A Novel Method of Neural Network Optimized Design Based on Biologic Mechanism

被引:0
|
作者
Ding Xiaoling [1 ]
Shen Jin [1 ]
Fei Luo [2 ]
机构
[1] Hunan Univ Commerce, Sch Comp & Elect Engn, Changsha 410205, Hunan, Peoples R China
[2] South Univ Tech, Sch Comp, Guangzhou 510092, Guangdong, Peoples R China
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Optimized design of neural network based on biologic immune modulated symbiotic evolution (BIM) is proposed, which combines with the adjustment of antibody of immune modulated theory so as to keep the individual diversity. With combining evolved intergrowth algorithm and density of immune principle suppress modulation mechanism together, system shortens the individual's length of code and lightened the calculating amount by solving the evolution of the colony to the neuron part, eliminates the premature convergence effectively. Meanwhile, system adopts the improved immune adjustment algorithm, which improved the variety of the colony availably. The neuron that produced in the colony in this way can get and realize the network quickly. The results of simulation experiment which applies in system of the two stands reversing tandem cold mill show that this method is applied to the complicated climate, it has good capabilities of convergence and capability of resisting disturbance.
引用
收藏
页码:331 / +
页数:2
相关论文
共 50 条
  • [41] Design of LDMOS Device Modeling Method Based on Neural Network
    Liu, Teng
    Wen, Tianlong
    Zhang, Wentong
    He, Nailong
    Zhang, Sen
    Song, Hua
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2022, 2022
  • [42] A novel data mining classification method based on neural network
    Tang, Zhihang
    Li, Rongjun
    Journal of Computational Information Systems, 2010, 6 (04): : 1069 - 1076
  • [43] Novel Network IDS in Cloud Environment Based on Optimized BP Neural Network Using Genetic Algorithm
    Chiba, Zouhair
    Abghour, Noreddine
    Moussaid, Khalid
    El Omri, Amina
    Rida, Mohamed
    PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON SMART CITY APPLICATIONS (SCA'18), 2018,
  • [44] A novel method based on convolutional neural network for malaria diagnosis
    Hu, Junhua
    Liu, Jie
    Liang, Pei
    Li, Bo
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2020, 39 (05) : 7961 - 7976
  • [45] A novel fingerprint recognition method based on a Siamese neural network
    Li, Zihao
    Wang, Yizhi
    Yang, Zhong
    Tian, Xiaomin
    Zhai, Lixin
    Wu, Xiao
    Yu, Jianpeng
    Gu, Shanshan
    Huang, Lingyi
    Zhang, Yang
    JOURNAL OF INTELLIGENT SYSTEMS, 2022, 31 (01) : 690 - 705
  • [46] Novel forecasting method based on grey theory and neural network
    Wang, Cheng
    Liao, Xiaoyong
    ADVANCED INTELLIGENT COMPUTING THEORIES AND APPLICATIONS, PROCEEDINGS: WITH ASPECTS OF ARTIFICIAL INTELLIGENCE, 2007, 4682 : 130 - 136
  • [47] Intelligent Design Model of Urban Landscape Space Based on Optimized BP Neural Network
    Wu, Guoping
    Miao, Yihua
    Wang, Fang
    JOURNAL OF SENSORS, 2022, 2022
  • [48] Genetically Optimized BP Neural Network Based Alkali Inspired Material Proportioning Design
    Mei, Zijun
    Wei, Wei
    Ding, Yongjie
    Mei, Jiang
    Mei, Yilang
    13TH INTERNATIONAL CONFERENCE ON ROAD AND AIRFIELD PAVEMENT TECHNOLOGY 2023, 2023, : 106 - 118
  • [49] The Optimized Design and Application of Intelligent SootBlowing System Based on Cleaning Coefficient and Neural Network
    Cui, Xiuzheng
    Zheng, Yafeng
    SUSTAINABLE DEVELOPMENT OF NATURAL RESOURCES, PTS 1-3, 2013, 616-618 : 545 - 548
  • [50] Design of a novel quantum neural network
    Niu, Xu-Feng
    Ma, Wen-Ping
    LASER PHYSICS LETTERS, 2020, 17 (10)