This class provides a series of Python programming exercises intended to explore the use of numerical modeling in the Earth system and climate sciences. The scientific background for these models is presented in a companion class, Global Warming I: The Science and Modeling of Climate Change. This class assumes that you are new to Python programming (and this is indeed a great way to learn Python!), but that you will be able to pick up an elementary knowledge of Python syntax from another class or from on-line tutorials.
教学大纲 - 您将从这门课程中学到什么
周
1完成时间为 6 小时
Time-Dependent Energy Balance Model
This class is intended to complement a Coursera class called Global Warming I: The Science and Modeling of Climate Change, which presents much of the background to the material here. In this class you'll be using spreadsheets (maybe) and Python (definitely) to do some simple numerical calculations on topics in Earth System Science. The model you'll be working on this week is based on material from Unit 3 of that class, called First Climate Model.
2 个视频 （总计 7 分钟）, 6 个阅读材料, 3 个测验
6 个阅读材料
Scripting and Spreadsheets10分钟
Tips for Using Spreadsheets for Numerical Simulation10分钟
Tips for Getting Started Coding10分钟
Model Formulation10分钟
How to Solve Using a Spreadsheet10分钟
How to Encode into Python or Fortran10分钟
1 个练习
Code Tricks: Heat Capacity, Time Steps, and Equilibration Time8分钟
周
2完成时间为 6 小时
Iterative Runaway Ice-Albedo Feedback Model
The ideas behind this model were explained in Unit 7, Feedbacks, in Part I of this class. First we get to generate simple linear "parameterization" functions of planetary albedo and the latitude to which ice forms (colder = lower latitude ice). Second, for any given value of the solar constant, L, we'll use iteration to find consistent values of albedo and T, to show the effect of the ice albedo feedback on Earth's temperature, running away to fall into the dreaded "snowball Earth".
1 个视频 （总计 5 分钟）, 3 个阅读材料, 3 个测验
1 个视频
3 个阅读材料
Parameterized Relationship Between T, Ice Latitude, and Albedo10分钟
Spreadsheet Instructions10分钟
Coding Instructions10分钟
1 个练习
Code Trick: Hysteresis Into and Out Of the Snowball4分钟
周
3完成时间为 6 小时
Ice Sheet Dynamics
Ice flows like extra-thick molasses, downhill. The shape of the ice sheet (altitude versus distance across) is determined by the relationship between ice surface slope and the flow rate of the ice.
1 个视频 （总计 5 分钟）, 3 个阅读材料, 3 个测验
1 个视频
3 个阅读材料
Model Formulation10分钟
Spreadsheet Tips10分钟
Coding10分钟
1 个练习
Code Tricks: Time Steps, Snowfall, and Elevation10分钟
周
4完成时间为 11 小时
Pressure, Rotation, and Fluid Flow
Planetary rotation and fluid flow were explained in Part I of this class, Unit 6, on Weather and Climate.
1 个视频 （总计 7 分钟）, 1 个阅读材料, 6 个测验
1 个视频
1 个阅读材料
Model Description10分钟
2 个练习
Code Trick: Geostrophic Flow and a Drifting Rossby Wave4分钟
Code Trick: Gyre Circulation with Westward Intensification6分钟
4.3
13 个审阅来自Global Warming II: Create Your Own Models in Python的热门评论
I would love some more excercises, more modeling concepts. A great experience after all!
A challenging course that gives a basic insight to the world of climate modelling
讲师
David Archer
ProfessorGeophysical Sciences
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