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Parametric library and benchmarks

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@akaptano akaptano released this 25 Feb 20:46
· 326 commits to master since this release
5c6e9fd

What's Changed

  • Added ParameterizedLibrary by @znicolaou in #273 from this recent paper https://arxiv.org/abs/2301.02673. SINDy with control parameters (SINDyCP) is described further in the examples.
  • Added big benchmark functionality by @OliviaZ0826, @akaptano and @znicolaou from #266 from this recent paper https://arxiv.org/abs/2302.10787. Big benchmarks are shown using the dysts database and the results/functionality can also be found in the examples.
  • Added StableLinearSR3 optimizer by @akaptano from #269 that allows users to build arbitrarily large linear models that are guaranteed to be stable for any initial condition. Also allows for any number of linear equality and inequality constraints on the coefficients.
  • Fixed a few minor bugs with the Gurobipy version, the sphinx setup with the development tools in requirements-dev.txt, and flake8 website move from gitlab to GitHub.