Integrated Agent-based modeling and optimization in complex systems analysis
Author(s) -
James Humann,
Azad M. Madni
Publication year - 2014
Publication title -
procedia computer science
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.334
H-Index - 76
ISSN - 1877-0509
DOI - 10.1016/j.procs.2014.03.097
Subject(s) - computer science , systems modeling , complex system , behavioral modeling , multi agent system , distributed computing , artificial intelligence , software engineering
This paper presents two case studies on the use of agent-based modeling in the design of complex systems. In the first case study, elements of a self-organizing system are modeled as agents so that their interactions and system-level behavior can be analyzed and optimized to design a protective convoy. The use of agent-based modeling enables a fast simulation-optimization loop for the optimization of behavioral parameters. In the second case study, users of the system are modeled as agents, so the co-evolution of user and system behavior can be modeled in the selection of a seating layout. This modeling provides insight into the social desires of consumers, in addition to the structural properties of the seating layout, allowing a deeper understanding of customer satisfaction and system performance
Accelerating Research
Robert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom
Address
John Eccles HouseRobert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom