Journal
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
Volume 26, Issue 7, Pages 1539-1544Publisher
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TNNLS.2014.2345572
Keywords
Associative memory; information processing; phase oscillator; synchronization
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Funding
- Sao Paulo Research Foundation-Fundacao de Amparo a Pesquisa do Estado de Sao Paulo [2011/13871-4, 2012/12555-4, 2011/50151-0]
- National Council for Scientific and Technological Development
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We explore a properly interconnected set of Kuramoto type oscillators that results in a new associative-memory network configuration, which includes second-and third-order additional terms in the Fourier expansion of the network's coupling. Investigation of the response of the network to different external stimuli indicates an increase in the network capability for coding and information retrieval. Comparison of the network output with that of an equivalent experiment with subjects, for recognizing perturbed binary patterns, shows comparable results between the two approaches. We also discuss the enhanced storage capacity of the network.
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