DocumentCode
1142477
Title
A multimodel approach to reasoning and simulation
Author
Fishwick, Paul A. ; Narayanan, N. Hari ; Sticklen, Jon ; Bonarini, Andrea
Author_Institution
Dept. of Comput. & Inf. Sci., Florida Univ., Gainesville, FL, USA
Volume
24
Issue
10
fYear
1994
fDate
10/1/1994 12:00:00 AM
Firstpage
1433
Lastpage
1449
Abstract
Models that are constructed within the bounds of a single paradigm are not sufficient for modeling all aspects of complex systems. Therefore, even though reasoning and simulation systems that utilize a single modeling paradigm are the current norm, we explore a multimodel approach in this paper. A multimodel approach is defined as one in which more than one model-each derived from a different perspective, and utilizing correspondingly distinct reasoning and simulation strategies-are employed. By describing four models which illustrate the use of different modeling techniques, we show how a multimodel approach can enrich the modeling environment and make it correspond better with real world information. Our models come from many sources-Systems and Simulation literature for the modeling of natural phenomena and artificial devices, and Artificial Intelligence and Cognitive Science for the modeling of human intuition and expertise in reasoning. Generalizing from these four models, we suggest that modeling complex systems may best be approached from an integrated architectural viewpoint which combines multiple modeling paradigms
Keywords
large-scale systems; modelling; simulation; spatial reasoning; abstraction level; complex systems modelling; functional modelling; human intuition; multimodel approach; qualitative system; reasoning; simulation systems; visuo-spatial reasoning; Analytical models; Artificial intelligence; Biological system modeling; Cognitive science; Computational modeling; Computer simulation; Context modeling; Helium; Humans; Power system modeling;
fLanguage
English
Journal_Title
Systems, Man and Cybernetics, IEEE Transactions on
Publisher
ieee
ISSN
0018-9472
Type
jour
DOI
10.1109/21.310527
Filename
310527
Link To Document