Spiking Neural P Systems with Astrocytes

被引:115
|
作者
Pan, Linqiang [1 ]
Wang, Jun [1 ,2 ]
Hoogeboom, Hendrik Jan [2 ]
机构
[1] Huazhong Univ Sci & Technol, Key Lab Image Proc & Intelligent Control, Dept Control Sci & Engn, Wuhan 430074, Hubei, Peoples R China
[2] Leiden Univ, Leiden Inst Adv Comp Sci, NL-2333 CA Leiden, Netherlands
基金
中国国家自然科学基金;
关键词
COMMUNICATION;
D O I
10.1162/NECO_a_00238
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In a biological nervous system, astrocytes play an important role in the functioning and interaction of neurons, and astrocytes have excitatory and inhibitory influence on synapses. In this work, with this biological inspiration, a class of computation devices that consist of neurons and astrocytes is introduced, called spiking neural P systems with astrocytes (SNPA systems). The computation power of SNPA systems is investigated. It is proved that SNPA systems with simple neurons (all neurons have the same rule, one per neuron, of a very simple form) are Turing universal in both generative and accepting modes. If a bound is given on the number of spikes present in any neuron along a computation, then the computation power of SNPA systems is diminished. In this case, a characterization of semilinear sets of numbers is obtained.
引用
收藏
页码:805 / 825
页数:21
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