburgh, PA USA
Univ Pittsburgh, McGowan Inst Regenerat Med, Pittsburgh, PA USA
Dept Vet Affairs Med Ctr, Pittsburgh, PA USAUniv Pittsburgh, Dept Phys Med & Rehabil, Pittsburgh, PA 15260 USA
Boninger, M. L.
Collinger, J. L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Phys Med & Rehabil, Pittsburgh, PA 15260 USA
Ctr Neural Basis Cognit, Pittsburgh, PA USA
Univ Pittsburgh, Dept Bioengn, Pittsburgh, PA USA
Dept Vet Affairs Med Ctr, Pittsburgh, PA USAUniv Pittsburgh, Dept Phys Med & Rehabil, Pittsburgh, PA 15260 USA
机构:
New York State Dept Hlth, Wadsworth Ctr, Lab Nervous Syst Disorders, Albany, NY 12201 USANew York State Dept Hlth, Wadsworth Ctr, Lab Nervous Syst Disorders, Albany, NY 12201 USA
Wolpaw, JR
McFarland, DJ
论文数: 0引用数: 0
h-index: 0
机构:New York State Dept Hlth, Wadsworth Ctr, Lab Nervous Syst Disorders, Albany, NY 12201 USA
机构:
Tsinghua Univ, Dept Psychol, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Psychol, Beijing 100084, Peoples R China
Zhang, Dan
Huang, Bisheng
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Comp Sci & Technol, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Psychol, Beijing 100084, Peoples R China
Huang, Bisheng
Wu, Wei
论文数: 0引用数: 0
h-index: 0
机构:
S China Univ Technol, Sch Automat Sci & Engn, Guangzhou, Guangdong, Peoples R China
Stanford Univ, Dept Psychiat & Behav Sci, Palo Alto, CA 94304 USATsinghua Univ, Dept Psychol, Beijing 100084, Peoples R China
Wu, Wei
Li, Siliang
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Comp Sci & Technol, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Psychol, Beijing 100084, Peoples R China
机构:
East China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai, Peoples R ChinaEast China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai, Peoples R China
Zhang, Yu
Wang, Yu
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Ruanzhong Informat Technol Co Ltd, Shanghai, Peoples R ChinaEast China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai, Peoples R China
Wang, Yu
Jin, Jing
论文数: 0引用数: 0
h-index: 0
机构:
East China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai, Peoples R ChinaEast China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai, Peoples R China
Jin, Jing
Wang, Xingyu
论文数: 0引用数: 0
h-index: 0
机构:
East China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai, Peoples R ChinaEast China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai, Peoples R China
机构:
E China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R ChinaE China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R China
Zhang, Yu
Zhou, Guoxu
论文数: 0引用数: 0
h-index: 0
机构:
RIKEN, Brain Sci Inst, Lab Adv Brain Signal Proc, Wako, Saitama, JapanE China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R China
Zhou, Guoxu
Jin, Jing
论文数: 0引用数: 0
h-index: 0
机构:
E China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R ChinaE China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R China
Jin, Jing
Wang, Xingyu
论文数: 0引用数: 0
h-index: 0
机构:
E China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R ChinaE China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R China
Wang, Xingyu
Cichocki, Andrzej
论文数: 0引用数: 0
h-index: 0
机构:
RIKEN, Brain Sci Inst, Lab Adv Brain Signal Proc, Wako, Saitama, Japan
Polish Acad Sci, Syst Res Inst, PL-01447 Warsaw, PolandE China Univ Sci & Technol, Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R China