Qualitative methodology in simulation model engineering*

Qualitative methodology in simulation requires high level model ing constructs such as causal graphs, bond graphs, or natural language. Even though there exists a virtual continuum between qualitative and quantitative simulation methods, it is important to discuss qualitative methods since they relate to notions of pro cess abstraction and discovery during model evolution. We will refer to the evolutionary process as simulation model engineer ing. We define the basic notions of qualitative simulation, give specific examples for a pendulum system, and finally discuss various issues and directions for future work.

[1]  Benjamin J. Kaipers,et al.  Qualitative Simulation , 1989, Artif. Intell..

[2]  Howard T. Odum,et al.  Systems ecology : an introduction , 1984 .

[3]  Kevin T. Kelly,et al.  Discovering Causal Structure. , 1989 .

[4]  François E. Cellier,et al.  QUALITATIVE SIMULATION OF TECHNICAL SYSTEMS USING THE GENERAL SYSTEM PROBLEM SOLVING FRAMEWORK , 1987 .

[5]  A. Goldberger,et al.  Causal Models in the Social Sciences. , 1972 .

[6]  John N. Warfield,et al.  World dynamics , 1973 .

[7]  Howard W. Beck,et al.  Incorporating natural language descriptions into modeling and simulation , 1989, Simul..

[8]  George J. Klir,et al.  Architecture of Systems Problem Solving , 1985, Springer US.

[9]  Benjamin Kuipers,et al.  Qualitative Simulation , 1986, Artificial Intelligence.

[10]  Benjamin Kuipers,et al.  Taming Intractible Branching in Qualitative Simulation , 1987, IJCAI.

[11]  Tommaso Toffoli,et al.  Cellular automata : proceedings of an interdisciplinary workshop, Los Alamos, New Mexico 87545, USA, March 7-11, 1983 , 1984 .

[12]  François E. Cellier,et al.  SAPS-II: A NEW IMPLEMENTATION OF THE SYSTEMS APPROACH PROBLEM SOLVER , 1987 .

[13]  Paul A. Fishwick,et al.  A Study of Terminology and Issues in Qualitative Simulation , 1989, Simul..

[14]  L.C.M.M. van Geffen,et al.  Justified use of analogies in systems science , 1986 .

[15]  Paul A. Fishwick,et al.  The role of process abstraction in simulation , 1988, IEEE Trans. Syst. Man Cybern..

[16]  Dean Karnopp,et al.  Introduction to physical system dynamics , 1983 .

[17]  Paul Anthony Fishwick Hierarchical reasoning: simulating complex processes over multiple levels of abstraction , 1986 .

[18]  Paul A. Fishwick TAXONOMY FOR PROCESS ABSTRACTION IN SIMULATION MODELING. , 1987 .

[19]  Z. A. Melzak Bypasses: A Simple Approach to Complexity , 1983 .

[20]  J. Jacquez Compartmental analysis in biology and medicine , 1985 .