Title :
A method for developing agent-based models of socio-technical systems
Author :
Nikolic, Igor ; Ghorbani, Amineh
Author_Institution :
Fac. of Technol., Policy & Manage., Sect. Energy & Ind., Tech. Univ. Delft, Delft, Netherlands
Abstract :
Agent-based modeling is one of the popular tools for analyzing complex socio-technical systems. Because of the complex nature of such systems a systematic methodology is required to guide the modeling process. By studying the existing methodologies in MAS we distinguished four major differences between MAS and ABM regarding goals, system scale and diversity, level of system understanding and verification and validation concerns. In this paper we take these differences into account and based on more than 25 case studies, we present a methodological framework for developing agent-based models that consists of five general iterative phases. These phases namely: system analysis, model design, detailed design, implementation and evaluation further consists of smaller step that are also addressed in this paper. This methodology provides a tool independent template while respecting the specific requirements for ABM.
Keywords :
iterative methods; large-scale systems; multi-agent systems; agent based modeling; general iterative phases; socio-technical systems; tool independent template; Analytical models; Biological system modeling; Computational modeling; Ontologies; Software; Testing; Unified modeling language;
Conference_Titel :
Networking, Sensing and Control (ICNSC), 2011 IEEE International Conference on
Conference_Location :
Delft
Print_ISBN :
978-1-4244-9570-2
DOI :
10.1109/ICNSC.2011.5874914