Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386216458> ?p ?o ?g. }
- W4386216458 abstract "Neurons in the brain show nonlinear oscillatorlike behaviors, inspiring the development of neuromorphic computing with spin-torque oscillators for their low power consumption and high integration density. The time-multiplexing technique enables utilizing only one device to achieve neuromorphic computing, further reducing power consumption and simplifying device fabrication. However, optimizing such systems remains a challenge and needs further development. A controversial hypothesis claims that dynamic systems possess the optimal computational capacity to address the information at the dynamical phase transition. Here, we apply this hypothesis to improve a reservoir computing system based on an alternating input-driven spin-torque oscillator. The input-driven property of reservoir computing allows us to exploit the dynamics of a spin-torque oscillator by manipulating the input stream. By tuning the ac amplitude in inputs, the system can exhibit diversified dynamic regimes indicated by the largest Lyapunov exponent and echo-state property spectra. Our findings demonstrate that the proper configuration of ac inputs for reservoir computing based on a single spin-torque oscillator can adjust its information-processing capacity profile and enhance its computational performance for specific tasks." @default.
- W4386216458 created "2023-08-29" @default.
- W4386216458 creator A5019390988 @default.
- W4386216458 creator A5027396836 @default.
- W4386216458 creator A5029622450 @default.
- W4386216458 date "2023-08-28" @default.
- W4386216458 modified "2023-10-01" @default.
- W4386216458 title "Optimizing Reservoir Computing Based on an Alternating Input-Driven Spin-Torque Oscillator" @default.
- W4386216458 cites W1964504828 @default.
- W4386216458 cites W1970442252 @default.
- W4386216458 cites W1977664984 @default.
- W4386216458 cites W1978845507 @default.
- W4386216458 cites W2000257999 @default.
- W4386216458 cites W2006638558 @default.
- W4386216458 cites W2033194422 @default.
- W4386216458 cites W2042489792 @default.
- W4386216458 cites W2057755457 @default.
- W4386216458 cites W2060483994 @default.
- W4386216458 cites W2077741030 @default.
- W4386216458 cites W2079329690 @default.
- W4386216458 cites W2081007547 @default.
- W4386216458 cites W2093942696 @default.
- W4386216458 cites W2169762136 @default.
- W4386216458 cites W2171865010 @default.
- W4386216458 cites W2331219843 @default.
- W4386216458 cites W2584998015 @default.
- W4386216458 cites W2740346470 @default.
- W4386216458 cites W2788408668 @default.
- W4386216458 cites W2808720320 @default.
- W4386216458 cites W2890792720 @default.
- W4386216458 cites W2941835423 @default.
- W4386216458 cites W2998483963 @default.
- W4386216458 cites W2998618881 @default.
- W4386216458 cites W3006549442 @default.
- W4386216458 cites W3010771362 @default.
- W4386216458 cites W3013080934 @default.
- W4386216458 cites W3013751302 @default.
- W4386216458 cites W3094122456 @default.
- W4386216458 cites W3098033963 @default.
- W4386216458 cites W3098203550 @default.
- W4386216458 cites W3100077639 @default.
- W4386216458 cites W3100560308 @default.
- W4386216458 cites W3101397220 @default.
- W4386216458 cites W3102481210 @default.
- W4386216458 cites W3104752958 @default.
- W4386216458 cites W3107724495 @default.
- W4386216458 cites W3165109532 @default.
- W4386216458 cites W3168388616 @default.
- W4386216458 cites W3175543427 @default.
- W4386216458 cites W3215054290 @default.
- W4386216458 cites W4200437589 @default.
- W4386216458 cites W4210956562 @default.
- W4386216458 cites W4319346504 @default.
- W4386216458 cites W4366982499 @default.
- W4386216458 doi "https://doi.org/10.1103/physrevapplied.20.024069" @default.
- W4386216458 hasPublicationYear "2023" @default.
- W4386216458 type Work @default.
- W4386216458 citedByCount "0" @default.
- W4386216458 crossrefType "journal-article" @default.
- W4386216458 hasAuthorship W4386216458A5019390988 @default.
- W4386216458 hasAuthorship W4386216458A5027396836 @default.
- W4386216458 hasAuthorship W4386216458A5029622450 @default.
- W4386216458 hasConcept C121332964 @default.
- W4386216458 hasConcept C127413603 @default.
- W4386216458 hasConcept C135796866 @default.
- W4386216458 hasConcept C144171764 @default.
- W4386216458 hasConcept C147168706 @default.
- W4386216458 hasConcept C151927369 @default.
- W4386216458 hasConcept C154945302 @default.
- W4386216458 hasConcept C158622935 @default.
- W4386216458 hasConcept C163258240 @default.
- W4386216458 hasConcept C165696696 @default.
- W4386216458 hasConcept C191544260 @default.
- W4386216458 hasConcept C19275194 @default.
- W4386216458 hasConcept C24326235 @default.
- W4386216458 hasConcept C2775924081 @default.
- W4386216458 hasConcept C2777052490 @default.
- W4386216458 hasConcept C38652104 @default.
- W4386216458 hasConcept C41008148 @default.
- W4386216458 hasConcept C42704618 @default.
- W4386216458 hasConcept C47446073 @default.
- W4386216458 hasConcept C50644808 @default.
- W4386216458 hasConcept C62520636 @default.
- W4386216458 hasConcept C76155785 @default.
- W4386216458 hasConcept C97355855 @default.
- W4386216458 hasConceptScore W4386216458C121332964 @default.
- W4386216458 hasConceptScore W4386216458C127413603 @default.
- W4386216458 hasConceptScore W4386216458C135796866 @default.
- W4386216458 hasConceptScore W4386216458C144171764 @default.
- W4386216458 hasConceptScore W4386216458C147168706 @default.
- W4386216458 hasConceptScore W4386216458C151927369 @default.
- W4386216458 hasConceptScore W4386216458C154945302 @default.
- W4386216458 hasConceptScore W4386216458C158622935 @default.
- W4386216458 hasConceptScore W4386216458C163258240 @default.
- W4386216458 hasConceptScore W4386216458C165696696 @default.
- W4386216458 hasConceptScore W4386216458C191544260 @default.
- W4386216458 hasConceptScore W4386216458C19275194 @default.
- W4386216458 hasConceptScore W4386216458C24326235 @default.
- W4386216458 hasConceptScore W4386216458C2775924081 @default.
- W4386216458 hasConceptScore W4386216458C2777052490 @default.