Multi-Layer Perceptron with positive and negative pulse glial chain for solving two-spirals problem
Multi-Layer Perceptron with positive and negative pulse glial chain for solving two-spirals problem
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DOI：
10.1109/ijcnn.2012.6252725
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发表时间：
2012-06
期刊：
影响因子：
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通讯作者：
C. Ikuta;Y. Uwate;Y. Nishio
中科院分区：
文献类型：
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作者：
C. Ikuta;Y. Uwate;Y. Nishio
神经胶质细胞是存在于大脑中的神经细胞。大脑是由胶质细胞和神经元的关系组成的。通过离子浓度，神经胶质细胞将信号传递给神经元和邻近的神经胶质细胞。本研究从生物胶质细胞的特点出发，提出了正负脉冲胶质链的MLP，将其加入到正负脉冲胶质链中。在正脉冲和负脉冲胶质链中，胶质细胞与神经元一一相连。当胶质细胞被连接的神经元的输出兴奋时，胶质细胞会产生脉冲。如果连接的神经元有大量的输出，胶质细胞产生正脉冲。此外，如果连接的神经元有少量的输出，胶质细胞产生负脉冲。正脉冲和负脉冲传播到连接的神经元和邻近的胶质细胞。我们认为正脉冲和负脉冲胶质链给出了同一层神经元的位置关系。通过求解一个双螺旋问题（TSP），我们证实了所提出的MLP具有更好的学习性能和推广能力比传统的MLP。
A glia is a nervous cell existing in a brain. The brain is composed of the relationship with glias and neurons. By an ion concentration, the glia transmits signal to neurons and neighboring glias. In this study, we propose the MLP with positive and negative pulse glial chain which is inspired from features of the biological glia.We add the MLP to the positive and negative pulse glial chain. In the positive and negative pulse glial chain, the glias are connected to the neurons one by one. The glia generates pulse when the glia is excited by the connected neuron's output. If the connected neuron has large amount of output, the glia generates positive pulse. Moreover, if the connected neuron has small amount of output, the glia generates the negative pulse. The positive and negative pulse are propagated to the connected neuron and neighboring glias. We consider that the positive and negative pulse glial chain give the relationships of position of neurons in a same layer. By solving a Two-Spirals Problem (TSP), we confirm that the proposed MLP has better a learning performance and a generalization capability than the conventional MLP.