An Artificial Neural Network based on Izhikevich Neuron Model

被引:0
|
作者
Taherkhani, Katayoon [1 ]
Shoorehdeli, Mahdi Aliyari [1 ]
机构
[1] KN Toosi Univ Technol, Fac Elect & Comp Engn, Tehran, Iran
关键词
SPIKING NEURONS;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In the recent years, artificial neural network have been used to improvement of system identification. The performance of neural network directly depends on the hidden layer, which include weights and activation functions of the network. In addition Genetic Algorithms are used to learn of neural network as a type of evolutionary computing algorithms. In this paper, the structure of hidden layers and weights are modified by using biological neuron model of Izhikevich. These two methods, Genetic Algorithms and biological model of neuron, merge together for designing a novel structure.
引用
收藏
页码:807 / 811
页数:5
相关论文
共 50 条
  • [41] The Synchronization and Associative Memory of Izhikevich Neural Network
    Zhang, Wei
    Qiao, Qingli
    Zheng, Xuyuan
    Tian, Xin
    ADVANCES IN COGNITIVE NEURODYNAMICS, PROCEEDINGS, 2008, : 237 - 242
  • [42] Neural network learning with generalized-mean based neuron model
    R. N. Yadav
    Prem K. Kalra
    Joseph John
    Soft Computing, 2006, 10 : 257 - 263
  • [43] A Spiking Neural Network Based on the Model of VO2-Neuron
    Belyaev, Maksim
    Velichko, Andrei
    ELECTRONICS, 2019, 8 (10)
  • [44] Neural network learning with generalized-mean based neuron model
    Yadav, RN
    Kalra, PK
    John, J
    SOFT COMPUTING, 2006, 10 (03) : 257 - 263
  • [45] The design and simulation of OTA-based neuron model for artificial neural networks
    Alci, M
    Tokmakci, M
    Kilic, R
    PROCEEDINGS OF THE 1998 2ND INTERNATIONAL CONFERENCE BIOMEDICAL ENGINEERING DAYS, 1998, : 51 - 53
  • [46] A novel solid neuron-network chip based on both biological and artificial neural network theories
    Liu, ZH
    Wang, ZH
    Li, GL
    Yu, ZP
    ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 1, PROCEEDINGS, 2005, 3496 : 479 - 484
  • [47] Biological Restraint on the Izhikevich Neuron Model Essential for Seizure Modeling
    Strack, Beata
    Jacobs, Kimberle M.
    Cios, Krzysztof J.
    2013 6TH INTERNATIONAL IEEE/EMBS CONFERENCE ON NEURAL ENGINEERING (NER), 2013, : 395 - 398
  • [48] A Hybrid Fuzzy Time Series Approach Based on Fuzzy Clustering and Artificial Neural Network with Single Multiplicative Neuron Model
    Yolcu, Ozge Cagcag
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2013, 2013
  • [49] An Efficient Spiking Neuron Hardware System Based on the Hardware-Oriented Modified Izhikevich Neuron (HOMIN) Model
    Leigh, Alexander J.
    Mirhassani, Mitra
    Muscedere, Roberto
    2020 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2020,
  • [50] Chaotic Resonance in Typical Routes to Chaos in the Izhikevich Neuron Model
    Nobukawa, Sou
    Nishimura, Haruhiko
    Yamanishi, Teruya
    SCIENTIFIC REPORTS, 2017, 7