Matches in SemOpenAlex for { <https://semopenalex.org/work/W2011791569> ?p ?o ?g. }
Showing items 1 to 91 of
91
with 100 items per page.
- W2011791569 abstract "This work explores the use of periodic activation functions in memristor-based analog neural networks. We propose a hardware neuron based on a folding amplifier that produces a periodic output voltage. Furthermore, the amplifier's fold factor be adjusted to change the number of low-to-high or high-to-low output voltage transitions. We also propose a memristor-based synapse circuit and training circuitry for realizing the Perceptron learning rule. Behavioral models of our circuits were developed for simulating a single-layer, single-output feedforward neural network. The network was trained to detect the edges of a grayscale image. Our results show that neurons with a single fold-with an activation function similar to a sigmoidal activation function-perform the worst for this application, since they are unable to learn functions with multiple decision boundaries. Conversely, the 4-fold neuron performs the best (up to ≈65% better than the 1-fold neuron), as its activation function is periodic, and it is able to learn functions with four decision boundaries." @default.
- W2011791569 created "2016-06-24" @default.
- W2011791569 creator A5067236813 @default.
- W2011791569 creator A5069162255 @default.
- W2011791569 creator A5079020868 @default.
- W2011791569 date "2013-08-01" @default.
- W2011791569 modified "2023-09-26" @default.
- W2011791569 title "Periodic activation functions in memristor-based analog neural networks" @default.
- W2011791569 cites W1507129310 @default.
- W2011791569 cites W1578671836 @default.
- W2011791569 cites W2000749173 @default.
- W2011791569 cites W2013055927 @default.
- W2011791569 cites W2030834420 @default.
- W2011791569 cites W2040870580 @default.
- W2011791569 cites W2044666552 @default.
- W2011791569 cites W2074357625 @default.
- W2011791569 cites W2109292497 @default.
- W2011791569 cites W2109987134 @default.
- W2011791569 cites W2112181056 @default.
- W2011791569 cites W2114601050 @default.
- W2011791569 cites W2136811604 @default.
- W2011791569 cites W2162651880 @default.
- W2011791569 doi "https://doi.org/10.1109/ijcnn.2013.6706772" @default.
- W2011791569 hasPublicationYear "2013" @default.
- W2011791569 type Work @default.
- W2011791569 sameAs 2011791569 @default.
- W2011791569 citedByCount "13" @default.
- W2011791569 countsByYear W20117915692014 @default.
- W2011791569 countsByYear W20117915692016 @default.
- W2011791569 countsByYear W20117915692017 @default.
- W2011791569 countsByYear W20117915692019 @default.
- W2011791569 countsByYear W20117915692020 @default.
- W2011791569 countsByYear W20117915692021 @default.
- W2011791569 countsByYear W20117915692022 @default.
- W2011791569 crossrefType "proceedings-article" @default.
- W2011791569 hasAuthorship W2011791569A5067236813 @default.
- W2011791569 hasAuthorship W2011791569A5069162255 @default.
- W2011791569 hasAuthorship W2011791569A5079020868 @default.
- W2011791569 hasConcept C127413603 @default.
- W2011791569 hasConcept C134342201 @default.
- W2011791569 hasConcept C145366948 @default.
- W2011791569 hasConcept C150072547 @default.
- W2011791569 hasConcept C154945302 @default.
- W2011791569 hasConcept C168976158 @default.
- W2011791569 hasConcept C175202392 @default.
- W2011791569 hasConcept C194257627 @default.
- W2011791569 hasConcept C24326235 @default.
- W2011791569 hasConcept C2776257435 @default.
- W2011791569 hasConcept C33766855 @default.
- W2011791569 hasConcept C38365724 @default.
- W2011791569 hasConcept C41008148 @default.
- W2011791569 hasConcept C47702885 @default.
- W2011791569 hasConcept C50644808 @default.
- W2011791569 hasConcept C60908668 @default.
- W2011791569 hasConcept C76155785 @default.
- W2011791569 hasConcept C81388566 @default.
- W2011791569 hasConceptScore W2011791569C127413603 @default.
- W2011791569 hasConceptScore W2011791569C134342201 @default.
- W2011791569 hasConceptScore W2011791569C145366948 @default.
- W2011791569 hasConceptScore W2011791569C150072547 @default.
- W2011791569 hasConceptScore W2011791569C154945302 @default.
- W2011791569 hasConceptScore W2011791569C168976158 @default.
- W2011791569 hasConceptScore W2011791569C175202392 @default.
- W2011791569 hasConceptScore W2011791569C194257627 @default.
- W2011791569 hasConceptScore W2011791569C24326235 @default.
- W2011791569 hasConceptScore W2011791569C2776257435 @default.
- W2011791569 hasConceptScore W2011791569C33766855 @default.
- W2011791569 hasConceptScore W2011791569C38365724 @default.
- W2011791569 hasConceptScore W2011791569C41008148 @default.
- W2011791569 hasConceptScore W2011791569C47702885 @default.
- W2011791569 hasConceptScore W2011791569C50644808 @default.
- W2011791569 hasConceptScore W2011791569C60908668 @default.
- W2011791569 hasConceptScore W2011791569C76155785 @default.
- W2011791569 hasConceptScore W2011791569C81388566 @default.
- W2011791569 hasLocation W20117915691 @default.
- W2011791569 hasOpenAccess W2011791569 @default.
- W2011791569 hasPrimaryLocation W20117915691 @default.
- W2011791569 hasRelatedWork W1191567288 @default.
- W2011791569 hasRelatedWork W1493495162 @default.
- W2011791569 hasRelatedWork W1872097856 @default.
- W2011791569 hasRelatedWork W1986806995 @default.
- W2011791569 hasRelatedWork W1987886632 @default.
- W2011791569 hasRelatedWork W2011791569 @default.
- W2011791569 hasRelatedWork W2076794896 @default.
- W2011791569 hasRelatedWork W2138706153 @default.
- W2011791569 hasRelatedWork W2165454971 @default.
- W2011791569 hasRelatedWork W3175461337 @default.
- W2011791569 isParatext "false" @default.
- W2011791569 isRetracted "false" @default.
- W2011791569 magId "2011791569" @default.
- W2011791569 workType "article" @default.