Matches in SemOpenAlex for { <https://semopenalex.org/work/W4252630000> ?p ?o ?g. }
Showing items 1 to 76 of
76
with 100 items per page.
- W4252630000 abstract "Abstract Reservoir computing (RC) is a highly efficient network for processing spatiotemporal signals due to its low training cost compared to standard recurrent neural networks. The design of different reservoir states plays a very important role in the hardware implementation of RC system. Recent studies have used the device-to-device variation to generate different reservoir states; however, this method is not well controllable and reproducible. To solve this problem, we report a dynamic memristor-based RC system. By applying a controllable mask process, we reveal that even a single dynamic memristor can generate rich reservoir states and realize the complete reservoir function. We further build a parallel RC system that can efficiently handle spatiotemporal tasks including spoken-digit and handwritten-digit recognitions, in which high classification accuracies of 99.6% and 97.6% have been achieved, respectively. The performance of dynamic memristor-based RC system is almost equivalent to the software-based one. Besides, our RC system does not require additional read operations, which can make full use of the device nonlinearity and further improve the system efficiency. Our work could pave the road towards high-efficiency memristor-based RC systems to handle more complex spatiotemporal tasks in the future." @default.
- W4252630000 created "2022-05-12" @default.
- W4252630000 creator A5006887059 @default.
- W4252630000 creator A5008633924 @default.
- W4252630000 creator A5023991719 @default.
- W4252630000 creator A5032748496 @default.
- W4252630000 creator A5040105498 @default.
- W4252630000 creator A5061459684 @default.
- W4252630000 date "2020-07-16" @default.
- W4252630000 modified "2023-09-28" @default.
- W4252630000 title "Dynamic Memristor-based Reservoir Computing for High-Efficiency Spatiotemporal Signal Processing" @default.
- W4252630000 doi "https://doi.org/10.21203/rs.3.rs-40717/v1" @default.
- W4252630000 hasPublicationYear "2020" @default.
- W4252630000 type Work @default.
- W4252630000 citedByCount "0" @default.
- W4252630000 crossrefType "posted-content" @default.
- W4252630000 hasAuthorship W4252630000A5006887059 @default.
- W4252630000 hasAuthorship W4252630000A5008633924 @default.
- W4252630000 hasAuthorship W4252630000A5023991719 @default.
- W4252630000 hasAuthorship W4252630000A5032748496 @default.
- W4252630000 hasAuthorship W4252630000A5040105498 @default.
- W4252630000 hasAuthorship W4252630000A5061459684 @default.
- W4252630000 hasBestOaLocation W42526300001 @default.
- W4252630000 hasConcept C111919701 @default.
- W4252630000 hasConcept C113775141 @default.
- W4252630000 hasConcept C121332964 @default.
- W4252630000 hasConcept C127413603 @default.
- W4252630000 hasConcept C135796866 @default.
- W4252630000 hasConcept C14036430 @default.
- W4252630000 hasConcept C147168706 @default.
- W4252630000 hasConcept C150072547 @default.
- W4252630000 hasConcept C154945302 @default.
- W4252630000 hasConcept C158622935 @default.
- W4252630000 hasConcept C24326235 @default.
- W4252630000 hasConcept C41008148 @default.
- W4252630000 hasConcept C50644808 @default.
- W4252630000 hasConcept C62520636 @default.
- W4252630000 hasConcept C78458016 @default.
- W4252630000 hasConcept C86803240 @default.
- W4252630000 hasConcept C9390403 @default.
- W4252630000 hasConcept C98045186 @default.
- W4252630000 hasConceptScore W4252630000C111919701 @default.
- W4252630000 hasConceptScore W4252630000C113775141 @default.
- W4252630000 hasConceptScore W4252630000C121332964 @default.
- W4252630000 hasConceptScore W4252630000C127413603 @default.
- W4252630000 hasConceptScore W4252630000C135796866 @default.
- W4252630000 hasConceptScore W4252630000C14036430 @default.
- W4252630000 hasConceptScore W4252630000C147168706 @default.
- W4252630000 hasConceptScore W4252630000C150072547 @default.
- W4252630000 hasConceptScore W4252630000C154945302 @default.
- W4252630000 hasConceptScore W4252630000C158622935 @default.
- W4252630000 hasConceptScore W4252630000C24326235 @default.
- W4252630000 hasConceptScore W4252630000C41008148 @default.
- W4252630000 hasConceptScore W4252630000C50644808 @default.
- W4252630000 hasConceptScore W4252630000C62520636 @default.
- W4252630000 hasConceptScore W4252630000C78458016 @default.
- W4252630000 hasConceptScore W4252630000C86803240 @default.
- W4252630000 hasConceptScore W4252630000C9390403 @default.
- W4252630000 hasConceptScore W4252630000C98045186 @default.
- W4252630000 hasLocation W42526300001 @default.
- W4252630000 hasLocation W42526300002 @default.
- W4252630000 hasOpenAccess W4252630000 @default.
- W4252630000 hasPrimaryLocation W42526300001 @default.
- W4252630000 hasRelatedWork W11213304 @default.
- W4252630000 hasRelatedWork W12277440 @default.
- W4252630000 hasRelatedWork W12471888 @default.
- W4252630000 hasRelatedWork W12964577 @default.
- W4252630000 hasRelatedWork W3671597 @default.
- W4252630000 hasRelatedWork W4559192 @default.
- W4252630000 hasRelatedWork W6609088 @default.
- W4252630000 hasRelatedWork W6760804 @default.
- W4252630000 hasRelatedWork W9893135 @default.
- W4252630000 hasRelatedWork W2217443 @default.
- W4252630000 isParatext "false" @default.
- W4252630000 isRetracted "false" @default.
- W4252630000 workType "article" @default.