Title | ||
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Sensitivity of neuromorphic circuits using nanoelectronic resistive switches to pulse synchronization |
Abstract | ||
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This paper describes a neuromorphic circuit based on resistive switches arranged in a crossbar architecture. Using pulses as general signal representation the circuit in particular is sensitive to the degree of synchronization of the input pulses. In order to examine different effects of pulse synchronization on the input/output characteristics of the circuit, an architecture for the implementation of a filter is presented which is selective to oriented edges and lines. By theoretical analysis as well as simulative verification effects of attenuation and distortion are described which are related to statistical properties of input pulses. The results prepare the ground for new signal processing schemes in pulse coded neural networks. |
Year | DOI | Venue |
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2011 | 10.1145/1973009.1973086 | ACM Great Lakes Symposium on VLSI |
Keywords | DocType | Citations |
neuromorphic circuit,pulse synchronization,crossbar architecture,neural network,new signal processing scheme,general signal representation,input pulse,different effect,nanoelectronic resistive,oriented edge,output characteristic,memristor,signal processing,synchronization,crossbar,input output,feature detector | Conference | 3 |
PageRank | References | Authors |
0.66 | 1 | 2 |
Name | Order | Citations | PageRank |
---|---|---|---|
Arne Heittmann | 1 | 24 | 5.94 |
Tobias G. Noll | 2 | 199 | 37.51 |