A python package for simulating Lithium-ion battery performance. Equivalent circuit, Single-Particle, and full Pseudo-2D (P2D) porous electrode models are available.
Presently, the P2D model is the only one we are including, and this has
been verified against the LIONSIMBA MATLAB
package. We have used their finite-volume based approach, and
would like to refer others to their paper titled: LIONSIMBA: A Matlab Framework Based on a Finite Volume Model Suitable for Li-Ion Battery Design, Simulation, and Control
Matthew Klein
Contact: mpklein@ucdavis.edu
The third-party packages required are as follows: python2.7
, numpy
,
scipy
, matplotlib
, and assimulo
.
assimulo
is used to provide access to
the IDA solver in LLNL's Sundials package. While providing a simple interface
to IDA, it does not provide the use of the sparse direct solvers in IDA,
which highly limits the compuational speed here. This will be an area for
improvement for us moving forward.
My preferred method for getting the third-party packages to run battsimpy
is to install Anaconda2 and then conda install assimulo.
Then, after installing Anaconda2:
conda install -c chria assimulo=2.9
This is the quickest way to get going for me.
Two configuration files need to be either generated, or modified from the provided examples. The model_...conf and sim_...conf files should be setup.
For simply running the provided model and simulation the only key that needs to be changed is the INPUT_DATA_ROOT. This should be: /your/path/to/battsimpy/model_parameters/
Change the INPUT_DATA_ROOT key in the model configuration file.
Change the OUTPUT_ROOT and the DATE keys in the simulation configuration file. The OUTPUT_ROOT should be setup as follows: /path/for/output/data/
The DATE key is for a subdirectory in your OUTPUT_ROOT to dump the output simulation data. e.g., /OUTPUT_ROOT/DATE/ is the full path used for the output simulation data.
cd to your local directory for /path/to/battsimpy/battsimpy/
.
To run an example simulation:
python testdriver.py /path/to/battsimpy/ model_conffile.conf sim_conffile.conf
Some example plots:
python plotdriver.py /path/to/battsimpy/ model_conffile.conf sim_conffile.conf
We are working to provide a more detailed User Manual to explain how to setup the full set of model parameters and configuration files from scratch for users that need to take full advantage of this.