Global Warming II: Create Your Own Models in Python

This class Create Your Own Models in Python provides a series of Python programming exercises intended to explore the use of numerical modeling in the Earth system and climate sciences.

This class Create Your Own Models in Python 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.

Syllabus

WEEK 1
6 hours to complete

Create Your Own Models in Python: 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 videos (Total 7 min), 6 readings, 3 quizzes

WEEK 2
5 hours to complete

Create Your Own Models in Python: 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 video (Total 5 min), 3 readings, 3 quizzes

WEEK 3
5 hours to complete

Create Your Own Models in Python: 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 video (Total 5 min), 3 readings, 3 quizzes

WEEK 4
11 hours to complete

Create Your Own Models in Python: 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 video (Total 7 min), 1 reading, 6 quizzes

WEEK 5
5 hours to complete

Create Your Own Models in Python: A Model of Climate Changes Today
Background for this model was presented in Part I of this class, Unit 9, The Perturbed Carbon Cycle.

1 video (Total 5 min), 4 readings, 3 quizzes

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