Title :
A scalable FPGA-based cerebellum for passage-of-time representation
Author :
Junwen Luo ; Coapes, Graeme ; Mak, Terrence ; Yamazaki, Tsutomu ; Chung Tin ; Degenaar, Patrick
Author_Institution :
Sch. of Electr. & Electron. Eng., Newcastle Univ., Newcastle upon Tyne, UK
Abstract :
The cerebellum plays a critical role for sensorimotor control and learning. However dysmertria or delays in movements´ onsets consequent to damages in cerebellum cannot be cured completely at the moment. To foster a potential cure based on neuroprosthetic technology, we present a frame-based Network-on-Chip (NoC) hardware architecture for implementing a bio-realistic cerebellum model with 100,000 neurons, which has been used for studying timing control or passage-of-time (POT) encoding mediated by the cerebellum. The results demonstrate that our implementation can reproduce the POT functionality properly. The computational speed can achieve to 25.6 ms for simulating 1 sec real world activities. Furthermore, we show a hardware electronic setup and illustrate how the silicon cerebellum can be adapted as a potential neuroprosthetic platform for future biological or clinical applications.
Keywords :
biomechanics; brain models; field programmable gate arrays; network-on-chip; neurophysiology; patient treatment; prosthetics; somatosensory phenomena; NoC; POT functionality; bio-realistic cerebellum model; biological applications; clinical applications; computational speed; dysmertria; frame-based Network-on-Chip hardware architecture; hardware electronic setup; learning; movement delays; neurons; neuroprosthetic platform; neuroprosthetic technology; passage-of-time encoding; passage-of-time representation; potential cure; scalable FPGA-based cerebellum; sensorimotor control; silicon cerebellum; time 25.6 ms; timing control; Biological system modeling; Computational modeling; Computer architecture; Educational institutions; Hardware; Microprocessors; Program processors;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location :
Chicago, IL
DOI :
10.1109/EMBC.2014.6944279