Tutorials¶
To get started with MESSAGEix, the following tutorials are provided as Jupyter notebooks, which combine code, sample output, and explanatory text.
A static, non-interactive version of each notebook can be viewed online using the links below. In order to execute the tutorial code or make modifications, read the Preparation section, next.
Preparation¶
Getting tutorial files¶
If you installed MESSAGEix from source, all notebooks are in the tutorial
directory.
If you installed MESSAGEix using Anaconda, download the notebooks using the
message-ix
command-line program. In a command prompt:
$ message-ix dl /path/to/tutorials
Note
By default, the tutorials for your installed version of MESSAGEix are
downloaded. To download a different version, add e.g. --tag v1.2.0
to
the above command. To download the tutorials from the development version,
add --branch master
.
Running tutorials¶
Using Anaconda¶
The nb_conda
package is required. It should be installed by default with
Anaconda. If it was not, install it:
$ conda install nb_conda
Open “Jupyter Notebooks” from Anaconda’s “Home” tab (or directly if you have the option).
Choose and open a tutorial notebook.
Each notebook requires a kernel that executes code interactively. Check that the kernel matches your conda environment, and if necessary change kernels with the menu, e.g. Kernel → Change Kernel → Python [conda root].
From the command line¶
Navigate to the tutorial folder. For instance, if
message-ix dl
was used above:$ cd /path/to/tutorials
Start the Jupyter notebook:
$ jupyter notebook
Westeros Electrified¶
This tutorial demonstrates how to model a very simple energy system, and then uses it to illustrate a range of framework features.
Build the baseline model (westeros_baseline.ipynb).
Add extra detail and constraints to the model
Emissions
Introduce emissions and a bound on the emissions (westeros_emissions_bounds.ipynb).
Introduce taxes on emissions (westeros_emissions_taxes.ipynb).
Represent both coal and wind electricity using a “firm capacity” formulation (westeros_firm_capacity.ipynb): each generation technology can supply some firm capacity, but the variable, renewable technology (wind) supplies less than coal.
Represent coal and wind electricity using a different, “flexibility requirement” formulation (westeros_flexible_generation.ipynb), wherein wind requires and coal supplies flexibility.
Variablity in energy supply and demand by adding sub-annual time steps, e.g. winter and summer (westeros_seasonality.ipynb).
After the MESSAGE model has solved, use the
message_ix.reporting
module to ‘report’ results, e.g. do post-processing, plotting, and other calculations (westeros_report.ipynb).
Austrian energy system¶
This tutorial demonstrates a stylized representation of a national electricity sector model, with several fossil and renewable power plant types.
Prepare the base model version, in Python (austria.ipynb) or in R (austria_reticulate.ipynb).
Plot results, in Python (austria_load_scenario.ipynb) or in R (austria_load_scenario_R.ipynb).
Run a single policy scenario (austria_single_policy.ipynb).
Run multiple policy scenarios. This tutorial has two notebooks: an introduction with some exercises (austria_multiple_policies.ipynb) and completed code for the exercises (austria_multiple_policies-answers.ipynb).