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A Forgetting Memristive Spiking Neural Network for Pavlov Experiment

Publication ,  Journal Article
Chen, L; Li, C; Chen, Y
Published in: International Journal of Bifurcation and Chaos
June 15, 2018

In this paper, we designed a memristive spiking neural network (MSNN) to perform a fully functional Pavlov experiment. A memristor with forgetting effect is adopted to implement synapses while Izhikevich neurons are used for generating tonic spiking and tonic bursting signals. An asymmetric linear spiking time dependent plasticity (STDP) is naturally formed by taking into account the activation time difference between pre-synaptic neurons. Our design realizes associative, correcting, and forgetting processes without learning rule control modules. Moreover, an association will be enhanced if the activation time of two neurons is close enough, otherwise, all conditioned reflex associations will be weakened.

Duke Scholars

Published In

International Journal of Bifurcation and Chaos

DOI

ISSN

0218-1274

Publication Date

June 15, 2018

Volume

28

Issue

6

Related Subject Headings

  • Fluids & Plasmas
  • 4903 Numerical and computational mathematics
  • 4901 Applied mathematics
  • 0913 Mechanical Engineering
  • 0103 Numerical and Computational Mathematics
  • 0102 Applied Mathematics
 

Citation

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Chen, L., Li, C., & Chen, Y. (2018). A Forgetting Memristive Spiking Neural Network for Pavlov Experiment. International Journal of Bifurcation and Chaos, 28(6). https://doi.org/10.1142/S0218127418500803
Chen, L., C. Li, and Y. Chen. “A Forgetting Memristive Spiking Neural Network for Pavlov Experiment.” International Journal of Bifurcation and Chaos 28, no. 6 (June 15, 2018). https://doi.org/10.1142/S0218127418500803.
Chen L, Li C, Chen Y. A Forgetting Memristive Spiking Neural Network for Pavlov Experiment. International Journal of Bifurcation and Chaos. 2018 Jun 15;28(6).
Chen, L., et al. “A Forgetting Memristive Spiking Neural Network for Pavlov Experiment.” International Journal of Bifurcation and Chaos, vol. 28, no. 6, June 2018. Scopus, doi:10.1142/S0218127418500803.
Chen L, Li C, Chen Y. A Forgetting Memristive Spiking Neural Network for Pavlov Experiment. International Journal of Bifurcation and Chaos. 2018 Jun 15;28(6).
Journal cover image

Published In

International Journal of Bifurcation and Chaos

DOI

ISSN

0218-1274

Publication Date

June 15, 2018

Volume

28

Issue

6

Related Subject Headings

  • Fluids & Plasmas
  • 4903 Numerical and computational mathematics
  • 4901 Applied mathematics
  • 0913 Mechanical Engineering
  • 0103 Numerical and Computational Mathematics
  • 0102 Applied Mathematics