A framework for modeling and simulating human behavior in complex systems

Agent-based modeling and simulation (ABMS) is of increasing interest for the analysis of complex systems consisting of a large number of subsystems interacting with each other in complex ways to accomplish their goals. The overall dynamic behavior of such a complex system typically emerges from the interactions among subsystems of the system. This paper describes a framework for modeling and simulating such complex systems. Of particular interest is developing a computational agent model of human operators interacting with other technical systems in a complex system. We present an example of developing and incorporating a human agent modeling system into an agent-based simulation system to support the design and evaluation of advanced air transportation concepts.

[1]  Michael S. Nolan,et al.  Fundamentals of Air Traffic Control , 1990 .

[2]  Eric Bonabeau,et al.  Agent-based modeling: Methods and techniques for simulating human systems , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[3]  Lawrence Birnbaum,et al.  Simulating human performance in complex, dynamic environments , 1998 .

[4]  Randolph M. Jones,et al.  Automated Intelligent Pilots for Combat Flight Simulation , 1998, AI Mag..

[5]  Riccardo Poli,et al.  Simulating agents and their environments , 1995 .

[6]  Frank E. Ritter,et al.  Creating Models to Control Simulations: A Generic Approach , 1995 .

[7]  Seung Man Lee Agent-based simulation of socio-technical systems :software architecture and timing mechanisms , 2002 .

[8]  Madhav V. Marathe,et al.  Science and engineering of large scale socio-technical simulations. , 2001 .

[9]  Michael Matessa,et al.  Developing human performance models using Apex / CPM-GOMS for agent-based modeling and simulation , 2004 .

[10]  Nicholas R. Jennings,et al.  Intelligent agents: theory and practice , 1995, The Knowledge Engineering Review.

[11]  Bonnie E. John,et al.  Reusable Templates in Human Performance Modeling , 2019, Proceedings of the Twenty-Fourth Annual Conference of the Cognitive Science Society.

[12]  Carlos Angel Iglesias,et al.  A Survey of Agent-Oriented Methodologies , 1998, ATAL.

[13]  Sandro Leuchter,et al.  A Psychological Model of Air Traffic Control and Its Implementation , 1998 .

[14]  Todd J. Callantine,et al.  Agents for analysis and design of complex systems , 2001, 2001 IEEE International Conference on Systems, Man and Cybernetics. e-Systems and e-Man for Cybernetics in Cyberspace (Cat.No.01CH37236).

[15]  Allen Newell,et al.  The psychology of human-computer interaction , 1983 .