Published April 1, 2012
| Version v1
Journal article
Delayed switching applied to memristor neural networks
- 1. Future Computing Group, School of Computing, University of Kent, Canterbury (United Kingdom)
- 2. School of Computer Science, University of Hertfordshire, Hatfield (United Kingdom)
- 3. Xyratex, Havant (United Kingdom)
- 4. Department of Computing, Imperial College, London (United Kingdom)
- 5. CERN, Geneva (Switzerland)
Description
Magnetic flux and electric charge are linked in a memristor. We reported recently that a memristor has a peculiar effect in which the switching takes place with a time delay because a memristor possesses a certain inertia. This effect was named the ''delayed switching effect.'' In this work, we elaborate on the importance of delayed switching in a brain-like computer using memristor neural networks. The effect is used to control the switching of a memristor synapse between two neurons that fire together (the Hebbian rule). A theoretical formula is found, and the design is verified by a simulation. We have also built an experimental setup consisting of electronic memristive synapses and electronic neurons.
Additional details
Identifiers
- DOI
- 10.1063/1.3672409;
Publishing Information
- Journal Title
- Journal of Applied Physics
- Journal Volume
- 111
- Journal Issue
- 7
- Journal Page Range
- p. 07E317-07E317.3
- ISSN
- 0021-8979
- CODEN
- JAPIAU
Conference
- Title
- 55. annual conference on magnetism and magnetic materials
- Dates
- 14-18 Nov 2010
- Place
- Atlanta, GA (United States)
INIS
- Country of Publication
- United States
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 43129313
- Subject category
- S97: MATHEMATICAL METHODS AND COMPUTING;
- Resource subtype / Literary indicator
- Conference
- Descriptors DEI
- ARTIFICIAL INTELLIGENCE; BRAIN; COMPUTER ARCHITECTURE; COMPUTERS; DESIGN; ELECTRIC CHARGES; MAGNETIC FLUX; MAGNETIC STORAGE DEVICES; MOMENT OF INERTIA; NERVE CELLS; NEURAL NETWORKS; SWITCHES; TIME DELAY
- Descriptors DEC
- ANIMAL CELLS; BODY; CENTRAL NERVOUS SYSTEM; ELECTRICAL EQUIPMENT; EQUIPMENT; MEMORY DEVICES; NERVOUS SYSTEM; ORGANS; SOMATIC CELLS
Optional Information
- Notes
- (c) 2012 American Institute of Physics