Discrete Modeling of Multi-transmitter Neural Networks with Neuronal Competition

被引:3
作者
Bazenkov, Nikolay [1 ]
Dyakonova, Varvara [2 ]
Kuznetsov, Oleg [1 ]
Sakharov, Dmitri [2 ]
Vorontsov, Dmitry [2 ]
Zhilyakova, Liudmila [1 ]
机构
[1] RAS, Trapeznikov Inst Control Sci, Moscow, Russia
[2] RAS, Koltzov Inst Dev Biol, Moscow, Russia
来源
BIOLOGICALLY INSPIRED COGNITIVE ARCHITECTURES (BICA) FOR YOUNG SCIENTISTS | 2018年 / 636卷
关键词
Discrete dynamics; Multitransmitter neuronal system; Neurotransmitters; Neuromodulation; Central Pattern Generator; CENTRAL PATTERN GENERATOR; CIRCUIT;
D O I
10.1007/978-3-319-63940-6_2
中图分类号
B84 [心理学]; C [社会科学总论]; Q98 [人类学];
学科分类号
03 ; 0303 ; 030303 ; 04 ; 0402 ;
摘要
We propose a novel discrete model of central pattern generators (CPG), neuronal ensembles generating rhythmic activity. The model emphasizes the role of nonsynaptic interactions and the diversity of electrical properties in nervous systems. Neurons in the model release different neurotransmitters into the shared extracellular space (ECS) so each neuron with the appropriate set of receptors can receive signals from other neurons. We consider neurons, differing in their electrical activity, represented as finite-state machines functioning in discrete time steps. Discrete modeling is aimed to provide a computationally tractable and compact explanation of rhythmic pattern generation in nervous systems. The important feature of the model is the introduced mechanism of neuronal competition which is shown to be responsible for the generation of proper rhythms. The model is illustrated with an example of the well-studied feeding network of a pond snail. Future research will focus on the neuromodulatory effects ubiquitous in CPG networks and the whole nervous systems.
引用
收藏
页码:10 / 16
页数:7
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