6 releases
new 0.1.7 | May 9, 2024 |
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0.1.6 | May 7, 2024 |
0.1.4 | Apr 5, 2024 |
0.1.2 | Feb 20, 2024 |
#387 in Math
451 downloads per month
Used in 2 crates
(via pharmsol)
345KB
8K
SLoC
DiffSol
Diffsol is a library for solving ordinary differential equations (ODEs) or semi-explicit differential algebraic equations (DAEs) in Rust. You can use it out-of-the-box with vectors and matrices from the nalgebra or faer crates, or you can implement your own types by implementing the various vector and matrix traits in diffsol.
Features
DiffSol implements the following solvers:
- A variable order Backwards Difference Formulae (BDF) solver, suitable for stiff problems and singular mass matrices.
- A Singly Diagonally Implicit Runge-Kutta (SDIRK or ESDIRK) solver, suitable for moderately stiff problems and singular mass matrices. You can use your own butcher tableau or use one of the provided (
tr_bdf2
oresdirk34
). - A BDF solver that wraps the IDA solver solver from the Sundials library (requires the
sundials
feature). This is similar to the BDF solver above and is include for comparison purposes.
All solvers feature adaptive step-size control to given tolerances, dense output, event handling and stepping to specific times.
For comparison, the BDF solvers are similar to MATLAB's ode15s
solver or the bdf
solver in SciPy's solve_ivp
function.
The ESDIRK solver using the provided tr_bdf2
tableau is similar to MATLAB's ode23t
solver.
Users can specify the equations to solve in the following ODE form:
M \frac{dy}{dt} = f(t, y, p)
where $M$ is a (possibly singular) mass matrix, $y$ is the state vector, $t$ is the time, $p$ is a vector of parameters, and $f$ is the right-hand side function. The mass matrix $M$ is optional (assumed to be the identity matrix if not provided).
Installation
See instructions on the crates.io page.
Usage
For more documentation and examples, see the API documentation.
Dependencies
~14–21MB
~418K SLoC