FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3106001111> ?p ?o ?g. }

• W3106001111 endingPage "033032" @default.
• W3106001111 startingPage "033032" @default.
• W3106001111 abstract "Abstract Many high-dimensional complex systems exhibit an enormously complex landscape of possible asymptotic states. Here, we present a numerical approach geared towards analyzing such systems. It is situated between the classical analysis with macroscopic order parameters and a more thorough, detailed bifurcation analysis. With our machine learning method, based on random sampling and clustering methods, we are able to characterize the different asymptotic states or classes thereof and even their basins of attraction. In order to do this, suitable, easy to compute, statistics of trajectories with randomly generated initial conditions and parameters are clustered by an algorithm such as DBSCAN. Due to its modular and flexible nature, our method has a wide range of possible applications in many disciplines. While typical applications are oscillator networks, it is not limited only to ordinary differential equation systems, every complex system yielding trajectories, such as maps or agent-based models, can be analyzed, as we show by applying it the Dodds–Watts model, a generalized SIRS-model, modeling social and biological contagion. A second order Kuramoto model, used, e.g. to investigate power grid dynamics, and a Stuart–Landau oscillator network, each exhibiting a complex multistable regime, are shown as well. The method is available to use as a package for the Julia language." @default.
• W3106001111 created "2020-11-23" @default.
• W3106001111 creator A5014123760 @default.
• W3106001111 creator A5028883148 @default.
• W3106001111 creator A5035092278 @default.
• W3106001111 date "2020-03-01" @default.
• W3106001111 modified "2023-10-18" @default.
• W3106001111 title "Monte Carlo basin bifurcation analysis" @default.
• W3106001111 cites W1937255005 @default.
• W3106001111 cites W1986252988 @default.
• W3106001111 cites W1995732523 @default.
• W3106001111 cites W2004274357 @default.
• W3106001111 cites W2009090037 @default.
• W3106001111 cites W2011897978 @default.
• W3106001111 cites W2021958051 @default.
• W3106001111 cites W2024907874 @default.
• W3106001111 cites W2030114330 @default.
• W3106001111 cites W2030851210 @default.
• W3106001111 cites W2032060187 @default.
• W3106001111 cites W2033770904 @default.
• W3106001111 cites W2060142650 @default.
• W3106001111 cites W2066205245 @default.
• W3106001111 cites W2067919779 @default.
• W3106001111 cites W2070974284 @default.
• W3106001111 cites W2072298344 @default.
• W3106001111 cites W2078353730 @default.
• W3106001111 cites W2080929714 @default.
• W3106001111 cites W2081518023 @default.
• W3106001111 cites W2104899494 @default.
• W3106001111 cites W2112090702 @default.
• W3106001111 cites W2116055501 @default.
• W3106001111 cites W2136726900 @default.
• W3106001111 cites W2148602932 @default.
• W3106001111 cites W2150918587 @default.
• W3106001111 cites W2153706317 @default.
• W3106001111 cites W2158443610 @default.
• W3106001111 cites W2232241533 @default.
• W3106001111 cites W2272696449 @default.
• W3106001111 cites W2521630792 @default.
• W3106001111 cites W2558400748 @default.
• W3106001111 cites W2619381903 @default.
• W3106001111 cites W2767387368 @default.
• W3106001111 cites W2792254180 @default.
• W3106001111 cites W2885656247 @default.
• W3106001111 cites W2890261847 @default.
• W3106001111 cites W2916594342 @default.
• W3106001111 cites W2964236215 @default.
• W3106001111 cites W3100079277 @default.
• W3106001111 doi "https://doi.org/10.1088/1367-2630/ab7a05" @default.
• W3106001111 hasPublicationYear "2020" @default.
• W3106001111 type Work @default.
• W3106001111 sameAs 3106001111 @default.
• W3106001111 citedByCount "11" @default.
• W3106001111 countsByYear W31060011112020 @default.
• W3106001111 countsByYear W31060011112021 @default.
• W3106001111 countsByYear W31060011112022 @default.
• W3106001111 countsByYear W31060011112023 @default.
• W3106001111 crossrefType "journal-article" @default.
• W3106001111 hasAuthorship W3106001111A5014123760 @default.
• W3106001111 hasAuthorship W3106001111A5028883148 @default.
• W3106001111 hasAuthorship W3106001111A5035092278 @default.
• W3106001111 hasBestOaLocation W31060011111 @default.
• W3106001111 hasConcept C101468663 @default.
• W3106001111 hasConcept C105795698 @default.
• W3106001111 hasConcept C111919701 @default.
• W3106001111 hasConcept C114614502 @default.
• W3106001111 hasConcept C121332964 @default.
• W3106001111 hasConcept C121864883 @default.
• W3106001111 hasConcept C154945302 @default.
• W3106001111 hasConcept C158622935 @default.
• W3106001111 hasConcept C184720557 @default.
• W3106001111 hasConcept C19499675 @default.
• W3106001111 hasConcept C2777052490 @default.
• W3106001111 hasConcept C2781349735 @default.
• W3106001111 hasConcept C28826006 @default.
• W3106001111 hasConcept C33923547 @default.
• W3106001111 hasConcept C41008148 @default.
• W3106001111 hasConcept C51544822 @default.
• W3106001111 hasConcept C62520636 @default.
• W3106001111 hasConcept C73555534 @default.
• W3106001111 hasConcept C78045399 @default.
• W3106001111 hasConceptScore W3106001111C101468663 @default.
• W3106001111 hasConceptScore W3106001111C105795698 @default.
• W3106001111 hasConceptScore W3106001111C111919701 @default.
• W3106001111 hasConceptScore W3106001111C114614502 @default.
• W3106001111 hasConceptScore W3106001111C121332964 @default.
• W3106001111 hasConceptScore W3106001111C121864883 @default.
• W3106001111 hasConceptScore W3106001111C154945302 @default.
• W3106001111 hasConceptScore W3106001111C158622935 @default.
• W3106001111 hasConceptScore W3106001111C184720557 @default.
• W3106001111 hasConceptScore W3106001111C19499675 @default.
• W3106001111 hasConceptScore W3106001111C2777052490 @default.
• W3106001111 hasConceptScore W3106001111C2781349735 @default.
• W3106001111 hasConceptScore W3106001111C28826006 @default.
• W3106001111 hasConceptScore W3106001111C33923547 @default.
• W3106001111 hasConceptScore W3106001111C41008148 @default.
• W3106001111 hasConceptScore W3106001111C51544822 @default.
• W3106001111 hasConceptScore W3106001111C62520636 @default.

• next