Back to Search
Start Over
A Digital Hardware Realization for Spiking Model of Cutaneous Mechanoreceptor
- Source :
- Frontiers in Neuroscience, Frontiers in Neuroscience, Vol 12 (2018)
- Publication Year :
- 2018
-
Abstract
- Inspired by the biology of human tactile perception, a hardware neuromorphic approach is proposed for spiking model of mechanoreceptors to encode the input force. In this way, a digital circuit is designed for a slowly adapting type I (SA-I) and fast adapting type I (FA-I) mechanoreceptors to be implemented on a low-cost digital hardware, such as field-programmable gate array (FPGA). This system computationally replicates the neural firing responses of both afferents. Then, comparative simulations are shown. The spiking models of mechanoreceptors are first simulated in MATLAB and next the digital neuromorphic circuits simulated in VIVADO are also compared to show that obtained results are in good agreement both quantitatively and qualitatively. Finally, we test the performance of the proposed digital mechanoreceptors in hardware using a prepared experimental set up. Hardware synthesis and physical realization on FPGA indicate that the digital mechanoreceptors are able to replicate essential characteristics of different firing patterns including bursting and spiking responses of the SA-I and FA-I mechanoreceptors. In addition to parallel computation, a main advantage of this method is that the mechanoreceptor digital circuits can be implemented in real-time through low-power neuromorphic hardware. This novel engineering framework is generally suitable for use in robotic and hand-prosthetic applications, so progressing the state of the art for tactile sensing.
- Subjects :
- 0301 basic medicine
Computer science
lcsh:RC321-571
03 medical and health sciences
0302 clinical medicine
Gate array
Hardware implementation
Mechanoreceptor
Neuromorphic circuit
Spiking model
Tactile sensing
Neuroscience (all)
MATLAB
Field-programmable gate array
lcsh:Neurosciences. Biological psychiatry. Neuropsychiatry
neuromorphic circuit
computer.programming_language
Digital electronics
business.industry
General Neuroscience
Tactile perception
tactile sensing
030104 developmental biology
Neuromorphic engineering
spiking model
State (computer science)
hardware implementation
business
mechanoreceptor
Realization (systems)
computer
030217 neurology & neurosurgery
Computer hardware
Subjects
Details
- ISSN :
- 1662453X
- Database :
- OpenAIRE
- Journal :
- Frontiers in Neuroscience
- Accession number :
- edsair.doi.dedup.....615637a28df4055ec862c5630a798ff3
- Full Text :
- https://doi.org/10.3389/fnins.2018.00322