Dp. Finn et P. Cunningham, SOLUTION REUSE FOR MODEL GENERATION IN NUMERICAL-SIMULATION, Artificial intelligence in engineering, 12(3), 1998, pp. 297-314
A knowledge-based tool that assists engineers with mathematical modell
ing in numerical simulation is described. The application domain cover
ed includes engineering problems described by partial differential equ
ations (e.g. heat transfer, fluid dynamics, structural analysis). In t
hese applications, it is argued that mathematical modelling is primari
ly experiential in nature and is characterised by a weak domain theory
. To date, existing research efforts have largely ignored this problem
class and instead have focused on modelling in simpler application do
mains. This has been mainly achieved by exploiting approaches based on
reasoning from first principles. One of the key issues that arises in
modelling research is whether existing first principle approaches can
be scaled to deal with more complex engineering application problems.
In this work, this challenge is addressed by developing a modelling t
ool based on an alternative approach which exploits solution reuse. (C
) 1998 Elsevier Science Limited. All rights reserved.