Analog VLSI-based Modeling of the Primate Oculomotor System
T. Horiuchi & C. Koch
Neural Computation Journal (in press)
(Gzipped Postscript)
(PDF)
Abstract:
One way to understand a neurobiological system is by building a simulacrum
that replicates its behavior in real-time using similar constraints.
Analog {\bf V}ery {\bf L}arge {\bf S}cale {\bf I}ntegrated (VLSI)
electronic circuit technology provides such an enabling technology. We
here describe a neuromorphic system that is part of a long-term effort to
understand the primate oculomotor system. It requires both fast sensory
processing as well as fast motor control to interact with the world. A
one-dimensional hardware model of the primate eye has been built which
simulates the physical dynamics of the biological system. It is driven by
two different analog VLSI chips, one mimicking cortical visual processing
for target selection and tracking and another modeling brainstem circuits
that drive the eye muscles. Our oculomotor plant demonstrates both smooth
pursuit movements, driven by a retinal velocity error signal, as well as
saccadic eye movements, controlled by retinal position error, and can
reproduce several behavioral, stimulation, lesion, and adaptation
experiments performed on primates.