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By Levent Yilmaz, Tuncer Oren

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4, two important categories of simulation can be distinguished with respect to the connectivity of operations of simulation and the system of interest. They are: standalone simulation and integrated (or symbiotic) simulation. In standalone simulation, operations of the simulation and the system of interest are independent, that is, are not connected. The majority of simulations belong to this category. In integrated (or symbiotic) simulation, operations of the simulation and the system of interest are interwoven.

For examples of ontology-based dictionaries, see Ören (2006) and Ören et al. (2007). 9 Types of descriptive model analysis. 10 Types of evaluative model analysis (model evaluation). 11 Types of model evaluation with respect to modeling formalisms. 16. In this case also, an ontology-based dictionary can display not only the definitions of each of the terms but also their logical relationships. 17, consists of model copying, model reduction, model pruning, model simplification, model elaboration, model isomorphisms, model homomorphisms, and model endomorphisms.

Several tools, toolkits, and environments exist for computer-aided M&S, including problem specification, modeling, model-base management, design and execution of experiments, and analysis and visualization of results. An advanced knowledge processing ability (i. , artificial intelligence or software agents) is necessary to achieve the third level (or cybernetic) of M&S tools. AIdirected and agent-directed simulations are realized with the synergy of M&S with AI and agents, respectively. • AI-directed simulation consists of simulation of intelligent entities, AIsupported simulation, and AI-based simulation (Ören, 1994, 1995).

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