Title :
Automatic modelling and analysis of dynamic physical systems using qualitative reasoning and bond graphs
Author :
Xia, S. ; Linkens, D.A. ; Bennett, S.
Author_Institution :
Sch. of Comput. & Math. Sci., De Montfort Univ., Milton Keynes, UK
Abstract :
A good model is essential in simulating and analysing a system satisfactorily. This paper proposes a new computer-aided modelling methodology to construct parsimonious models for dynamic physical systems. A set of domain-independent modelling principles and domain-dependent modelling constraints has been formulated to guide parsimonious model construction. Models and the knowledge base for the enhancement of models have been described by bond graphs. After a parsimonious model is generated, two types of qualitative analysis are conducted; one is to derive unknown states from known states and the other is to predict the effects of parameter changes on the whole system. This methodology is only applicable when the structure of a dynamic system is known beforehand. A detailed case study is presented to demonstrate this approach
Keywords :
bond graphs; computer aided analysis; digital simulation; inference mechanisms; knowledge based systems; modelling; automatic modelling; bond graphs; computer-aided modelling methodology; domain-dependent modelling constraints; domain-independent modelling principles; dynamic physical systems; knowledge base; parsimonious models; qualitative analysis; qualitative reasoning;
Journal_Title :
Intelligent Systems Engineering