A Julia package to construct orthogonal polynomials, their quadrature rules, and use it with polynomial chaos expansions.
The package requires Julia 1.3
or newer.
In Julia
switch to the package manager
julia> ]
(v1.3) pkg> add PolyChaos
This will install PolyChaos and its dependencies. Once that is done, load the package:
julia> using PolyChaos
That's it.
Let's take a look at a simple example. We would like to solve the integral
Exploiting the underlying uniform measure, the integration can be done exactly with a 3-point quadrature rule.
opq = Uniform01OrthoPoly(3)
integrate(x -> 6x^5, opq)
For more information please visit the documentation.
If you like PolyChaos.jl
, consider citing our paper
@ARTICLE{2020arXiv200403970M,
author = {{M{\"u}hlpfordt}, Tillmann and {Zahn}, Frederik and {Hagenmeyer}, Veit and {Faulwasser}, Timm},
title = "{PolyChaos.jl -- A Julia Package for Polynomial Chaos in Systems and Control}",
journal = {arXiv e-prints},
keywords = {Electrical Engineering and Systems Science - Systems and Control, Mathematics - Numerical Analysis, Mathematics - Optimization and Control},
year = 2020,
month = apr,
eid = {arXiv:2004.03970},
pages = {arXiv:2004.03970},
archivePrefix = {arXiv},
eprint = {2004.03970},
primaryClass = {eess.SY},
}