ETHOS.HiSim is a house infrastructure simulator
Project description
ETHOS.HiSim - Household Infrastructure and Building Simulator
ETHOS.HiSim is a Python package for simulation and analysis of household scenarios and building systems using modern components as alternative to fossil fuel based ones. This package integrates load profiles generation of electricity consumption, heating demand, electricity generation, and smart strategies of modern components, such as heat pump, battery, electric vehicle or thermal energy storage. ETHOS.HiSim is a package under development by Forschungszentrum Jülich und Hochschule Emden/Leer. For detailed documentation, please access ReadTheDocs of this repository.
Install Graphviz
If you want to use the feature that generates system charts, you need to install GraphViz in your system. If you don't have Graphviz installed, you will experience error messages about a missing dot.exe under Windows.
Follow the installation instructions from here: https://www.graphviz.org/download/
(or simply disable the system charts)
Clone Repository
To clone this repository, enter the following command to your terminal:
git clone https://github.com/FZJ-IEK3-VSA/HiSim.git
Virtual Environment
Before installing ETHOS.Hisim
, it is recommended to set up a Python virtual environment. Let hisimvenv
be the name of
virtual environment to be created. For Windows users, setting the virtual environment in the path \Hisim
is done with
the command line:
python -m venv hisimvenv
After its creation, the virtual environment can be activated in the same directory:
hisimvenv\Scripts\activate
For Linux/Mac users, the virtual environment is set up and activated as follows:
virtual hisimvenv source hisimvenv/bin/activate
Alternatively, Anaconda can be used to set up and activate the virtual environment:
conda create -n hisimvenv python=3.9
conda activate hisimvenv
With the successful activation, ETHOS.HiSim
is ready to be locally installed.
Install Package
After setting up the virtual environment, install the package to your local libraries:
pip install -e .
Optional: Set Environment Variables
Certain components might access APIs to retrieve data. In order to use them, you need to set the url and key as environment variables. This can be done with an .env
file wihtin the HiSim root folder or with system tools. The environment variables are:
UTSP_URL
UTSP_API_KEY
Run Simple System Setups
Run the python interpreter in the HiSim/system_setups
directory with the following command:
python ../hisim/hisim_main.py simple_system_setup_one.py
or
python ../hisim/hisim_main.py simple_system_setup_two.py
This command executes hisim_main.py
on the setup function setup_function
implemented in the files simple_system_setup_one.py
and simple_system_setup_two.py
that are stored in HiSim/system_setups
.
The results can be visualized under directory results
created under the same directory where the script with the setup
function is located.
Run Basic Household System Setup
The directory HiSim/system_setups
also contains a basic household configuration in the script basic_household.py
.
It can be executed with the following command:
python ../hisim/hisim_main.py basic_household.py
The system is set up with the following elements:
- Occupancy (Residents' Demands)
- Weather
- Photovoltaic System
- Building
- Heat Pump
Hence, photovoltaic modules and the heat pump are responsible to cover the electricity the thermal energy demands as
best as possible. As the name of the setup function says, the components are explicitly connected to each other, binding
inputs correspondingly to its output sequentially. This is difference then automatically connecting inputs and outputs
based its similarity. For a better understanding of explicit connection, proceed to session IO Connecting Functions
.
Generic Setup Function Walkthrough
The basic structure of a setup function follows:
- Set the simulation parameters (See
SimulationParameters
class inhisim/hisim/component.py
) - Create a
Component
object and add it toSimulator
object- Create a
Component
object from one of the child classes implemented inhisim/hisim/components
- Check if
Component
class has been correctly imported
- Check if
- If necessary, connect your object's inputs with previous created
Component
objects' outputs. - Finally, add your
Component
object toSimulator
object
- Create a
- Repeat step 2 while all the necessary components have been created, connected and added to the
Simulator
object.
Once you are done, you can run the setup function according to the description in the simple system setup run.
Package Structure
The main program is executed from hisim/hisim/hisim_main.py
. The Simulator
(simulator.py
) object groups Component
s declared and added from the setups functions. The ComponentWrapper
(simulator.py
) gathers together the Component
s
inside an Simulator
Object. The Simulator
object performs the entire simulation under the
function run_all_timesteps
and stores the results in a Python pickle data.pkl
in a subdirectory
of hisim/hisim/results
named after the executed setup function. Plots and the report are automatically generated from
the pickle by the class PostProcessor
(hisim/hisim/postprocessing/postprocessing.py
).
Component Class
A child class inherits from the Component
class in hisim/hisim/component.py
and has to have the following methods
implemented:
- i_save_state: updates previous state variable with the current state variable
- i_restore_state: updates current state variable with the previous state variable
- i_simulate: performs a timestep iteration for the
Component
- i_doublecheck: checks if the values are expected throughout the iteration
These methods are used by Simulator
to execute the simulation and generate the results.
List of Component
Children
Theses classes inherent from Component
(component.py
) class and can be used in your setup function to customize
different configurations. All Component
class children are stored in hisim/hisim/components
directory. Some of these
classes are:
RandomNumbers
(random_numbers.py
)SimpleController
(simple_controller.py
)SimpleSotrage
(simple_storage.py
)Transformer
(transformer.py
)PVSystem
(pvs.py
)CHPSystem
(chp_system.py
)Csvload
(csvload.py
)SumBuilderForTwoInputs
(sumbuilder.py
)SumBuilderForThreeInputs
(sumbuilder.py
)- ToDo: more components to be added
Connecting Input/Outputs
Let my_home_electricity_grid
and my_appliance
be Component objects used in the setup function. The
object my_apppliance
has an output ElectricityOutput
that has to be connected to an object ElectricityGrid
. The
object my_home_electricity_grid
has an input ElectricityInput
, where this connection takes place. In the setup
function, the connection is performed with the method connect_input
from the Simulator
class:
my_home_electricity_grid.connect_input(input_fieldname=my_home_electricity_grid.ELECTRICITY_INPUT,
src_object_name=my_appliance.component_name,
src_field_name=my_appliance.ELECTRICITY_OUTPUT)
Configuration Automator
A configuration automator is under development and has the goal to reduce connections calls among similar components.
Post Processing
After the simulator runs all time steps, the post processing (postprocessing.py
) reads the persistent saved results,
plots the data and
generates a report.
Contributions and Collaborations
ETHOS.HiSim welcomes any kind of feedback, contributions, and collaborations. If you are interested in joining the project, adding new features, or providing valuable insights, feel free to reach out (email to k.rieck@fz-juelich.de) and participate in our HiSim developer meetings held every second Monday. Additionally, we encourage you to utilize our Issue section to share feedback or report any bugs you encounter. We look forward to your contributions and to making meaningful improvements. Happy coding!
License
MIT License
Copyright (C) 2020-2021 Noah Pflugradt, Leander Kotzur, Detlef Stolten, Tjarko Tjaden, Kevin Knosala, Sebastian Dickler, Katharina Rieck, David Neuroth, Johanna Ganglbauer, Vitor Zago, Frank Burkard, Maximilian Hillen, Marwa Alfouly, Franz Oldopp, Markus Blasberg
You should have received a copy of the MIT License along with this program. If not, see https://opensource.org/licenses/MIT
About Us
We are the Institute of Energy and Climate Research - Techno-economic Systems Analysis (IEK-3) belonging to the Forschungszentrum Jülich. Our interdisciplinary institute's research is focusing on energy-related process and systems analyses. Data searches and system simulations are used to determine energy and mass balances, as well as to evaluate performance, emissions and costs of energy systems. The results are used for performing comparative assessment studies between the various systems. Our current priorities include the development of energy strategies, in accordance with the German Federal Government’s greenhouse gas reduction targets, by designing new infrastructures for sustainable and secure energy supply chains and by conducting cost analysis studies for integrating new technologies into future energy market frameworks.
Contributions and Users
Development Partners:
Hochschule Emden/Leer inside the project "Piegstrom".
4ward Energy inside the EU project "WHY"
Acknowledgement
This work was supported by the Helmholtz Association under the Joint Initiative "Energy System 2050 A Contribution of the Research Field Energy" .
For this work weather data is based on data from "German Weather Service (Deutscher Wetterdienst-DWD)" and "NREL National Solar Radiation Database" (License: Creative Commons Attribution 3.0 United States License); individual values are averaged.
This project has received funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 891943.
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