发表状态 | 已发表Published |
题名 | Model resolution in complex systems simulation: Agent preferences, behavior, dynamics and n-tiered networks |
作者 | |
发表日期 | 2013 |
发表期刊 | SIMULATION
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ISSN/eISSN | 0037-5497 |
卷号 | 89期号:5页码:635-659 |
摘要 | Agent-based modeling is a process of representing and simulating the intentions, behaviors and actions of complex systems with the goal of understanding specific phenomena related to the communications within complex systems that produce emergent behavior and self-organization, or for predicting spatial or behavioral patterns of individuals or groups of interacting entities. Agent-based modeling, also termed multi-agent systems, or in ecological simulation, individual-based models, spans simple to highly complex systems; their interactions can be difficult to implement and optimize programmatically, particularly when there could be hundreds of thousands of agents within a community that have multiple levels of communication. The resolution and the scale of simulation is an especially important component that could determine the accuracy of the models. This article focuses on the model resolution of complex systems, facilitated by an object-oriented communications framework, a foundation for the simulation of the fine resolution of the dynamics, behavior, preferences, interaction and n-tiered trophic networks, including the simulated environments they inhabit. It dissects individual agents with a view to modeling and simulating fine behaviors amongst a population of agent types in n-tiered networks, scalable to hundreds of thousands of species using mathematically defined behavior, efficient algorithms and adaptive data structures as support for the simulations. © 2013, The Society for Modeling and Simulation International. All rights reserved. |
关键词 | agent-based systems artificial life complexity modeling and simulation environments simulation system architecture |
DOI | 10.1177/0037549712470582 |
URL | 查看来源 |
收录类别 | SCIE |
语种 | 英语English |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Interdisciplinary Applications ; Computer Science, Software Engineering |
WOS记录号 | WOS:000320578400006 |
Scopus入藏号 | 2-s2.0-84879238104 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | https://repository.uic.edu.cn/handle/39GCC9TT/11024 |
专题 | 个人在本单位外知识产出 |
通讯作者 | Ch'ng, Eugene |
作者单位 | IBM Visual and Spatial Technology Centre,University of Birmingham,United Kingdom |
推荐引用方式 GB/T 7714 | Ch'ng, Eugene. Model resolution in complex systems simulation: Agent preferences, behavior, dynamics and n-tiered networks[J]. SIMULATION, 2013, 89(5): 635-659. |
APA | Ch'ng, Eugene. (2013). Model resolution in complex systems simulation: Agent preferences, behavior, dynamics and n-tiered networks. SIMULATION, 89(5), 635-659. |
MLA | Ch'ng, Eugene."Model resolution in complex systems simulation: Agent preferences, behavior, dynamics and n-tiered networks". SIMULATION 89.5(2013): 635-659. |
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