An analysis of emerging behaviors in large-scale queueing-based service systems using agent-based simulation

This paper considers a large-scale service system consisting of a number of service areas (cells). Each cell contains a queueing model that operates continuously and independently from the queueing models in other cells. Each cell changes its state between alive and dead based on certain rules that depend on the queueing status of its own queue, the neighboring queues, and the whole community, while satisfying a constraint on the number of live cells in a neighborhood. The objective is to examine emerging behaviors from the interactions of the cells under various rules. Chaotic, deterministic, and in-between emerging behaviors are presented.

[1]  E. Berlekamp,et al.  Winning Ways for Your Mathematical Plays , 1983 .

[2]  Mark E. J. Newman,et al.  Structure and Dynamics of Networks , 2009 .

[3]  Vladimir L. Kharitonov,et al.  Distributed simulation of hybrid systems with AnyLogic and HLA , 2002, Future Gener. Comput. Syst..

[4]  Christopher G. Langton,et al.  Computation at the edge of chaos: Phase transitions and emergent computation , 1990 .

[5]  V.S. Koritarov Real-world market representation with agents , 2004, IEEE Power and Energy Magazine.

[6]  Stephen Wolfram,et al.  Universality and complexity in cellular automata , 1983 .

[7]  Sally C. Brailsford,et al.  Using simulation to improve the blood supply chain , 2007, J. Oper. Res. Soc..

[8]  Duncan J. Watts,et al.  The Structure and Dynamics of Networks: (Princeton Studies in Complexity) , 2006 .

[9]  W. A. Beyer,et al.  Stanislaw M. Ulam's contributions to theoretical theory , 1985 .

[10]  A. Alan B. Pritsker,et al.  Using simulation to craft a national organ transplantation policy , 1996, Winter Simulation Conference.

[11]  Tommaso Toffoli,et al.  Cellular automata machines - a new environment for modeling , 1987, MIT Press series in scientific computation.

[12]  Charles M. Macal,et al.  Tutorial on agent-based modelling and simulation , 2005, Proceedings of the Winter Simulation Conference, 2005..

[13]  Gautam Biswas,et al.  On the Evolutionary Dynamics of Supply Network Topologies , 2007, IEEE Transactions on Engineering Management.

[14]  Stephen Wolfram,et al.  A New Kind of Science , 2003, Artificial Life.

[15]  L. F. Perrone,et al.  DISTRIBUTED SIMULATION WITH COTS SIMULATION PACKAGES : A CASE STUDY IN HEALTH CARE SUPPLY CHAIN SIMULATION , 2006 .

[16]  John von Neumann,et al.  Theory Of Self Reproducing Automata , 1967 .

[17]  Barbara Webb,et al.  Swarm Intelligence: From Natural to Artificial Systems , 2002, Connect. Sci..