System identification with hybrid Elman network

被引:3
|
作者
Meral, M [1 ]
Sengör, NS [1 ]
机构
[1] Istanbul Tech Univ, Bilgisayar Bilimleri Bolumu, TR-80626 Istanbul, Turkey
关键词
D O I
10.1109/SIU.2004.1338262
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 a hybrid Elman network containing radial basis functions in its hidden layer is suggested for dynamic and chaotic system identification. Both Elman network and feedforward networks with radial basis functions are being successfully used in system identification. Here it is shown that a hybrid Elman network with radial basis functions gives better performance than simple Elman network in chaotic system identification applications.
引用
收藏
页码:80 / 83
页数:4
相关论文
共 50 条
  • [1] Elman network with embedded memory for system identification
    Department of Industrial Electronics, Kayseri Vocational High School, Erciyes University, 38039, Kayseri, Turkey
    不详
    J. Inf. Sci. Eng., 2006, 6 (1555-1568):
  • [2] Elman network with embedded memory for system identification
    Kalinli, Adem
    Sagiroglu, Seref
    JOURNAL OF INFORMATION SCIENCE AND ENGINEERING, 2006, 22 (06) : 1555 - 1568
  • [3] System identification of PEM fuel cells using an improved Elman neural network and a new hybrid optimization algorithm
    Yu, Dongmin
    Wang, Yong
    Liu, Huanan
    Jermsittiparsert, Kittisak
    Razmjooy, Navid
    ENERGY REPORTS, 2019, 5 : 1365 - 1374
  • [4] A Hybrid Intelligent System Integrating the Cascade Forward Neural Network with Elman Neural Network
    Mutasem Sh. Alkhasawneh
    Lea Tien Tay
    Arabian Journal for Science and Engineering, 2018, 43 : 6737 - 6749
  • [5] A Hybrid Intelligent System Integrating the Cascade Forward Neural Network with Elman Neural Network
    Alkhasawneh, Mutasem Sh.
    Tay, Lea Tien
    ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2018, 43 (12) : 6737 - 6749
  • [6] Model Identification of Boiler Combustion System Based on the Modified ELMAN Network
    Zhang Ruo-gu
    Peng Yu-ning
    Xie Yi-fei
    Huang Zhang-ming
    MECHATRONICS ENGINEERING, COMPUTING AND INFORMATION TECHNOLOGY, 2014, 556-562 : 4491 - 4495
  • [7] Modified Elman Spike Neural Network for Identification and Control of Dynamic System
    Al-Jamali, Nadia Adnan Shiltagh
    Al-Raweshidy, Hamed S.
    IEEE ACCESS, 2020, 8 (08): : 61246 - 61254
  • [8] Simulated annealing algorithm-based Elman network for dynamic system identification
    Kalinli, Adem
    TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2012, 20 (04) : 569 - 582
  • [9] Fuzzy Elman Wavelet Network: Applications to function approximation, system identification, and power system control
    Sheikhlar, Zahra
    Hedayati, Mahdi
    Tafti, Abdolreza Dehghani
    Farahani, Hassan Feshki
    INFORMATION SCIENCES, 2022, 583 : 306 - 331
  • [10] Identification of PMSM Based on EKF and Elman Neural Network
    Wang Song
    Shi Shuang-shuang
    Chen Chao
    Yang Gang
    Qu Zhi-jian
    2009 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS ( ICAL 2009), VOLS 1-3, 2009, : 1459 - +