2005 Special Issue: Rich dynamics of pulse-coupled spiking neurons with a triangular base signal
Neural Networks - 2005 Special issue: IJCNN 2005
Chaotic pattern transitions in pulse neural networks
Neural Networks
Fundamental Analysis of a Digital Spiking Neuron for Its Spike-Based Coding
Neural Information Processing
Basic Characteristics and Learning Potential of a Digital Spiking Neuron
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
Basic Bifurcation of Artificial Spiking Neurons with Triangular Base Signal
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
Artificial Spiking Neurons and Analog-to-Digital-to-Analog Conversion
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
Rotation Map with a Controlling Segment: Basic Analysis and Application to A/D Converters
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
Consistency in a Chaotic Spiking Oscillator
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
Synchronization via multiplex spike-trains in digital pulse coupled networks
ICONIP'06 Proceedings of the 13th international conference on Neural information processing - Volume Part III
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We present a pulse-coupled network (PCN) of spiking oscillators (SOCs) which can be implemented as a simple electrical circuit. The SOC has a periodic reset level that can realize rich dynamics represented by chaotic spike-trains. Applying a spike-train input, the PCN can exhibit the following interesting phenomena. 1) Each SOC synchronizes with a part of the input without overlapping, i.e., the input is decomposed. 2) Some SOCs synchronize with a part of the input with overlapping, i.e., the input is decomposed and the SOCs are clustered. The PCN has multiple synchronization phenomena and exhibits one of them depending on the initial state. We clarify the numbers of the synchronization phenomena and the parameter regions in which these phenomena can be observed. Also stability of the synchronization phenomena is clarified. Presenting a simple test circuit, typical phenomena are confirmed experimentally.