Title :
Virtual Active Touch Using Randomly Patterned Intracortical Microstimulation
Author :
O´Doherty, Joseph E. ; Lebedev, Mikhail A. ; Li, Zheng ; Nicolelis, Miguel A L
Author_Institution :
Dept. of Physiol., Univ. of California, San Francisco, CA, USA
Abstract :
Intracortical microstimulation (ICMS) has promise as a means for delivering somatosensory feedback in neuroprosthetic systems. Various tactile sensations could be encoded by temporal, spatial, or spatiotemporal patterns of ICMS. However, the applicability of temporal patterns of ICMS to artificial tactile sensation during active exploration is unknown, as is the minimum discriminable difference between temporally modulated ICMS patterns. We trained rhesus monkeys in an active exploration task in which they discriminated periodic pulse-trains of ICMS (200 Hz bursts at a 10 Hz secondary frequency) from pulse trains with the same average pulse rate, but distorted periodicity (200 Hz bursts at a variable instantaneous secondary frequency). The statistics of the aperiodic pulse trains were drawn from a gamma distribution with mean inter-burst intervals equal to those of the periodic pulse trains. The monkeys distinguished periodic pulse trains from aperiodic pulse trains with coefficients of variation 0.25 or greater. Reconstruction of movement kinematics, extracted from the activity of neuronal populations recorded in the sensorimotor cortex concurrent with the delivery of ICMS feedback, improved when the recording intervals affected by ICMS artifacts were removed from analysis. These results add to the growing evidence that temporally patterned ICMS can be used to simulate a tactile sense for neuroprosthetic devices.
Keywords :
bioelectric phenomena; biomechanics; brain; gamma distribution; haptic interfaces; medical signal processing; neurophysiology; prosthetics; signal reconstruction; somatosensory phenomena; virtual reality; active exploration task; aperiodic pulse trains; frequency 200 Hz; gamma distribution; mean interburst intervals; movement kinematics reconstruction; neuronal populations; neuroprosthetic devices; neuroprosthetic systems; periodic pulse trains; randomly patterned intracortical microstimulation; sensorimotor cortex; somatosensory feedback; spatial patterns; spatiotemporal patterns; tactile sensations; temporal patterns; virtual active touch; Accuracy; Avatars; Blanking; Kalman filters; Robot sensing systems; Shape; Wiener filter; Bidirectional interface; brain–machine interface; intracortical microstimulation; neural prosthesis; Algorithms; Animals; Artifacts; Biomechanics; Cerebral Cortex; Computer Simulation; Electric Stimulation; Equipment Design; Exploratory Behavior; Learning; Macaca mulatta; Microelectrodes; Motor Cortex; Movement; Psychometrics; Psychomotor Performance; Somatosensory Cortex; Touch; User-Computer Interface;
Journal_Title :
Neural Systems and Rehabilitation Engineering, IEEE Transactions on
DOI :
10.1109/TNSRE.2011.2166807