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Memristor crossbar-based unsupervised image learning

Publication ,  Journal Article
Chen, L; Li, C; Huang, T; Chen, Y; Wang, X
Published in: Neural Computing and Applications
August 1, 2014

This letter presents a new memristor crossbar array system and demonstrates its applications in image learning. The controlled pulse and image overlay technique are introduced for the programming of memristor crossbars and promising a better performance for noise reduction. The time-slot technique is helpful for improving the processing speed of image. Simulink and numerical simulations have been employed to demonstrate the useful applications of the proposed circuit structure in image learning.

Duke Scholars

Published In

Neural Computing and Applications

DOI

EISSN

1433-3058

ISSN

0941-0643

Publication Date

August 1, 2014

Volume

25

Issue

2

Start / End Page

393 / 400

Related Subject Headings

  • Artificial Intelligence & Image Processing
  • 4611 Machine learning
  • 4603 Computer vision and multimedia computation
  • 4602 Artificial intelligence
  • 1702 Cognitive Sciences
  • 0906 Electrical and Electronic Engineering
  • 0801 Artificial Intelligence and Image Processing
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Chen, L., Li, C., Huang, T., Chen, Y., & Wang, X. (2014). Memristor crossbar-based unsupervised image learning. Neural Computing and Applications, 25(2), 393–400. https://doi.org/10.1007/s00521-013-1501-0
Chen, L., C. Li, T. Huang, Y. Chen, and X. Wang. “Memristor crossbar-based unsupervised image learning.” Neural Computing and Applications 25, no. 2 (August 1, 2014): 393–400. https://doi.org/10.1007/s00521-013-1501-0.
Chen L, Li C, Huang T, Chen Y, Wang X. Memristor crossbar-based unsupervised image learning. Neural Computing and Applications. 2014 Aug 1;25(2):393–400.
Chen, L., et al. “Memristor crossbar-based unsupervised image learning.” Neural Computing and Applications, vol. 25, no. 2, Aug. 2014, pp. 393–400. Scopus, doi:10.1007/s00521-013-1501-0.
Chen L, Li C, Huang T, Chen Y, Wang X. Memristor crossbar-based unsupervised image learning. Neural Computing and Applications. 2014 Aug 1;25(2):393–400.
Journal cover image

Published In

Neural Computing and Applications

DOI

EISSN

1433-3058

ISSN

0941-0643

Publication Date

August 1, 2014

Volume

25

Issue

2

Start / End Page

393 / 400

Related Subject Headings

  • Artificial Intelligence & Image Processing
  • 4611 Machine learning
  • 4603 Computer vision and multimedia computation
  • 4602 Artificial intelligence
  • 1702 Cognitive Sciences
  • 0906 Electrical and Electronic Engineering
  • 0801 Artificial Intelligence and Image Processing