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完成時間大約為32 小時

建議:6 hours/week...

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100% 在線

立即開始,按照自己的計劃學習。

可靈活調整截止日期

根據您的日程表重置截止日期。

完成時間大約為32 小時

建議:6 hours/week...

英語(English)

字幕:英語(English)

教學大綱 - 您將從這門課程中學到什麼

1
完成時間為 2 小時

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.

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7 個視頻 (總計 85 分鐘), 1 個閱讀材料, 1 個測驗
7 個視頻
Modeling and Simulation13分鐘
Modeling Space and Time15分鐘
Example of bio-medical Modeling9分鐘
Monte Carlo methods I9分鐘
Monte Carlo methods II15分鐘
Monte Carlo methods III10分鐘
1 個閱讀材料
Course slides10分鐘
1 個練習
Introduction and general concepts8分鐘
2
完成時間為 2 小時

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.

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12 個視頻 (總計 94 分鐘), 2 個閱讀材料, 3 個測驗
12 個視頻
Concepts of code optimization6分鐘
Concepts of parallelism4分鐘
Palabos, a parallel lattice Boltzmann solver5分鐘
An introduction to Python 36分鐘
Running a Python program6分鐘
Variables and data types11分鐘
Operators8分鐘
Conditional Statements7分鐘
Loops7分鐘
Functions15分鐘
NumPy11分鐘
2 個閱讀材料
Course slides10分鐘
Dive into python 310分鐘
3 個練習
Introduction to programming with Python 310分鐘
Project - Piles2分鐘
Project - Class:Integration2分鐘
3
完成時間為 3 小時

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.

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9 個視頻 (總計 92 分鐘), 3 個閱讀材料, 3 個測驗
9 個視頻
The random walk14分鐘
Growth of a population8分鐘
Balance equations I8分鐘
Balance equations II13分鐘
Integration of ordinary differential equations7分鐘
Error of the approximation8分鐘
The implicit Euler scheme11分鐘
Numerical integration of partial differential equations13分鐘
3 個閱讀材料
Course slides10分鐘
References for numerical analysis10分鐘
A reference for the random walk10分鐘
3 個練習
Dynamical systems and numerical integration8分鐘
The implicit Euler scheme18分鐘
Project - Lotka-Volterra8分鐘
4
完成時間為 2 小時

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.

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7 個視頻 (總計 108 分鐘), 2 個閱讀材料, 2 個測驗
7 個視頻
Historical background9分鐘
A mathematical abstraction of reality20分鐘
Cellular Automata Models for Traffic13分鐘
Complex systems20分鐘
Lattice-gas models9分鐘
Microdynamics of LGA17分鐘
2 個閱讀材料
Course slides10分鐘
Notes on the Parity Rule10分鐘
2 個練習
Cellular Automata8分鐘
Project - The Parity Rule6分鐘
4.2
26 個審閱Chevron Right

來自Simulation and modeling of natural processes的熱門評論

創建者 EMNov 18th 2017

This course was a perfect match with my expectations! I think it is a perfect introduction to Computer modeling of natural processes. I enjoyed lectures and tasks. Thank you very much!

講師

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Bastien Chopard

Full Professor
Computer Science
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Jean-Luc Falcone

Research Associate
Computer Science
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Jonas Latt

Senior Lecturer
Computer Science
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Orestis Malaspinas

Research Associate
Computer Science Department

關於 日内瓦大学

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....

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