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Random fluctuations and synaptic plasticity enhance working memory activities in the neuron-astrocyte network
Zhuoheng Gao1, Liqing Wu1, Xin Zhao1
1School of Mathematics and Physics, China University of Geosciences, Wuhan, 430074 China.
Cognitive Neurodynamics
|May 3, 2024
Summary
Appropriate random fluctuations enhance neural information transfer and working memory. Too much randomness impairs signal transmission, but optimal levels improve memory performance and signal recovery in the brain.
Area of Science:
- Computational Neuroscience
- Neuroscience
- Systems Neuroscience
Background:
- Random fluctuations are inherent in biological systems.
- Appropriate randomness can facilitate neural information transfer and memory encoding.
- Understanding the role of noise in neural processing is crucial.
Purpose of the Study:
- To investigate the effects of intrinsic random fluctuations on working memory tasks.
- To analyze how a spiking neuron-astrocyte network model responds to varying noise intensities.
- To explore the interplay between noise, astrocyte filtering, and synaptic plasticity in memory.
Main Methods:
- Development of a modified spiking neuron-astrocyte network model.
- Inclusion of excitatory-inhibitory balance, synaptic plasticity, and external input noise.
- Analysis of memory performance, signal transmission, and image recovery under different noise levels.
Main Results:
- Astrocyte networks act as low-pass filters, reducing noise and improving image recovery.
- Optimal random fluctuation intensity enhances memory performance; excessive noise inhibits it.
- Synaptic plasticity stabilizes working memory by reducing neuronal firing rates and peaks.
Conclusions:
- Random fluctuations play a critical role in working memory and neural information processing.
- Astrocyte filtering and synaptic plasticity are key mechanisms for managing noise in neural networks.
- The study provides insights into optimizing neural information processing through controlled randomness.
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