Matches in SemOpenAlex for { <https://semopenalex.org/work/W3135679097> ?p ?o ?g. }
Showing items 1 to 79 of
79
with 100 items per page.
- W3135679097 abstract "Magnetic Random-Access Memory (MRAM) based p-bit neuromorphic computing devices are garnering increasing interest as a means to compactly and efficiently realize machine learning operations in Restricted Boltzmann Machines (RBMs). When embedded within an RBM resistive crossbar array, the p-bit based neuron realizes a tunable sigmoidal activation function. Since the stochasticity of activation is dependent on the energy barrier of the MRAM device, it is essential to assess the impact of process variation on the voltage-dependent behavior of the sigmoid function. Other influential performance factors arise from varying energy barriers on power consumption requiring a simulation environment to facilitate the multi-objective optimization of device and network parameters. Herein, transportable Python scripts are developed to analyze the output variation under changes in device dimensions on the accuracy of machine learning applications. Evaluation with RBM circuits using the MNIST dataset reveal impacts and limits for processing variation of device fabrication in terms of the resulting energy vs. accuracy tradeoffs, and the resulting simulation framework is available via a Creative Commons license." @default.
- W3135679097 created "2021-03-15" @default.
- W3135679097 creator A5027946344 @default.
- W3135679097 creator A5069017725 @default.
- W3135679097 creator A5072756768 @default.
- W3135679097 date "2020-03-28" @default.
- W3135679097 modified "2023-09-24" @default.
- W3135679097 title "Modular Simulation Framework for Process Variation Analysis of MRAM-based Deep Belief Networks" @default.
- W3135679097 cites W2999925166 @default.
- W3135679097 cites W3125659218 @default.
- W3135679097 doi "https://doi.org/10.1109/southeastcon44009.2020.9368299" @default.
- W3135679097 hasPublicationYear "2020" @default.
- W3135679097 type Work @default.
- W3135679097 sameAs 3135679097 @default.
- W3135679097 citedByCount "0" @default.
- W3135679097 crossrefType "proceedings-article" @default.
- W3135679097 hasAuthorship W3135679097A5027946344 @default.
- W3135679097 hasAuthorship W3135679097A5069017725 @default.
- W3135679097 hasAuthorship W3135679097A5072756768 @default.
- W3135679097 hasBestOaLocation W31356790972 @default.
- W3135679097 hasConcept C101468663 @default.
- W3135679097 hasConcept C108583219 @default.
- W3135679097 hasConcept C111919701 @default.
- W3135679097 hasConcept C113775141 @default.
- W3135679097 hasConcept C119599485 @default.
- W3135679097 hasConcept C127413603 @default.
- W3135679097 hasConcept C151927369 @default.
- W3135679097 hasConcept C154945302 @default.
- W3135679097 hasConcept C190502265 @default.
- W3135679097 hasConcept C199354608 @default.
- W3135679097 hasConcept C24326235 @default.
- W3135679097 hasConcept C2780165032 @default.
- W3135679097 hasConcept C41008148 @default.
- W3135679097 hasConcept C50644808 @default.
- W3135679097 hasConcept C519991488 @default.
- W3135679097 hasConcept C61423126 @default.
- W3135679097 hasConcept C68043766 @default.
- W3135679097 hasConcept C93389723 @default.
- W3135679097 hasConcept C9390403 @default.
- W3135679097 hasConcept C98045186 @default.
- W3135679097 hasConceptScore W3135679097C101468663 @default.
- W3135679097 hasConceptScore W3135679097C108583219 @default.
- W3135679097 hasConceptScore W3135679097C111919701 @default.
- W3135679097 hasConceptScore W3135679097C113775141 @default.
- W3135679097 hasConceptScore W3135679097C119599485 @default.
- W3135679097 hasConceptScore W3135679097C127413603 @default.
- W3135679097 hasConceptScore W3135679097C151927369 @default.
- W3135679097 hasConceptScore W3135679097C154945302 @default.
- W3135679097 hasConceptScore W3135679097C190502265 @default.
- W3135679097 hasConceptScore W3135679097C199354608 @default.
- W3135679097 hasConceptScore W3135679097C24326235 @default.
- W3135679097 hasConceptScore W3135679097C2780165032 @default.
- W3135679097 hasConceptScore W3135679097C41008148 @default.
- W3135679097 hasConceptScore W3135679097C50644808 @default.
- W3135679097 hasConceptScore W3135679097C519991488 @default.
- W3135679097 hasConceptScore W3135679097C61423126 @default.
- W3135679097 hasConceptScore W3135679097C68043766 @default.
- W3135679097 hasConceptScore W3135679097C93389723 @default.
- W3135679097 hasConceptScore W3135679097C9390403 @default.
- W3135679097 hasConceptScore W3135679097C98045186 @default.
- W3135679097 hasFunder F4320306087 @default.
- W3135679097 hasLocation W31356790971 @default.
- W3135679097 hasLocation W31356790972 @default.
- W3135679097 hasOpenAccess W3135679097 @default.
- W3135679097 hasPrimaryLocation W31356790971 @default.
- W3135679097 hasRelatedWork W12258517 @default.
- W3135679097 hasRelatedWork W13613951 @default.
- W3135679097 hasRelatedWork W14468129 @default.
- W3135679097 hasRelatedWork W1854427 @default.
- W3135679097 hasRelatedWork W2675101 @default.
- W3135679097 hasRelatedWork W6228540 @default.
- W3135679097 hasRelatedWork W64150 @default.
- W3135679097 hasRelatedWork W7350572 @default.
- W3135679097 hasRelatedWork W7750673 @default.
- W3135679097 hasRelatedWork W9028451 @default.
- W3135679097 isParatext "false" @default.
- W3135679097 isRetracted "false" @default.
- W3135679097 magId "3135679097" @default.
- W3135679097 workType "article" @default.