Prediction of dynamics of chaotic Chua's circuit with artificial neural network

被引:0
|
作者
Dalkiran, Ilker [1 ]
Dalkiran, Fatma Y. [2 ]
Danisman, Kenan [1 ]
Kilic, Recai [1 ]
机构
[1] Erciyes Univ, Fak Elekt Elekt Muh, TR-38039 Kayseri, Turkey
[2] Erciyes Univ, TR-38039 Kayseri, Turkey
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
In this paper prediction of dynamics of chaotic Chua's circuit is made using artificial neural networks (ANN). The required data set to train and test the ANN were obtained with numerical analyzes of state equations of Chua's circuit. It is obviously seen that the predicted dynamics at the out of the ANN are similar with circuit dynamics. Without any necessity to system parameters and initial states which are required for Chua's circuit that presents chaotic behavior, an ANN based chaotic signal generator can be designed using this paper.
引用
收藏
页码:684 / +
页数:2
相关论文
共 50 条
  • [1] Artificial Neural Network Modelling of Rossler's And Chua's Chaotic systems
    Sunny, Jobin
    Schmitz, Jesse
    Zhang, Lei
    2018 IEEE CANADIAN CONFERENCE ON ELECTRICAL & COMPUTER ENGINEERING (CCECE), 2018,
  • [2] Chaotic dynamics and coexisting attractors in a modified Chua's circuit
    Physics Department, Aristotle University of Thessaloniki, Thessaloniki 54124, Greece
    WSEAS Trans. Circuits Syst., 2006, 11 (1640-1646):
  • [3] Analysis of Chaotic Dynamics of Chua's Circuit with lncosh Nonlinearity
    Kocaoglu, Aykut
    Karal, Omer
    Guzelis, Cuneyt
    2013 8TH INTERNATIONAL CONFERENCE ON ELECTRICAL AND ELECTRONICS ENGINEERING (ELECO), 2013, : 329 - 331
  • [4] Chaotic behavior learning of Chua's circuit
    孙建成
    Chinese Physics B, 2012, 21 (10) : 141 - 147
  • [5] Ghost resonance in the chaotic Chua's circuit
    Gomes, I.
    Vermelho, M. V. D.
    Lyra, M. L.
    PHYSICAL REVIEW E, 2012, 85 (05):
  • [6] Analysis of Chua's dual chaotic circuit
    Liu, CX
    ACTA PHYSICA SINICA, 2002, 51 (06) : 1198 - 1202
  • [7] Chua's Circuit A Paradigm of Chaotic Systems
    Prakash, V. Satya
    RESONANCE-JOURNAL OF SCIENCE EDUCATION, 2020, 25 (12): : 1721 - 1730
  • [8] COEXISTING CHAOTIC ATTRACTORS IN CHUA'S CIRCUIT
    Lozi, Rene
    Ushiki, Shigehiro
    INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 1991, 1 (04): : 923 - 926
  • [9] Chaotic behavior learning of Chua's circuit
    Sun Jian-Cheng
    CHINESE PHYSICS B, 2012, 21 (10)
  • [10] First Quadrant Chua Diode I-V Characteristic and Its Chaotic Dynamics in Chua's Circuit
    Coleman, Troy
    Wey, Todd
    2020 IEEE 63RD INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS (MWSCAS), 2020, : 738 - 741