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June 1, 2024Chaos An Interdisciplinary Journal of Nonlinear Science

Enhancing model identification with SINDy via nullcline reconstruction

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Authors

BPBartosz ProkopKU LeuvenNFNikita FrolovSystems Dynamics (United States)LGLendert GelensSystems Dynamics (United States)

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Prokop et al. (2024) studied this question.

synapsesocial.com/papers/68e671cdb6db6435875fc956https://doi.org/10.1063/5.0199311
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Data-driven system identification of unknown systems utilising sparse identification of nonlinear dynamics (SINDy)2024 · 3 citations
  2. 2SINDy vs Hard Nonlinearities and Hidden Dynamics: a Benchmarking Study2024
  3. 3Multi-objective SINDy for parameterized model discovery from single transient trajectory data2024
  4. 4Iterative Sparse Identification of Nonlinear Dynamics2024
  5. 5Rapid Bayesian identification of sparse nonlinear dynamics from scarce and noisy data2024 · 5 citations