This course gives you an introduction to modeling methods and simulation tools for a wide range of natural phenomena. The different methodologies that will be presented here can be applied to very wide range of topics such as fluid motion, stellar dynamics, population evolution, ... This course does not intend to go deeply into any numerical method or process and does not provide any recipe for the resolution of a particular problem. It is rather a basic guideline towards different methodologies that can be applied to solve any kind of problem and help you pick the one best suited for you.
Simulation and modeling of natural processes
ジュネーヴ大学（University of Geneva）このコースについて
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約23時間で修了
英語
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100%オンライン
自分のスケジュールですぐに学習を始めてください。
柔軟性のある期限
スケジュールに従って期限をリセットします。
約23時間で修了
英語
字幕：英語
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ジュネーヴ大学（University of Geneva）
Founded in 1559, the University of Geneva (UNIGE) is one of Europe's leading universities. Devoted to research, education and dialogue, the UNIGE shares the international calling of its host city, Geneva, a centre of international and multicultural activities with a venerable cosmopolitan tradition.
シラバス - 本コースの学習内容
2時間で修了
Introduction and general concepts
This module gives an overview of the course and presents the general ideas about modeling and simulation. An emphasis is given on ways to represent space and time from a conceptual point of view. An insight of modeling of complex systems is given with the simulation of the grothw and thrombosis of giant aneurysms. Finally, a first class of modeling approaches is presented: the Monte-Carlo methods.
2時間で修了
7件のビデオ （合計85分）, 1 reading, 1 quiz
7件のビデオ
Modeling and Simulation13 分
Modeling Space and Time15 分
Example of bio-medical Modeling9 分
Monte Carlo methods I9 分
Monte Carlo methods II15 分
Monte Carlo methods III10 分
1件の学習用教材
Course slides10 分
1の練習問題
Introduction and general concepts30 分
3時間で修了
Introduction to programming with Python 3
This module intends to provide the most basic concepts of high performance computing used for modeling purposes. It also aims at teaching the basics of Python 3 which will be the programming language used for the quizzes in this course.
3時間で修了
12件のビデオ （合計94分）, 2 readings, 3 quizzes
12件のビデオ
Concepts of code optimization6 分
Concepts of parallelism4 分
Palabos, a parallel lattice Boltzmann solver5 分
An introduction to Python 36 分
Running a Python program6 分
Variables and data types11 分
Operators8 分
Conditional Statements7 分
Loops7 分
Functions15 分
NumPy11 分
2件の学習用教材
Course slides10 分
Dive into python 310 分
3の練習問題
Introduction to programming with Python 330 分
Project - Piles30 分
Project - Class:Integration30 分
4時間で修了
Dynamical systems and numerical integration
Dynamical systems modeling is the principal method developed to study time-space dependent problems. It aims at translating a natural phenomenon into a mathematical set of equations. Once this basic step is performed the principal obstacle is the actual resolution of the obtained mathematical problem. Usually these equations do not possess an analytical solution and advanced numerical methods must be applied to solve them. In this module you will learn the basics of how to write mathematical equations representing natural phenomena and then how to numerically solve them.
4時間で修了
9件のビデオ （合計92分）, 3 readings, 3 quizzes
9件のビデオ
The random walk14 分
Growth of a population8 分
Balance equations I8 分
Balance equations II13 分
Integration of ordinary differential equations7 分
Error of the approximation8 分
The implicit Euler scheme11 分
Numerical integration of partial differential equations13 分
3件の学習用教材
Course slides10 分
References for numerical analysis10 分
A reference for the random walk10 分
3の練習問題
Dynamical systems and numerical integration30 分
The implicit Euler scheme30 分
Project - Lotka-Volterra30 分
3時間で修了
Cellular Automata
This module defines the concept of cellular automata by outlining the basic building blocks of this method. Then an insight of how to apply this technique to natural phenomena is given. Finally the lattice gas automata, a subclass of models used for fluid flows, is presented.
3時間で修了
7件のビデオ （合計108分）, 2 readings, 2 quizzes
7件のビデオ
Historical background9 分
A mathematical abstraction of reality20 分
Cellular Automata Models for Traffic13 分
Complex systems20 分
Lattice-gas models9 分
Microdynamics of LGA17 分
2件の学習用教材
Course slides10 分
Notes on the Parity Rule10 分
2の練習問題
Cellular Automata30 分
Project - The Parity Rule30 分
レビュー
SIMULATION AND MODELING OF NATURAL PROCESSES からの人気レビュー
AAにより2018年3月11日
The first 6 weeks of the course very well done. Unfortunately, the last two weeks were not of the same quality as the remaining parts of the course.
RMにより2019年4月20日
Week 5 and 6 where harder to follow and the projects where more complicated to understand (even though it shows that effort were put into them)
GBにより2018年9月8日
Very systematic and detailed introduction. Good way to start off into the science of simulation and modelling.
TLにより2020年6月17日
Great intro into modelling and simulation. Some excellent demos were provided.
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