System Identification of Brain-Machine Interface Control Using a Cursor Jump Perturbation

被引:0
|
作者
Stavisky, Sergey D. [1 ]
Kao, Jonathan C. [2 ]
Sorokin, Jordan M. [1 ]
Ryu, Stephen I. [2 ,7 ]
Shenoy, Krishna V. [1 ,2 ,3 ,4 ,5 ,6 ]
机构
[1] Stanford Univ, Grad Program Neurosci, Stanford, CA 94305 USA
[2] Stanford Univ, Dept Elect Engn, Stanford, CA 94305 USA
[3] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
[4] Stanford Univ, Dept Neurobiol, Stanford, CA 94305 USA
[5] Stanford Univ, Bio X Program, Stanford, CA 94305 USA
[6] Stanford Univ, Stanford Neurosci Inst, Stanford, CA 94305 USA
[7] Palo Alto Med Fdn, Dept Neurosurg, Palo Alto, CA USA
关键词
PRIMARY MOTOR CORTEX; COMPUTER INTERFACE; ADAPTATION; DESIGN; ARM;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Inspired by control theoretic approaches to studying motor control, we experimentally measured how a brain-machine interface (BMI) user responds to an unexpected perturbation. We randomly applied a step cursor position offset while a monkey controlled a BMI cursor using decoded motor cortical spiking activity. The subject was able to rapidly correct for these perturbations and (re) acquire the target regardless of when in the trial this cursor jump occurred. We observed a corrective neural response in motor cortex starting 115 ms after the cursor jump. At no time did the neural response to detecting this externally-induced error manifest itself (through the decoder) as a deleterious velocity change pushing the cursor away from the target. These results show that a user of a high-performance BMI can make rapid, accurate corrections to errors and that, insofar as the neural computations needed to counteract the error may involve motor cortex, these computations do not appear to interfere with BMI cursor control.
引用
收藏
页码:643 / 647
页数:5
相关论文
共 50 条
  • [1] Stereoelectroencephalography for continuous two-dimensional cursor control in a brain-machine interface
    Vadera, Sumeet
    Marathe, Amar R.
    Gonzalez-Martinez, Jorge
    Taylor, Dawn M.
    [J]. NEUROSURGICAL FOCUS, 2013, 34 (06)
  • [2] Brain-Machine Interface Control Algorithms
    Shanechi, Maryam M.
    [J]. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2017, 25 (10) : 1725 - 1734
  • [3] Practical Brain-Machine Interface System
    Yeom, Hong Gi
    Kim, June Sie
    Chung, Chun Kee
    [J]. 2017 5TH INTERNATIONAL WINTER CONFERENCE ON BRAIN-COMPUTER INTERFACE (BCI), 2017, : 42 - 43
  • [4] Control Strategies of an Assistive Robot Using a Brain-Machine Interface
    Ubeda, Andres
    Ianez, Eduardo
    Badesa, Javier
    Morales, Ricardo
    Azorin, Jose M.
    Garcia, Nicolas
    [J]. 2012 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2012, : 3553 - 3558
  • [5] Control of a 2 DoF robot using a Brain-Machine Interface
    Hortal, Enrique
    Ubeda, Andres
    Ianez, Eduardo
    Azorin, Jose M.
    [J]. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2014, 116 (02) : 169 - 176
  • [6] Brain-machine interface
    Nair, Prashant
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2013, 110 (46) : 18343 - 18343
  • [7] Volitional Phase Control of Neural Oscillations Using a Brain-Machine Interface
    Khanna, Preeya
    So, Kelvin
    Carmena, Jose M.
    [J]. 2013 6TH INTERNATIONAL IEEE/EMBS CONFERENCE ON NEURAL ENGINEERING (NER), 2013, : 1076 - 1079
  • [8] Subcortical ensemble recordings for the control of a brain-machine interface
    Clayton, Daniel A.
    Hanson, Timothy
    Nicolelis, Miguel A. L.
    Turner, Dennis A.
    [J]. NEUROSURGERY, 2007, 61 (01) : 212 - 212
  • [9] Recasting brain-machine interface design from a physical control system perspective
    Zhang, Yin
    Chase, Steven M.
    [J]. JOURNAL OF COMPUTATIONAL NEUROSCIENCE, 2015, 39 (02) : 107 - 118
  • [10] Brain-machine interface control via reinforcement learning
    DiGiovanna, Jack
    Mahmoudi, Babak
    Mitzelfelt, Jeremiah
    Sanchez, Justin C.
    Principe, Jose C.
    [J]. 2007 3RD INTERNATIONAL IEEE/EMBS CONFERENCE ON NEURAL ENGINEERING, VOLS 1 AND 2, 2007, : 530 - +