PolyChaos.jl

A Julia package to construct orthogonal polynomials, their quadrature rules, and use it with polynomial chaos expansions.
Author timueh
Popularity
57 Stars
Updated Last
1 Year Ago
Started In
January 2019

Build Status codecov Coverage Status Code DOI Paper@arXiv

PolyChaos -- Orthogonal Polynomials, Quadrature, and Polynomial Chaos

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

equation

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.

Citing

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},
}

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