Title :
Reconfigurable Digital Spiking Neuron and Its Pulse-Coupled Network: Basic Characteristics and Potential Applications
Author :
Torikai, Hiroyuki ; Hamanaka, Hiroshi ; Saito, Toshimichi
Author_Institution :
Hosei Univ., Tokyo
Abstract :
We present a novel digital spiking neuron that can generate various periodic spike trains depending on initial states. The spike trains can be symbolized by digital codes based on spike-position modulation. It is theoretically clarified that different types of codes (e.g., binary and Gray number codes) can be realized by adjusting system parameters. We also present a multiplex communication system. A transmitter neuron can map multiple digital codes into a single spike train. A pulse-coupled network of the neurons accepts the spike train and can retrieve the digital codes based on a synchronization phenomenon. Typical phenomena are confirmed by HDL simulation
Keywords :
encoding; neural nets; signal processing; HDL simulation; digital codes; multiplex communication system; periodic spike trains; pulse position modulation; pulse-coupled network; reconfigurable digital spiking neuron; shift register; spike-position modulation; transmitter neuron; Communication systems; Digital modulation; Field programmable gate arrays; Hardware design languages; Modulation coding; Neurons; Personal communication networks; Pulse modulation; Sensor arrays; Wiring; Pulse position modulation; pulse-coupled network; shift register; spiking neuron;
Journal_Title :
Circuits and Systems II: Express Briefs, IEEE Transactions on
DOI :
10.1109/TCSII.2006.876381