Uses today's weather to show how the dispatch of a future renewable power system would work.
At the moment it only works for Germany.
Takes daily data for wind, solar, hydro, load and heat demand.
Dispatches a future energy system with wind, solar, hydroelectricity, batteries, hydrogen storage and flexible demand to minimise costs. Capacities for the future are fixed in advance.
The dispatch is myopic over the next 24 hours. The long-term hydrogen storage is dispatched using a constant hydrogen value (e.g. 90 €/MWh).
Outputs include:
- Dispatch
- States of charge for battery and hydrogen storage
- Prices
There are some strong assumptions and limitations:
- Germany is an island system with no connection to neighbours
- Balancing reserves are ignored
- Internal grid constraints and redispatch is ignored
- Future climate change is ignored
- Biomass is not modelled
Future plans: see the issues.
You will need PyPSA. To install using
conda,
mamba or micromamba, you
can create an environment with the provided environment.yaml
:
micromamba env create -f environment.yaml
micromamba activate pypsa-nowcast
The solver defaults to gurobi and cbc, but other solvers can be used (see the
settings in the config.yaml
).
All parameters are controlled from the config.yaml
file.
Running
python execute_all.py
will run all scripts in the necessary sequence.
download_data_smard.py
downloads the wind, solar, hydro and load data from the
SMARD platform.
correct_data_smard.py
corrects the wind, solar and hydro data using
yearly correction factors based on the net generation statistics from
AG Energiebilanzen
e.V..
solve_myopic.py scenario-default.yaml
optimises each day myopically in sequence, passing
on the state of charge of all storage units.
plot_networks.py scenario-default.yaml
generates the graphics.
generate_html.py scenario-default.yaml
makes a webpage for each scenario.
- David Osmond simulations for Australia
- Agora Future-Agorameter for Germany
- energy-charts REMod scenarios (not live)
Copyright 2023-4 Tom Brown https://nworbmot.org/
This program is free software: you can redistribute it and/or modify it under the terms of the GNU Affero General Public License as published by the Free Software Foundation; either version 3 of the License, or (at your option) any later version.
This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU Affero General Public License for more details.