PyFMI: A Python Package for Simulation of Coupled Dynamic Models with the Functional Mock-up Interface
Författare
Summary, in English
With the advent of the Functional Mock-up Interface (FMI) standard, exchanging dynamic models between modeling and simulation tools has been greatly simplified. At the core of it, FMI is a standardized and unified model execution interface for dynamic models. FMI has gained widespread adoption among users and numerous commercial and open source tools implement support for the standard. In this article, the Python package PyFMI is introduced. PyFMI supports loading and execution of models compliant with the FMI standard, called Functional Mock-up Units (FMUs). It includes a master algorithm for simulation of coupled FMUs together with connections to both Assimulo, for simulation of single FMUs, and to SciPy, for performing parameter estimation. Accessing models compliant with FMI in Python, which is an open and accessible scripting language, is intended to further spread the standard and also promote and facilitate future development of the standard. This is due to Python being a convenient language for experimentation and prototyping of numerical algorithms. PyFMI is also demonstrated on a number of problems that highlights its viability for solving industrial grade simulation problems with FMUs.
Avdelning/ar
- Matematik LTH
- Institutionen för reglerteknik
- Numerical Analysis
Publiceringsår
2016
Språk
Engelska
Publikation/Tidskrift/Serie
Technical Report in Mathematical Sciences
Issue
2
Fulltext
Dokumenttyp
Rapport
Förlag
Centre for Mathematical Sciences, Lund University
Ämne
- Mathematics
Nyckelord
- Functional Mock-up Interface
- FMI
- Python
- Simulation
- Co-Simulation
- Ordinary differential equations
- Parameter Estimation
Status
Published
Projekt
- LCCC
Report number
2016
Forskningsgrupp
- Numerical Analysis
ISBN/ISSN/Övrigt
- ISSN: 1403-9338