SciML/DataDrivenDiffEq.jl: DataDrivenSparse-v0.1.0

DataDrivenSparse DataDrivenSparse-v0.1.0

Closed issues:

• Keep the Basis (#2)
• Variables of Basis (#3)
• Name? (#12)
• Δt in DMD: Allow arbitrary time array? (#15)
• Output an ODESystem from SInDy? (#17)
• Bug with reduced approximator in EDMD example (#21)
• Problem with switch to OrdinaryDiffEq (#22)
• Model selection for dynamical systems (#23)
• Check the validity of SInDy regression (#28)
• SINDy on a small 4-variable problem hangs at simplify_constants (#30)
• Register (#32)
• Build fails since 0.1.1 (#35)
• Ordering of variables in Basis (#49)
• DiffEqFlux integration (#54)
• Time(t) as a basis? (#58)
• Optimiser Tests (#68)
• SInDy_Examples2 and ISInDy_Examples not working (#74)
• SINDY-PI (#82)
• ADMM not robust (#84)
• Rename SInDy (#91)
• Creating ODESystems for HAVOK (#93)
• Linear evolution of NonlinearKoopman (#97)
• Link to documentation in README is brocken (#99)
• SINDc : SINDy with control (#109)
• Check for observables as linear combinations of other observables (#116)
• Use Hyperopt.jl for Pareto Optimization (#129)
• Implicit Sparse Identification Example in Docs is broken (#130)
• Store the low-rank factorization of the Koopman operator for memory saving? (#135)
• DataDrivenDiffEq does only train along one trajectory (#136)
• Problem with the latest commit of DataDrivenDiffEq (#143)
• Please provide independent variables for basis. (#146)
• Help needed in overcoming this error (#152)
• On automatic creation of Basis vector in SInDy (#153)
• TagBot trigger issue (#170)
• Consistent API with SciML (#172)
• Update Documentation (#176)
• DataDrivenDiffEq.jl Windows installation issue (#180)
• README example not updated for changes in Basis syntax (#181)
• UndefVarError <ₑ (#190)
• Running tutorial with inplace diffeq form leads to method error (#193)
• Linear Independent Basis Reliability (#195)
• Issues with unique basis (#197)
• SINDy(::AbstractODESolution, ...) and adding Sol dispatch to library functions (#206)
• Base.unique! type piracy breaks subsequent import of Plots (#208)
• Model discovery from dataset with ContinuousDataDrivenProblem (#219)
• SINDy error when derivative values are small (#220)
• Bug in Quickstart.md the cartpole example (#223)
• SparseRegressionProblem (#226)
• Certain large problems cause segfaults (#228)
• Some clarification on the documentation, what is U? (#235)
• The nonlinear pendulum examples fails on solve (#236)
• Docs: Getting Started page + Math (#245)
• Docs Improvements (#247)
• Enforcing rather old versions of Symbolics and ModelingToolkit (#285)
• Update of the document "test/applications/partial_lotka_volterra.jl" (#286)
• tests failing for 1.7 (#290)
• Basic usage example in the documentation failing (#291)
• generator should be used instead of operator in the Nonlinear System with Extended Dynamic Mode Decomposition example in the tutorial (#292)
• Sparse Identification of Nonlinear Dynamics example in the tutorial fails (#294)
• about version (#308)
• is function for forward and backward DMD welcome as PR? (#313)
• DataDrivenDiffEq dont work on 1.7.1 (#322)
• ContinuousDataDrivenProblem (#336)
• Question reg combing several "experiments" (#339)
• Koopman inference fails for simple example while SINDy works (#342)
• Getting Started Example fails (#361)
• Varying STLSQ parameter gives interesting error behaviour (#364)
• DataDrivenDiffEq example 6 failure: "Implicit Nonlinear Dynamics : Autoregulation" (#376)
• Michaelis Menten Example with 3 subproblems (#377)
• Implicit Nonlinear Dynamics : Autoregulation , example not working (#378)
• DMD-like solves fail for systems with at least 32 variables (#379)
• main branch (#382)
• Linear Time Continuous System Documentation Example Errors in ODESystem Creation (#385)
• indirect dependency RegularizationTools has GPL license (#389)