On formalization of emergent behaviors in multiagent systems with limited interactions

Taskia A. Khan, Jing Wang
{"title":"On formalization of emergent behaviors in multiagent systems with limited interactions","authors":"Taskia A. Khan, Jing Wang","doi":"10.1109/EIT.2016.7535299","DOIUrl":null,"url":null,"abstract":"In this paper, we propose a formal approach to study the emergent behaviors in multiagent systems with limited communications and environmental constraints. Temporal logic and formal grammars are employed to specify the formal model of multiagents, and based on that an automated approach can be used to identify the emergent behaviors due to interactions among agents. Instead of exploring all possible system state spaces, which may grow exponentially, the proposed approach computes the local group polarization and the local group momentum for generating the emergent behavior set, and accordingly from which the emergent behaviors can be detected. To facilitate simulation and analysis, a MATLAB GUI is further designed to enable us to flexibly select control parameters in formal models of multiagent systems. Simulation results are provided to verify the proposed approach.","PeriodicalId":333489,"journal":{"name":"2016 IEEE International Conference on Electro Information Technology (EIT)","volume":"18 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2016-05-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2016 IEEE International Conference on Electro Information Technology (EIT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/EIT.2016.7535299","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

Abstract

In this paper, we propose a formal approach to study the emergent behaviors in multiagent systems with limited communications and environmental constraints. Temporal logic and formal grammars are employed to specify the formal model of multiagents, and based on that an automated approach can be used to identify the emergent behaviors due to interactions among agents. Instead of exploring all possible system state spaces, which may grow exponentially, the proposed approach computes the local group polarization and the local group momentum for generating the emergent behavior set, and accordingly from which the emergent behaviors can be detected. To facilitate simulation and analysis, a MATLAB GUI is further designed to enable us to flexibly select control parameters in formal models of multiagent systems. Simulation results are provided to verify the proposed approach.
有限相互作用下多智能体系统突现行为的形式化研究
在本文中,我们提出了一种形式化的方法来研究具有有限通信和环境约束的多智能体系统中的紧急行为。采用时间逻辑和形式语法来确定多智能体的形式模型,并在此基础上采用一种自动化方法来识别智能体之间相互作用所产生的紧急行为。该方法不需要探索所有可能的系统状态空间,因为这些状态空间可能呈指数增长,而是通过计算局部群体极化和局部群体动量来生成紧急行为集,并据此检测紧急行为。为了便于仿真和分析,进一步设计了MATLAB GUI,使我们能够在多智能体系统的形式模型中灵活地选择控制参数。仿真结果验证了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信