Agent-Directed Simulation and Systems Engineering (Wiley by Levent Yilmaz, Tuncer Oren

By Levent Yilmaz, Tuncer Oren

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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). • As is clarified in this volume, agent-directed simulation consists of agent simulation, agent-supported simulation, and agent-based simulation.

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).

Several groups prefer to use narrow definitions of M&S. 0 of the NATO Modelling and Simulation Master Plan has the following definition of simulation: “The execution over time of models representing the attributes of one or more entities or processes. 0, 2008). The Canadian Synthetic Environment Coordination Office uses the following definition: “A simulation is the implementation of a model over time” (simDef-SECO, 2008). Some of the definitions are very specific and even circular; for example, the glossary of an administration of the US Department of Health and Human Services defines simulation as follows: “A method of quantifying costs or benefits in which the process is analyzed and simulated to obtain costs” (US-DHaHS, 2008).

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