Title :
Simulation-based engineering of complex adaptive systems using a classifier block
Author :
Clymer, John R. ; Cheng, David J.
Author_Institution :
California State Univ., Fullerton, CA, USA
Abstract :
A complex adaptive system (CAS) is a network of communicating, intelligent agents where each agent adapts its behavior in order to collaborate with other agents to achieve overall system goals. Further, the overall system often exhibits emergent behavior that can not be achieved by any proper subset of agents alone. A graphical simulation library called Operational Evaluation Modeling for Context-Sensitive Systems (OpEMCSS) has been developed to simulate CAS. This simulation library includes a classifier event action block that is a forward chaining, expert system controller. The classifier event action block employs evolutionary rule induction methods to discover rules during system design that achieve CAS agent self-organization and adaptation. A part production system is discussed that includes a workflow manager agent that employs the classifier event action block
Keywords :
adaptive systems; digital simulation; forward chaining; large-scale systems; multi-agent systems; workflow management software; OpEMCSS; Operational Evaluation Modeling for Context-Sensitive Systems; agent self-organization; classifier event action block; communicating intelligent agents; complex adaptive systems; emergent behavior; evolutionary rule induction; expert system controller; forward chaining; graphical simulation library; part production system; rule discovery; simulation-based engineering; workflow manager agent; Adaptive systems; Collaboration; Content addressable storage; Context modeling; Context-aware services; Control system synthesis; Discrete event simulation; Expert systems; Intelligent agent; Libraries;
Conference_Titel :
Simulation Symposium, 2001. Proceedings. 34th Annual
Conference_Location :
Seattle, WA
Print_ISBN :
0-7695-1092-2
DOI :
10.1109/SIMSYM.2001.922138