Parallel learning evolutionary algorithm based on neural network ensemble

被引：0
|
作者：
Xiao, Sha [1 ]
Yu, Dong [1 ]
Li, Yibin [1 ]
机构：
[1] Shandong Univ, Sch Control Sci & Engn, Jinan, Shandong Prov, Peoples R China
来源：
2006 IEEE INTERNATIONAL CONFERENCE ON INFORMATION ACQUISITION, VOLS 1 AND 2, CONFERENCE PROCEEDINGS | 2006年
关键词：
neural network ensemble; evolutionary algorithm; parallel;
D O I：
10.1109/ICIA.2006.305824
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
A new parallel evolutionary algorithm based on neural network (NN) ensemble is proposed for mobile robots. The robot controller has a reconfigurable structure with user-defined sensor suite, which corresponds to a typical network. NN ensemble is evolved to optimize the optimal sub-networks including both learning rules and combining weights dynamically. The experiment results show that the genetic algorithm based NN ensemble has stronger evolutionary capacity and higher learning efficiency of parallelism compared with the general genetic algorithm.
引用
收藏
页码：70 / 74
页数：5
相关论文
共 50 条
  • [21] Tri-training Based on Neural Network Ensemble Algorithm
    Zhang, Xiaojie
    Bai, Bendu
    Li, Ying
    [J]. INTELLIGENT SCIENCE AND INTELLIGENT DATA ENGINEERING, ISCIDE 2011, 2012, 7202 : 43 - 49
  • [22] Feedforward neural network based on ensemble evolutionary algorithm with self-adaptive strategy and parameter for intrusion detection
    Xue, Yu
    Tang, Tao
    Liu, Alex X.
    [J]. International Journal of Wireless and Mobile Computing, 2019, 17 (02): : 202 - 211
  • [23] An Ensemble Classification Algorithm for Convolutional Neural Network based on AdaBoost
    Yang, Shuo
    Chen, Li-Fang
    Yan, Tao
    Zhao, Yun-Hao
    Fan, Ye-Jia
    [J]. 2017 16TH IEEE/ACIS INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION SCIENCE (ICIS 2017), 2017, : 401 - 406
  • [24] Ant colony algorithm based selective neural network ensemble
    Chen, Chuan
    Chen, Youqing
    [J]. DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2006, 13 : 312 - 315
  • [25] Integrated neural network ensemble algorithm based on clustering technology
    Liu, Bingjie
    Hu, Changhua
    [J]. NEURAL INFORMATION PROCESSING, PT 1, PROCEEDINGS, 2006, 4232 : 718 - 726
  • [26] Adaptive neural network ensemble algorithm
    Liu, Bingjie
    Hu, Changhua
    [J]. WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 2718 - +
  • [27] Evolutionary neural network learning
    Rocha, M
    Cortez, P
    Neves, J
    [J]. PROGRESS IN ARTIFICIAL INTELLIGENCE-B, 2003, 2902 : 24 - 28
  • [28] A tabu based neural network learning algorithm
    Ye, Jian
    Qiao, Junfei
    Li, Ming-ai
    Ruan, Xiaogang
    [J]. NEUROCOMPUTING, 2007, 70 (4-6) : 875 - 882
  • [29] Evolutionary learning of fuzzy neural network using a modified genetic algorithm
    Seng, KP
    Tse, KM
    [J]. DESIGN AND APPLICATION OF HYBRID INTELLIGENT SYSTEMS, 2003, 104 : 175 - 181
  • [30] Evolutionary Neural Network Based on New Ant Colony Algorithm
    Wei, Gao
    [J]. PROCEEDINGS OF THE 2008 INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN, VOL 1, 2008, : 318 - 321
12345