Emergence of Neuronal Groups on a Self-Organized Spiking Neurons Network Based on Genetic Algorithm

机译：基于遗传算法的自组织尖峰神经元网络中神经元群的出现

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Based on the Theory of Neuronal Group Selection (TNGS), proposed by Edelman, a network composed of one hundred Izhikevich spiking neurons is analyzed. In this study, a genetic algorithm is used to estimate the Izhikevich neuron model parameters in order to enable the self-organization of a neural network into a cluster of tightly coupled neural cells which fire and oscillate in synchrony at a predefined frequency.

机译：基于由Edelman提出的神经元群选择（TNG）的理论，分析了由一百个Izhikevich尖峰神经元组成的网络。在该研究中，遗传算法用于估计IzhikeVich神经元模型参数，以使神经网络的自组织能够以预定义的频率在同步振荡和振荡的紧密耦合神经单元集群中。

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《2010 Eleventh Brazilian Symposium on Neural Networks》|2010年|p.43-48|共6页
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Soares Gabriela E.; Borges Henrique E.; Gomes Rogerio M.; Oliveira Geraldo M. C.;
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正文语种
中图分类人工神经网络与计算;
关键词
genetic algorithm; neural networks; spiking neuron;

机译：遗传算法;神经网络;尖峰神经元;

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专利

1. 基于遗传自组织神经元网络的可见光与热红外遥感数据融合方法 [J] . 王崇倡, 杨贵军, 马振力, 地球空间信息科学学报（英文版） . 2009,第004期
2. Emergence of synchronicity in a self-organizing spiking neuron network: an approach via genetic algorithms [J] . Gabriela E. Soares, Henrique E. Borges, Rogerio M. Gomes, Natural Computing . 2012,第3期

机译：自组织尖峰神经元网络中同步性的出现：通过遗传算法的一种方法
3. Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks III: Partially connected neurons driven by spontaneous activity [J] . Gilson M, Burkitt AN, Grayden DB, Biological Cybernetics: Communication and Control in Organisms and Automata: = Nachrichtenubertragung, Nachrichtenverarbeitung, Steuerung und Regelung in Organismen und in Automaten . 2009,第5a6期

机译：复发性神经元网络中由于穗定时依赖的可塑性引起的网络结构的出现III：由自发活动驱动的部分连接的神经元
4. Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks III: Partially connected neurons driven by spontaneous activity [J] . Matthieu Gilson, Anthony N. Burkitt, David B. Grayden, Biological Cybernetics . 2009,第5a6期

机译：复发性神经元网络中由于穗定时依赖的可塑性引起的网络结构的出现III：由自发活动驱动的部分连接的神经元
5. Emergence of Neuronal Groups on a Self-Organized Spiking Neurons Network Based on Genetic Algorithm [C] . Soares Gabriela E., Borges Henrique E., Gomes Rogerio M., Brazilian Symposium on Neural Networks . 2010

机译：基于遗传算法的自组织尖刺神经元网络中神经元基团的出现
6. Indirect Training Algorithms for Spiking Neural Networks based on Spiking Timing Dependent Plasticity and Their Applications. [D] . Zhang, Xu. 2017

机译：基于尖峰时序相关可塑性的尖峰神经网络间接训练算法及其应用。
7. Uncovering Neuronal Networks Defined by Consistent Between-Neuron Spike Timing from Neuronal Spike Recordings [O] . Roemer van der Meij, Bradley Voytek 2018

机译：从神经元峰值记录中发现一致的Neuron峰值定时定义的神经元网络
8. Self-Organized Supercriticality and Oscillations in Networks of Stochastic Spiking Neurons [O] . Ariadne A. Costa, Ludmila Brochini, Osame Kinouchi 2017

机译：随机尖峰神经元网络中的自组织超临界和振荡

Emergence of Neuronal Groups on a Self-Organized Spiking Neurons Network Based on Genetic Algorithm

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