An Agent Operationalization Approach for Context Specific Agent-Based Modeling

被引:28
|
作者
Knoeri, Christof
Binder, Claudia R.
Althaus, Hans-Joerg
机构
[1] Life-cycle assessment and modeling group at the technology and society laboratory at EMPA
[2] Institute for System Sciences Innovation and Sustainability Research, University of Graz, Graz
[3] Empa's Life Cycle Assessment and Modelling group, Duebendorf 8600
关键词
Agent Operationalization; Decision-Making; Analytical Hierarchy Process (AHP); Agent-Based Modeling; Conceptual Validation; MATERIAL FLOW MANAGEMENT; RESOURCE-MANAGEMENT; DECISION-ANALYSIS; SOCIAL-STRUCTURE; BEHAVIOR; SYSTEMS; WASTE; CONSTRUCTION; COMPLEXITY; ERROR;
D O I
10.18564/jasss.1729
中图分类号
C [社会科学总论];
学科分类号
03 ; 0303 ;
摘要
The potential of agent-based modeling (ABM) has been demonstrated in various research fields. However, three major concerns limit the full exploitation of ABM; (i) agents are too simple and behave unrealistically without any empirical basis, (ii) 'proof of concept' applications are too theoretical and (iii) too much value placed on operational validity instead of conceptual validity. This paper presents an operationalization approach to determine the key system agents, their interaction, decision-making and behavior for context specific ABM, thus addressing the above-mentioned shortcomings. The approach is embedded in the framework of Giddens' structuration theory and the structural agent analysis (SAA). The agents' individual decision-making (i.e. reflected decisions) is operationalized by adapting the analytical hierarchy process (AHP). The approach is supported by empirical system knowledge, allowing us to test empirically the presumed decision-making and behavioral assumptions. The output is an array of sample agents with realistic (i.e. empirically quantified) decision-making and behavior. Results from a Swiss mineral construction material case study illustrate the information which can be derived by applying the proposed approach and demonstrate its practicability for context specific agent-based model development.
引用
收藏
页数:19
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