Using the bees algorithm with Kalman filtering to train an artificial neural network for pattern classification

被引：18
|
作者：
Pham, D. T. [1 ]
Darwish, A. Haj [1 ]
机构：
[1] Cardiff Univ, Mfg Engn Ctr, Cardiff CF24 3AA, S Glam, Wales
来源：
PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART I-JOURNAL OF SYSTEMS AND CONTROL ENGINEERING | 2010年 / 224卷 / I7期
关键词：
bees algorithm; fuzzy logic; Kalman filter; neural network; pattern classification; DESIGN;
D O I：
10.1243/09596518JSCE1004
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
The current paper presents the use of the bees algorithm with Kalman filtering to train a radial basis function (RBF) neural network. An enhanced fuzzy selection system has been developed to choose local search sites depending on the error and training accuracy of the RBF network. The paper provides comparative results obtained when applying RBF neural classifiers trained using the new bees algorithm, the original bees algorithm, and the conventional RBF procedure to an industrial pattern classification problem.
引用
收藏
页码：885 / 892
页数：8
相关论文
共 50 条
  • [21] Gene Expression Data Classification Using Artificial Neural Network Ensembles Based on Samples Filtering
    Chen, Wutao
    Lu, Huijuan
    Wang, Mingyi
    Fang, Cheng
    2009 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, VOL I, PROCEEDINGS, 2009, : 626 - +
  • [22] Pattern classification using polynomial neural network
    Misra, B. B.
    Satapathy, S. C.
    Biswal, B. N.
    Dash, P. K.
    Panda, G.
    2006 IEEE CONFERENCE ON CYBERNETICS AND INTELLIGENT SYSTEMS, VOLS 1 AND 2, 2006, : 677 - +
  • [23] Classification of Asthma Using Artificial Neural Network
    Badnjevic, A.
    Gurbeta, L.
    Cifirek, M.
    Maijanovic, D.
    2016 39TH INTERNATIONAL CONVENTION ON INFORMATION AND COMMUNICATION TECHNOLOGY, ELECTRONICS AND MICROELECTRONICS (MIPRO), 2016, : 387 - 390
  • [24] Eggplant classification using artificial neural network
    Saito, Y
    Hatanaka, T
    Uosaki, K
    Shigeto, K
    PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS 2003, VOLS 1-4, 2003, : 1013 - 1018
  • [25] Classification of coffee using artificial neural network
    Yip, DHF
    Yu, WWH
    1996 IEEE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION (ICEC '96), PROCEEDINGS OF, 1996, : 655 - 658
  • [26] Tajweed Classification Using Artificial Neural Network
    Ahmad, Fadzil
    Yahya, Saiful Zaimy
    Saad, Zuraidi
    Ahmad, Abdul Rahim
    2018 INTERNATIONAL CONFERENCE ON SMART APPLICATIONS, COMMUNICATIONS AND NETWORKING (SMARTNETS), 2018,
  • [27] Pattern synthesis for uniform linear array using genetic algorithm and artificial neural network
    Mengmeng He
    Zhi Zheng
    Wen-Qin Wang
    Zhenmei Kang
    Multidimensional Systems and Signal Processing, 2022, 33 : 263 - 273
  • [28] Pattern synthesis for uniform linear array using genetic algorithm and artificial neural network
    He, Mengmeng
    Zheng, Zhi
    Wang, Wen-Qin
    Kang, Zhenmei
    MULTIDIMENSIONAL SYSTEMS AND SIGNAL PROCESSING, 2022, 33 (02) : 263 - 273
  • [29] A Novel Neural Network Classifier Using Beetle Antennae Search Algorithm for Pattern Classification
    Wu, Qing
    Ma, Zheping
    Xu, Gang
    Li, Shuai
    Chen, Dechao
    IEEE ACCESS, 2019, 7 : 64686 - 64696
  • [30] Evolving Neural Network Ensembles Using Variable String Genetic Algorithm for Pattern Classification
    Fu, Xiaoyang
    Zhang, Shuqing
    2013 SIXTH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTATIONAL INTELLIGENCE (ICACI), 2013, : 81 - 85
12345