Feature Linking using Synchronized Responses in Chaotic Cellar Neural Networks for Visual Stimulus of Moving Objects

被引:3
作者
Yamaguchi, Akihiro [1 ]
Arakane, Satoshi [1 ]
Kubo, Masao [2 ]
机构
[1] Fukuoka Inst Technol, Dept Informat & Syst Engn, Higashi Ku, 3-30-1 Wajiro Higashi, Fukuoka 8110116, Japan
[2] Natl Def Acad Japan, Dept Comp Sci, 1-10-20 Hashirimizu, Yokosuka, Kanagawa 2398686, Japan
来源
JOURNAL OF ROBOTICS NETWORKING AND ARTIFICIAL LIFE | 2016年 / 2卷 / 04期
关键词
chaotic synchronization; neural coding; spike response model; feature linking;
D O I
10.2991/jrnal.2016.2.4.6
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
A feature-linking mechanism using the synchronized responses of neural assemblies was studied for chaotic cellar neural networks (Chaotic-CNN). Chaotic-CNNs consist of chaotic spike response neurons that show chaotic inter-spike-interval dynamics. In our scheme of feature linking, the features of the target objects are linked by the synchronized spike responses characterized by the temporal chaotic pattern of the spike sequence. In this paper, we analyze the synchronized spike responses invoked by the visual stimulus of moving bars. Consequently, the resulting neural assemblies have higher correlation for the visual stimulus of two bars moving in the same direction than in the opposite direction. We also discuss the possibility of feature linking using the chaotic synchronized responses.
引用
收藏
页码:230 / 233
页数:4
相关论文
共 9 条
[1]  
Eckhorn R., 1989, IJCNN: International Joint Conference on Neural Networks (Cat. No.89CH2765-6), P723, DOI 10.1109/IJCNN.1989.118659
[2]  
Fujiwara M., 2016, J ROBOTICS NETWORKIN, V2, P26
[3]  
Gerstner W., 2002, SPIKING NEURON MODEL, P1
[4]   OSCILLATORY RESPONSES IN CAT VISUAL-CORTEX EXHIBIT INTER-COLUMNAR SYNCHRONIZATION WHICH REFLECTS GLOBAL STIMULUS PROPERTIES [J].
GRAY, CM ;
KONIG, P ;
ENGEL, AK ;
SINGER, W .
NATURE, 1989, 338 (6213) :334-337
[5]   The Bifurcating Neuron Network I [J].
Lee, G ;
Farhat, NH .
NEURAL NETWORKS, 2001, 14 (01) :115-131
[6]  
Yamaguchi A, 2014, FUKUOKA I TECHNOLOGY, V25, P1
[7]  
Yamaguchi A, 2013, FUKUOKA I TECHNOLOGY, V24, P1
[8]  
Yamaguchi A., 2000, IEICE TECH REP, V99, p[NC99, 15]
[9]  
Yamaguti Y., 2002, IEICE TECH REP, V101, P127