paper-with-me

홈 › Papers

Synaptic Noise Facilitates the Emergence of Self-Organized Criticality in the Caenorhabditis elegans Neuronal Network

2017-05-22

Avalanches with power-law distributed size parameters have been observed in neuronal networks. This observation might be a manifestation of the self-organized criticality (SOC). Yet, the physiological mechanicsm of this behavior is currently unknown. Describing synaptic noise as transmission failures mainly originating from the probabilistic nature of neurotransmitter release, this study investigates the potential of this noise as a mechanism for driving the functional architecture of the neuronal networks towards SOC. To this end, a simple finite state neuron model, with activity dependent and synapse specific failure probabilities, was built based on the known anatomical connectivity data of the nematode Ceanorhabditis elegans. Beginning from random values, it was observed that synaptic noise levels picked out a set of synapses and consequently an active subnetwork which generates power-law distributed neuronal avalanches. The findings of this study brings up the possibility that synaptic failures might be a component of physiological processes underlying SOC in neuronal networks.

📄 PDF Abstract BibTeX arXiv:1705.07998

Code (0)

등록된 구현이 없습니다.

Similar Papers 제목 키워드 기반

The principle of weight divergence facilitation for unsupervised pattern recognition in spiking neural networks

2021-04-20 · Oleg Nikitin, Olga Lukyanova, Alex Kunin

Parallels between the signal processing tasks and biological neurons lead to an understanding of the principles of self-organized optimization of input signal recognition. In the present paper, we discuss such similariti…

Effects of dynamic synapses on noise-delayed response latency of a single neuron

2015-09-28

Noise-delayed decay (NDD) phenomenon emerges when the first-spike latency of a periodically forced stochastic neuron exhibits a maximum for a particular range of noise intensity. Here, we investigate the latency response…

Stochastic Spike Synchronization in A Small-World Neural Network with Spike-Timing-Dependent Plasticity

2017-08-14

We consider the Watts-Strogatz small-world network consisting of subthreshold neurons which exhibit noise-induced spikings. This neuronal network has adaptive dynamic synaptic strengths governed by the spike-timing-depen…

Emergent Collective Reproduction via Evolving Neuronal Flocks

2024-09-20 · Nam H. Le, Richard Watson, Mike Levin, Chrys Buckley

This study facilitates the understanding of evolutionary transitions in individuality (ETIs) through a novel artificial life framework, named VitaNova, that intricately merges self-organization and natural selection to s…

Artificial Life

Short-term and spike-timing-dependent plasticities facilitate the formation of modular neural networks

2019-10-31

The brain has the phenomenal ability to reorganize itself by forming new connections among neurons and by pruning others. The so-called neural or brain plasticity facilitates the modification of brain structure and funct…