Year: 2015
Type: conference-paper
Abstract: The Modelica language is one of the most important languages for representing a large class of systems, ranging from vehicles to climate control systems in buildings.Component libraries, containing components like valves, motors, pumps, etc., have been built to facilitate the construction of complex systems, but at present model construction and parameter estimation are entirely manual.We have developed software for automating the process of constructing models that optimise a range of metrics (e.g., modelsimulation accuracy or diagnostics accuracy) to tailor models to a range of applications, such as diagnosis and control.We describe initial experimental results using a well-known dynamical benchmark model.
DOI: 10.3384/ecp15119113
Authors: Gregory Provan, Alex Feldman
Institutions: University College Cork, Palo Alto Research Center
Language: English
Subfield: Computational Theory and Mathematics
Field: Computer Science
Domain: Physical Sciences
Open Access status: bronze
OpenAlex ID: W2316631709