Git Product home page Git Product logo

gaussian_to_nongaussian's Introduction

Gaussian_to_nonGaussian

View Non-Gaussian process generation on File Exchange Buy Me A Coffee

A non-Gaussian distribution is generated from a Gaussian-distributed white noise

Summary

The method used in these files is based on the Moment Based Hermite Transformation Model (MBHTM) and uses a cubic transformation to transform a Gaussian process into a non-Gaussian one. It is described in [1]. However, I mainly rely on [2] for the implementation of the code. A target skewness and a target kurtosis are used to introduce non-Gaussianity. However, the transformation only works for a limited range of skewness and kurtosis. See [2] for more details.

Content

Two files are included

  • MBHTM.m which is the main function to generare the non-Gaussian process

  • Documentation.mlx which is the example file

References

[1] Gurley, K. R., Tognarelli, M. A., & Kareem, A. (1997). Analysis and simulation tools for wind engineering. Probabilistic Engineering Mechanics, 12(1), 9-31.

[2] Denoël, V. (2005). Application des méthodes d'analyse stochastique à l’étude des effets du vent sur les structures du génie civil. Unpublished doctoral thesis, University of Liège. (in French, p. 229)

gaussian_to_nongaussian's People

Stargazers

 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.