Related Methods

Uncertainty Quantification

• https://tutorials.sciml.ai/html/DiffEqUncertainty/02-AD_and_optimization.html
• https://tutorials.sciml.ai/html/DiffEqUncertainty/01-expectation_introduction.html

ODEs

• https://discourse.julialang.org/t/solving-and-ode-system-starting-from-different-initial-points/35480
• https://discourse.julialang.org/t/second-order-differential-equation-blows-up-numerically-and-i-have-no-clue-why-any-ideas/34427/5
• https://discourse.julialang.org/t/running-simulations-over-range-of-parameters/35573/13
• https://discourse.julialang.org/t/differentialequations-sanity-check/35517
• https://github.com/JuliaDiffEq/OrdinaryDiffEq.jl/issues/1060
• https://discourse.julialang.org/t/plot-sol-with-time-transformation/34696
• https://discourse.julialang.org/t/regime-estimation-for-parameter-space-of-small-system/41588/2
• https://discourse.julialang.org/t/differentialequations-and-a-phase-angle-variable/43449

SDEs

• https://discourse.julialang.org/t/multithreading-not-giving-noticeable-advantage-when-running-parallel-functions/44830

Tutorials

• • https://sam-dolan.staff.shef.ac.uk/mas212/notebooks/ODE_Example.html

Ensemble simulations

• https://docs.juliadiffeq.org/latest/features/ensemble/

Benchmarks

• Torchdiffeq vs DifferentialEquations.jl (/ DiffEqFlux.jl) Neural ODE Compatible Solver Benchmarks

EAGO

• https://www.tandfonline.com/doi/figure/10.1080/10556788.2020.1786566?scroll=top&needAccess=true
• https://www.x-mol.com/paper/5898602
• https://psor.uconn.edu/wp-content/uploads/sites/1972/2019/06/Stuber_EAGO_EURO2019_Presentation.pdf