Neural Network Control over Operation Accuracy of Memristor-Based Hardware

被引：19
作者：
Danilin, S. N. [1 ]
Shchanikov, S. A.
机构：
[1] Vladimir State Univ, Murom Inst, Dept CAD Syst, Murom, Russia
来源：
2015 INTERNATIONAL CONFERENCE ON MECHANICAL ENGINEERING, AUTOMATION AND CONTROL SYSTEMS (MEACS) | 2015年
关键词：
control and measuring systems; artificial neural networks; operation accuracy; memristor; memristive systems;
D O I：
10.1109/meacs.2015.7414916
中图分类号：
TH [机械、仪表工业];
学科分类号：
0802 ;
摘要：
A general approach to controlling the operation accuracy of memristor-based hardware (MBH) is proposed herein. The following approach is based on application of the neural network algorithms, which make it possible to register the excess of the allowed inaccuracy level of signal processing in MBH. The artificial neural networks of radial basis functions meant to control the level of additive noises of pulse frequency modulated signals in MBH have been designed and studied. The results of practical application of the deigned algorithms are shown herein.
引用
收藏
页数：5
相关论文
共 13 条
  • [1] Memristor Bridge Synapse-Based Neural Network and Its Learning
    Adhikari, Shyam Prasad
    Yang, Changju
    Kim, Hyongsuk
    Chua, Leon O.
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2012, 23 (09) : 1426 - 1435
  • [2] Neural Network Control over Operation Accuracy of Memristor-Based Hardware
    Danilin, S. N.
    Shchanikov, S. A.
    [J]. 2015 INTERNATIONAL CONFERENCE ON MECHANICAL ENGINEERING, AUTOMATION AND CONTROL SYSTEMS (MEACS), 2015,
  • [3] Numerical Simulation of Neural Network Components of Controlling and Measuring Systems
    Danilin, S. N.
    Makarov, M. V.
    Shchanikov, S. A.
    [J]. 2014 INTERNATIONAL CONFERENCE ON MECHANICAL ENGINEERING, AUTOMATION AND CONTROL SYSTEMS (MEACS), 2014,
  • [4] Design of Artificial Neural Networks With a Specified Quality of Functioning
    Danilin, S. N.
    Makarov, M. V.
    Shchanikov, S. A.
    [J]. 2014 INTERNATIONAL CONFERENCE ON ENGINEERING AND TELECOMMUNICATION (EN&T 2014), 2014, : 67 - 71
  • [5] Danilin SN, 2014, 2014 24TH INTERNATIONAL CRIMEAN CONFERENCE MICROWAVE & TELECOMMUNICATION TECHNOLOGY (CRIMICO), P318, DOI 10.1109/CRMICO.2014.6959412
  • [6] Danilin SN, 2014, 2014 24TH INTERNATIONAL CRIMEAN CONFERENCE MICROWAVE & TELECOMMUNICATION TECHNOLOGY (CRIMICO), P320, DOI 10.1109/CRMICO.2014.6959413
  • [7] Galushkin AI, 2014, 2014 24TH INTERNATIONAL CRIMEAN CONFERENCE MICROWAVE & TELECOMMUNICATION TECHNOLOGY (CRIMICO), P328, DOI 10.1109/CRMICO.2014.6959416
  • [8] Galushkin A.I., 2007, NEURAL NETWORK, P1
  • [9] Neural Networks Realizations Using Memristors
    Galushkin, Alexander
    [J]. 2014 INTERNATIONAL CONFERENCE ON ENGINEERING AND TELECOMMUNICATION (EN&T 2014), 2014, : 77 - 81
  • [10] Fisetin Inhibits Hyperglycemia-Induced Proinflammatory Cytokine Production by Epigenetic Mechanisms
    Kim, Hye Joo
    Kim, Seong Hwan
    Yun, Jung-Mi
    [J]. EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE, 2012, 2012
12