Exploration of a mechanism to form bionic, self-growing and self-organizing neural network

被引:1
|
作者
Yang, Xu [1 ]
Liu, Guo [1 ]
Deng, Songgaojun [1 ]
Wei, Zichao [1 ]
He, Hu [2 ]
Shang, Yingjie [2 ]
Deng, Ning [2 ]
机构
[1] Beijing Inst Technol, Sch Software, Beijing 100081, Peoples R China
[2] Tsinghua Univ, Inst Microelect, Beijing 100084, Peoples R China
基金
中国国家自然科学基金;
关键词
Neural network; FPGA; Parallel processing;
D O I
10.1007/s10462-018-9626-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Complex biological neural network is the result of long term evolution. The changes in the external environment will prompt the neural network to change its own structure. In this work, we try to build a bionic method to form self-growing and self-organizing neural networks. We have presented method for connection growing, verification and optimization. Paralleled way to simulate this process has also been presented in this work, using CPU + GPU style. We built a simulation platform to verify and test our methods. We conducted a series of experiments, to verify our method, and also to testify the ability of our algorithm. Results show that our method could generate neural network that could be helpful in detecting moving target.
引用
收藏
页码:585 / 605
页数:21
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