Neural Networks with Dynamic Synapses

Role of STDP in regulation of neural timing networks in human: a simulation study

Many physiological events require an accurate timing signal, usually generated by neural networks called central pattern generators (CPGs). On the other hand, properties of neurons and neural networks (e.g. time constants of neurons and weights of network connections) alter with time, resulting in gradual changes in timing of such networks. Recently, a synaptic weight adjustment mechanism has b...

Role of STDP in regulation of neural timing networks in human: a simulation study

Many physiological events require an accurate timing signal, usually generated by neural networks called central pattern generators (CPGs). On the other hand, properties of neurons and neural networks (e.g. time constants of neurons and weights of network connections) alter with time, resulting in gradual changes in timing of such networks. Recently, a synaptic weight adjustment mechanism has b...

Modeling and Control of Gas Turbine Combustor with Dynamic and Adaptive Neural Networks (TECHNICAL NOTE)

Pulsed Neural Networks: Temporal Signal Processing Using Artificial Neural Networks with Dynamic Synapses

Reconstruction of the neural network model of motor control for virtual C.elegans on the basis of actual organism information

Introduction: C. elegans neural network is a good sample for neural networks studies, because its structural details are completely determined. In this study, the virtual neural network of this worm that was proposed by Suzuki et al. for control of movement was reconstructed by adding newly discovered synapses for each of these network neurons. These synapses are newly discovered in the actu...

A hardware depressing synapse and its application to contrast-invariant pattern recognition

Analog circuits for depressing synapses are proposed for emulating the dynamic properties of neural networks using dynamic neurons. Although the circuits have few MOS transistors, they mimic well the dynamic properties of depressing synapses. A simple neural network using depressing synapses is introduced for evaluating the performance of hardware depressing synapses. We show that a device usin...