FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313042187> ?p ?o ?g. }

• W4313042187 abstract "The stringent memory and power constraints required in edge-computing sensory-processing applications have made event-driven neuromorphic systems a promising technology. On-chip online learning provides such systems the ability to learn the statistics of the incoming data and to adapt to their changes. Implementing online learning on event driven-neuromorphic systems requires (i) a spike-based learning algorithm that calculates the weight updates using only local information from streaming data, (ii) mapping these weight updates onto limited bit precision memory and (iii) doing so in a robust manner that does not lead to unnecessary updates as the system is reaching its optimal output. Recent neuroscience studies have shown how dendritic compartments of cortical neurons can solve these problems in biological neural networks. Inspired by these studies we propose spike-based learning circuits to implement stochastic dendritic online learning. The circuits are embedded in a prototype spiking neural network fabricated using a 180nm process. Following an algorithm-circuits co-design approach we present circuits and behavioral simulation results that demonstrate the learning rule features. We validate the proposed method using behavioral simulations of a single-layer network with 4-bit precision weights applied to the MNIST benchmark, and demonstrating results that reach accuracy levels above 85%." @default.
• W4313042187 created "2023-01-06" @default.
• W4313042187 creator A5012873049 @default.
• W4313042187 creator A5016225748 @default.
• W4313042187 creator A5025696765 @default.
• W4313042187 creator A5041029487 @default.
• W4313042187 creator A5049611399 @default.
• W4313042187 creator A5053902946 @default.
• W4313042187 creator A5060241952 @default.
• W4313042187 date "2022-05-28" @default.
• W4313042187 modified "2023-10-18" @default.
• W4313042187 title "Stochastic dendrites enable online learning in mixed-signal neuromorphic processing systems" @default.
• W4313042187 cites W1695065985 @default.
• W4313042187 cites W2006814548 @default.
• W4313042187 cites W2018027127 @default.
• W4313042187 cites W2158387186 @default.
• W4313042187 cites W2529004582 @default.
• W4313042187 cites W2604086949 @default.
• W4313042187 cites W2783525259 @default.
• W4313042187 cites W2883593518 @default.
• W4313042187 cites W2943535966 @default.
• W4313042187 cites W2962998014 @default.
• W4313042187 cites W2964010909 @default.
• W4313042187 cites W2982651937 @default.
• W4313042187 cites W2984844508 @default.
• W4313042187 cites W3013080934 @default.
• W4313042187 cites W3020591761 @default.
• W4313042187 cites W3037965865 @default.
• W4313042187 cites W3091629465 @default.
• W4313042187 cites W3107362149 @default.
• W4313042187 cites W3120582545 @default.
• W4313042187 doi "https://doi.org/10.1109/iscas48785.2022.9937833" @default.
• W4313042187 hasPublicationYear "2022" @default.
• W4313042187 type Work @default.
• W4313042187 citedByCount "3" @default.
• W4313042187 countsByYear W43130421872022 @default.
• W4313042187 countsByYear W43130421872023 @default.
• W4313042187 crossrefType "proceedings-article" @default.
• W4313042187 hasAuthorship W4313042187A5012873049 @default.
• W4313042187 hasAuthorship W4313042187A5016225748 @default.
• W4313042187 hasAuthorship W4313042187A5025696765 @default.
• W4313042187 hasAuthorship W4313042187A5041029487 @default.
• W4313042187 hasAuthorship W4313042187A5049611399 @default.
• W4313042187 hasAuthorship W4313042187A5053902946 @default.
• W4313042187 hasAuthorship W4313042187A5060241952 @default.
• W4313042187 hasBestOaLocation W43130421872 @default.
• W4313042187 hasConcept C115903868 @default.
• W4313042187 hasConcept C11731999 @default.
• W4313042187 hasConcept C118403218 @default.
• W4313042187 hasConcept C119599485 @default.
• W4313042187 hasConcept C119857082 @default.
• W4313042187 hasConcept C121332964 @default.
• W4313042187 hasConcept C127413603 @default.
• W4313042187 hasConcept C13280743 @default.
• W4313042187 hasConcept C134146338 @default.
• W4313042187 hasConcept C151927369 @default.
• W4313042187 hasConcept C154945302 @default.
• W4313042187 hasConcept C185798385 @default.
• W4313042187 hasConcept C190502265 @default.
• W4313042187 hasConcept C205649164 @default.
• W4313042187 hasConcept C2779662365 @default.
• W4313042187 hasConcept C2781390188 @default.
• W4313042187 hasConcept C41008148 @default.
• W4313042187 hasConcept C50644808 @default.
• W4313042187 hasConcept C62520636 @default.
• W4313042187 hasConceptScore W4313042187C115903868 @default.
• W4313042187 hasConceptScore W4313042187C11731999 @default.
• W4313042187 hasConceptScore W4313042187C118403218 @default.
• W4313042187 hasConceptScore W4313042187C119599485 @default.
• W4313042187 hasConceptScore W4313042187C119857082 @default.
• W4313042187 hasConceptScore W4313042187C121332964 @default.
• W4313042187 hasConceptScore W4313042187C127413603 @default.
• W4313042187 hasConceptScore W4313042187C13280743 @default.
• W4313042187 hasConceptScore W4313042187C134146338 @default.
• W4313042187 hasConceptScore W4313042187C151927369 @default.
• W4313042187 hasConceptScore W4313042187C154945302 @default.
• W4313042187 hasConceptScore W4313042187C185798385 @default.
• W4313042187 hasConceptScore W4313042187C190502265 @default.
• W4313042187 hasConceptScore W4313042187C205649164 @default.
• W4313042187 hasConceptScore W4313042187C2779662365 @default.
• W4313042187 hasConceptScore W4313042187C2781390188 @default.
• W4313042187 hasConceptScore W4313042187C41008148 @default.
• W4313042187 hasConceptScore W4313042187C50644808 @default.
• W4313042187 hasConceptScore W4313042187C62520636 @default.
• W4313042187 hasFunder F4320306076 @default.
• W4313042187 hasLocation W43130421871 @default.
• W4313042187 hasLocation W43130421872 @default.
• W4313042187 hasLocation W43130421873 @default.
• W4313042187 hasOpenAccess W4313042187 @default.
• W4313042187 hasPrimaryLocation W43130421871 @default.
• W4313042187 hasRelatedWork W2809732489 @default.
• W4313042187 hasRelatedWork W3023719681 @default.
• W4313042187 hasRelatedWork W3137378424 @default.
• W4313042187 hasRelatedWork W3159734256 @default.
• W4313042187 hasRelatedWork W4221163237 @default.
• W4313042187 hasRelatedWork W4312604567 @default.
• W4313042187 hasRelatedWork W4313042187 @default.
• W4313042187 hasRelatedWork W4321062130 @default.
• W4313042187 hasRelatedWork W4385334613 @default.
• W4313042187 hasRelatedWork W4281699635 @default.

• next