MultiScale Simulations (An Introduction to Complex Systems in Environment)

Mezemate Yacine, Schertzer Daniel

We have seen during the previous lecture the concept of cascade phenomenology and the different models that can be found in the literature. It has been showed the cascade generation is based on the scale invariance propriety and the multiplicative process. The use of simulation is increasingly common in environmental field because it allows us to access to information at small scale and to have a detailed description and understanding of the process. In the stochastic simulation we simulate the evolution of variables that can change stochastically (randomly) with certain probabilities. We will show in this lecture some of techniques to simulate (generate) some stochastic fields according to some probability distribution. We focus on the multifractal simulation tp show how can we generate a multi-scale (conservative and non-conservative) field . We finished with two exercises in order to practice the different techniques. Module 9 of the course set "An Introduction to Complex Systems in Environment"

Description

Université productrice

École nationale des ponts et chaussées, Université numérique ingénierie et technologie

Discipline

Ingénierie de l'environnement - Traitements de problèmes d'environnement, Ingénierie de l'environnement - Problèmes d'environnement

Mots clés

complex systems in environment, environmental engineering, ingénierie de l'environnement, système complexe, multi-scale simulation, random dynamical system, Markov processes, Brownian motion, Multifractal simulation

Langues

Français

Droits attachés à la ressource

Licence CeCILL version 2

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Indication pédagogique

Niveaux

L3

Type(s) pédagogique(s)

Cours / Présentation, Exercice

Type(s) documentaire(s)

Texte, Ressource interactive