Adaptive synapse-based neuron model with heterogeneous multistability and riddled basins.
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DOI: 10.1063/5.0125611
Abstract: Biological neurons can exhibit complex coexisting multiple firing patterns dependent on initial conditions. To this end, this paper presents a novel adaptive synapse-based neuron (ASN) model with sine activation function. The ASN model has time-varying… read more here.
Keywords: neuron model; synapse based; asn model; adaptive synapse ... See more keywords
Phase diagrams and dynamics of a computationally efficient map-based neuron model
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DOI: 10.1371/journal.pone.0174621
Abstract: We introduce a new map-based neuron model derived from the dynamical perceptron family that has the best compromise between computational efficiency, analytical tractability, reduced parameter space and many dynamical behaviors. We calculate bifurcation and phase… read more here.
Keywords: map based; phase diagrams; neuron model; based neuron ... See more keywords
Spiking Neural Networks and Their Applications: A Review
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DOI: 10.3390/brainsci12070863
Abstract: The past decade has witnessed the great success of deep neural networks in various domains. However, deep neural networks are very resource-intensive in terms of energy consumption, data requirements, and high computational costs. With the… read more here.
Keywords: networks applications; neural networks; deep neural; spiking neural ... See more keywords