Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
https://github.com/ickk/aberth
Aberth's method for finding the zeros of a polynomial
https://github.com/ickk/aberth
mathematics root-finding
Last synced: 5 days ago
JSON representation
Aberth's method for finding the zeros of a polynomial
- Host: GitHub
- URL: https://github.com/ickk/aberth
- Owner: ickk
- License: apache-2.0
- Created: 2023-04-10T03:52:11.000Z (over 1 year ago)
- Default Branch: dev
- Last Pushed: 2023-09-20T23:19:10.000Z (about 1 year ago)
- Last Synced: 2024-04-20T08:12:12.362Z (7 months ago)
- Topics: mathematics, root-finding
- Language: Rust
- Homepage: https://crates.io/crates/aberth
- Size: 40 KB
- Stars: 2
- Watchers: 1
- Forks: 0
- Open Issues: 2
-
Metadata Files:
- Readme: README.md
- License: LICENSE-APACHE
Awesome Lists containing this project
README
aberth
======
[crates.io](https://crates.io/crates/aberth) |
[docs.rs](https://docs.rs/aberth) |
[github](https://github.com/ickk/aberth)An implementation of the
[Aberth-Ehrlich method](https://en.wikipedia.org/wiki/Aberth_method)
for finding the zeros of a polynomial.Aberth's method uses an electrostatics analogy to model the approximations as
negative charges and the true zeros as positive charges. This enables finding
all complex roots simultaneously, converging cubically (worst-case it converges
linearly for zeros of multiplicity).This crate is `#![no_std]` and tries to have minimal dependencies. It uses
[arrayvec](https://crates.io/crates/arrayvec)
to avoid allocations, which will be removed when rust stabilises support for
const-generics.Usage
-----Add it to your project:
```sh
cargo add aberth
```Specify the coefficients of your polynomial in an array in ascending order and
then call the `aberth` method on your polynomial.
```rust
use aberth::aberth;
const EPSILON: f32 = 0.001;
const MAX_ITERATIONS: u32 = 10;// 0 = -1 + 2x + 4x^4 + 11x^9
let polynomial = [-1., 2., 0., 0., 4., 0., 0., 0., 0., 11.];let roots = aberth(&polynomial, MAX_ITERATIONS, EPSILON);
// [
// Complex { re: 0.4293261, im: 1.084202e-19 },
// Complex { re: 0.7263235, im: 0.4555030 },
// Complex { re: 0.2067199, im: 0.6750696 },
// Complex { re: -0.3448952, im: 0.8425941 },
// Complex { re: -0.8028113, im: 0.2296336 },
// Complex { re: -0.8028113, im: -0.2296334 },
// Complex { re: -0.3448952, im: -0.8425941 },
// Complex { re: 0.2067200, im: -0.6750695 },
// Complex { re: 0.7263235, im: -0.4555030 },
// ]
```The above method does not require any allocation, instead doing all the
computation on the stack. It is generic over any size of polynomial, but the
size of the polynomial must be known at compile time.The coefficients of the polynomial may be `f32`, `f64`, or even complex numbers
`Complex`, `Complex`:
```rust
# use aberth::{aberth, Complex};
#
# let p1 = [1_f32, 2_f32];
# let r1 = aberth(&p1, 10, 0.001);
#
# let p2 = [1_f64, 2_f64];
# let r2 = aberth(&p2, 10, 0.001);
#
# let p3 = [Complex::new(1_f32, 2_f32), Complex::new(3_f32, 4_f32)];
# let r3 = aberth(&p3, 10, 0.001);
#
# const MAX_ITERATIONS: u32 = 10;
# const EPSILON: f64 = 0.001;
let polynomial = [Complex::new(1_f64, 2_f64), Complex::new(3_f64, 4_f64)];
let roots = aberth(&polynomial, MAX_ITERATIONS, EPSILON);
```If `std` is available then there is also an `AberthSolver` struct which
allocates some memory to support dynamically sized polynomials at run time.
This may also be good to use when you are dealing with polynomials with many
terms, as it uses the heap instead of blowing up the stack.```rust
use aberth::AberthSolver;let mut solver = AberthSolver::new();
solver.epsilon = 0.001;
solver.max_iterations = 10;// 0 = -1 + 2x + 4x^3 + 11x^4
let a = [-1., 2., 0., 4., 11.];
// 0 = -28 + 39x^2 - 12x^3 + x^4
let b = [-28., 0., 39., -12., 1.];for polynomial in [a, b] {
let roots = solver.find_roots(&polynomial);
// ...
}
```Note that the returned values are not sorted in any particular order.
The coefficient of the highest degree term should not be zero.
`#![no_std]`
------------To use in a `no_std` environment you must disable `default-features` and enable
the `libm` feature:
```toml
[dependencies]
aberth = { version = "0.4.1", default-features = false, features = ["libm"] }
```Stability Guarantees
--------------------**`mod internal` may experience breaking changes even in minor and patch
releases**:We expose the `internal` module, for those interested in supplying their own
initial guesses to `internal::aberth_raw`. However this `internal` module is
considered an implementation detail and does not follow the semantic versioning
scheme of the rest of the project.License
-------This crate is licensed under any of the
[Apache license, Version 2.0](./LICENSE-APACHE),
or the
[MIT license](./LICENSE-MIT),
or the
[Zlib license](./LICENSE-ZLIB)
at your option.