universal_differential_equations
universal_differential_equations copied to clipboard
Repository for the Universal Differential Equations for Scientific Machine Learning paper, describing a computational basis for high performance SciML
Incorrect predictions, again.... ``` using OrdinaryDiffEq using ModelingToolkit using DataDrivenDiffEq using LinearAlgebra using Optimization, OptimizationFlux, OptimizationOptimJL #OptimizationOptimisers for ADAM and OptimizationOptimJL for BFGS using Lux using SciMLSensitivity using Plots gr()...
Hudson Bay
I couldn't find an example of multiple shooting in SciMLSensitivity, sorry - it's coming up with the error "UndefVarError: multiple_shoot not defined" when I try to run ADAM. I also...
Here is the code which I have for now. For simplicity, I am currently using a single strain rate and not summing over multiple strain rates. ``` using DiffEqFlux, Flux...
Translation of SEIR Example, based on Lotka Volterra 1: Hiya, ok, here's the first... - I can't get it to train only for dE, dI, dR the way the old...
This brilliant work gives me a lot of insights! I want to cite it in my paper now. ♥ Is it published? A peer-reviewed article sounds much better than a...
I also had a similar issue to this for the first part of the SEIR example a few weeks back, though the second part seemed to work. I copied the...
The code for the sindy to equations parts of the examples are out of date and won't run. In addition, running the SEIR model, the following warnings came up: FastChain...
`scenario_2.jl` outputs in following fit for UDE.. `scenario_1.jl` also does does not fit (I remember in early versions, this examples were able to recover the model accurately.. what changed ?)...
this fixes some obvious errors that i think came from `scenario_2.jl` syntax. Bdw, this case doesn't seem to be the one doing good prediction.
Looks like the LotkaVolterra example folder has an outdated and invalid Manifest file with an old reference to a master of DataDrivenDiffEq ``` [2445eb08] DataDrivenDiffEq v0.5.5 `https://github.com/SciML/DataDrivenDiffEq.jl.git#master` ``` It also...