FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3045532941> ?p ?o ?g. }

• W3045532941 abstract "Recent interest in exploiting machine learning for model-free prediction of chaotic systems focused on the time evolution of the dynamical variables of the system as a whole, which include both amplitude and phase. In particular, in the framework based on reservoir computing, the prediction horizon as determined by the largest Lyapunov exponent is often short, typically about five or six Lyapunov times that contain approximately equal number of oscillation cycles of the system. There are situations in the real world where the phase information is important, such as the ups and downs of species populations in ecology, the polarity of a voltage variable in an electronic circuit, and the concentration of certain chemical above or below the average. Using classic chaotic oscillators and a chaotic food-web system from ecology as examples, we demonstrate that reservoir computing can be exploited for long-term prediction of the phase of chaotic oscillators. The typical prediction horizon can be orders of magnitude longer than that with predicting the entire variable, for which we provide a physical understanding. We also demonstrate that a properly designed reservoir computing machine can reliably sense phase synchronization between a pair of coupled chaotic oscillators with implications to the design of the parallel reservoir scheme for predicting large chaotic systems." @default.
• W3045532941 created "2020-08-03" @default.
• W3045532941 creator A5051352617 @default.
• W3045532941 creator A5053306246 @default.
• W3045532941 creator A5070275511 @default.
• W3045532941 creator A5075909484 @default.
• W3045532941 date "2020-07-27" @default.
• W3045532941 modified "2023-10-14" @default.
• W3045532941 title "Predicting phase and sensing phase coherence in chaotic systems with machine learning" @default.
• W3045532941 cites W1505026374 @default.
• W3045532941 cites W1963484286 @default.
• W3045532941 cites W1966523973 @default.
• W3045532941 cites W1967008192 @default.
• W3045532941 cites W1969458001 @default.
• W3045532941 cites W2011337110 @default.
• W3045532941 cites W2024210441 @default.
• W3045532941 cites W2029837298 @default.
• W3045532941 cites W2055701364 @default.
• W3045532941 cites W2068288920 @default.
• W3045532941 cites W2085033347 @default.
• W3045532941 cites W2103179919 @default.
• W3045532941 cites W2118706537 @default.
• W3045532941 cites W2148520247 @default.
• W3045532941 cites W2149197198 @default.
• W3045532941 cites W2159682675 @default.
• W3045532941 cites W2166052454 @default.
• W3045532941 cites W2462742392 @default.
• W3045532941 cites W2587524409 @default.
• W3045532941 cites W2588073533 @default.
• W3045532941 cites W2605288757 @default.
• W3045532941 cites W2765128778 @default.
• W3045532941 cites W2782714865 @default.
• W3045532941 cites W2802795050 @default.
• W3045532941 cites W2808720320 @default.
• W3045532941 cites W2852240488 @default.
• W3045532941 cites W2897660243 @default.
• W3045532941 cites W2935233765 @default.
• W3045532941 cites W2970565811 @default.
• W3045532941 cites W2982612860 @default.
• W3045532941 cites W3014473050 @default.
• W3045532941 cites W3101544609 @default.
• W3045532941 cites W3102502580 @default.
• W3045532941 doi "https://doi.org/10.1063/5.0006304" @default.
• W3045532941 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/32872815" @default.
• W3045532941 hasPublicationYear "2020" @default.
• W3045532941 type Work @default.
• W3045532941 sameAs 3045532941 @default.
• W3045532941 citedByCount "22" @default.
• W3045532941 countsByYear W30455329412021 @default.
• W3045532941 countsByYear W30455329412022 @default.
• W3045532941 countsByYear W30455329412023 @default.
• W3045532941 crossrefType "journal-article" @default.
• W3045532941 hasAuthorship W3045532941A5051352617 @default.
• W3045532941 hasAuthorship W3045532941A5053306246 @default.
• W3045532941 hasAuthorship W3045532941A5070275511 @default.
• W3045532941 hasAuthorship W3045532941A5075909484 @default.
• W3045532941 hasBestOaLocation W30455329411 @default.
• W3045532941 hasConcept C105795698 @default.
• W3045532941 hasConcept C121332964 @default.
• W3045532941 hasConcept C121864883 @default.
• W3045532941 hasConcept C127162648 @default.
• W3045532941 hasConcept C134306372 @default.
• W3045532941 hasConcept C135796866 @default.
• W3045532941 hasConcept C147168706 @default.
• W3045532941 hasConcept C154945302 @default.
• W3045532941 hasConcept C182365436 @default.
• W3045532941 hasConcept C191544260 @default.
• W3045532941 hasConcept C194027367 @default.
• W3045532941 hasConcept C202759130 @default.
• W3045532941 hasConcept C2775924081 @default.
• W3045532941 hasConcept C2777052490 @default.
• W3045532941 hasConcept C2778562939 @default.
• W3045532941 hasConcept C2781181686 @default.
• W3045532941 hasConcept C31258907 @default.
• W3045532941 hasConcept C33923547 @default.
• W3045532941 hasConcept C41008148 @default.
• W3045532941 hasConcept C44280652 @default.
• W3045532941 hasConcept C47446073 @default.
• W3045532941 hasConcept C50644808 @default.
• W3045532941 hasConcept C62520636 @default.
• W3045532941 hasConceptScore W3045532941C105795698 @default.
• W3045532941 hasConceptScore W3045532941C121332964 @default.
• W3045532941 hasConceptScore W3045532941C121864883 @default.
• W3045532941 hasConceptScore W3045532941C127162648 @default.
• W3045532941 hasConceptScore W3045532941C134306372 @default.
• W3045532941 hasConceptScore W3045532941C135796866 @default.
• W3045532941 hasConceptScore W3045532941C147168706 @default.
• W3045532941 hasConceptScore W3045532941C154945302 @default.
• W3045532941 hasConceptScore W3045532941C182365436 @default.
• W3045532941 hasConceptScore W3045532941C191544260 @default.
• W3045532941 hasConceptScore W3045532941C194027367 @default.
• W3045532941 hasConceptScore W3045532941C202759130 @default.
• W3045532941 hasConceptScore W3045532941C2775924081 @default.
• W3045532941 hasConceptScore W3045532941C2777052490 @default.
• W3045532941 hasConceptScore W3045532941C2778562939 @default.
• W3045532941 hasConceptScore W3045532941C2781181686 @default.
• W3045532941 hasConceptScore W3045532941C31258907 @default.
• W3045532941 hasConceptScore W3045532941C33923547 @default.
• W3045532941 hasConceptScore W3045532941C41008148 @default.
• W3045532941 hasConceptScore W3045532941C44280652 @default.

• next