Designing computational steering facilities for distributed agent based simulations

G. Cordasco, R. D. Chiara, F. Raia, V. Scarano, Carmine Spagnuolo, Luca Vicidomini
{"title":"Designing computational steering facilities for distributed agent based simulations","authors":"G. Cordasco, R. D. Chiara, F. Raia, V. Scarano, Carmine Spagnuolo, Luca Vicidomini","doi":"10.1145/2486092.2486147","DOIUrl":null,"url":null,"abstract":"Agent-Based Models (ABMs) are a class of models which, by simulating the behavior of multiple agents (i.e., ndependent actions, interactions and adaptation), aim to emulate and/or predict complex phenomena. One of the general features of ABM simulations is their experimental capacity, that requires a viable and reliable infrastructure to interact with a running simulation, monitoring its behaviour, as it proceeds, and applying changes to the configurations at run time, (the computational steering) in order to study \"what if\" scenarios. A common approach for improving the efficiency and the effectiveness of ABMs as a research tool is to distribute the overall computation on a number of machines, which makes the computational steering of the simulation particularly challenging. In this paper, we present the principles and the architecture design of the management and control infrastructure that is available in D-Mason, a framework for implementing distributed ABM simulations. Together with an efficient parallel distribution of the simulation tasks, D-Mason offers a number of facilities to support the computational steering of a simulation, i.e. monitoring and interacting with a running distributed simulation.","PeriodicalId":115341,"journal":{"name":"Proceedings of the 1st ACM SIGSIM Conference on Principles of Advanced Discrete Simulation","volume":"130 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-05-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"15","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 1st ACM SIGSIM Conference on Principles of Advanced Discrete Simulation","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2486092.2486147","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 15

Abstract

Agent-Based Models (ABMs) are a class of models which, by simulating the behavior of multiple agents (i.e., ndependent actions, interactions and adaptation), aim to emulate and/or predict complex phenomena. One of the general features of ABM simulations is their experimental capacity, that requires a viable and reliable infrastructure to interact with a running simulation, monitoring its behaviour, as it proceeds, and applying changes to the configurations at run time, (the computational steering) in order to study "what if" scenarios. A common approach for improving the efficiency and the effectiveness of ABMs as a research tool is to distribute the overall computation on a number of machines, which makes the computational steering of the simulation particularly challenging. In this paper, we present the principles and the architecture design of the management and control infrastructure that is available in D-Mason, a framework for implementing distributed ABM simulations. Together with an efficient parallel distribution of the simulation tasks, D-Mason offers a number of facilities to support the computational steering of a simulation, i.e. monitoring and interacting with a running distributed simulation.
基于分布式智能体的仿真计算转向工具设计
基于agent的模型(ABMs)是一类模型,它通过模拟多个agent的行为(即独立的行为、交互和适应),旨在模拟和/或预测复杂的现象。ABM模拟的一般特征之一是它们的实验能力,这需要一个可行和可靠的基础设施来与运行中的模拟进行交互,监控其行为,并在运行时对配置进行更改(计算转向),以研究“假设”场景。提高ABMs作为研究工具的效率和有效性的一种常见方法是将整个计算分布在许多机器上,这使得模拟的计算转向特别具有挑战性。在本文中,我们介绍了D-Mason中可用的管理和控制基础设施的原理和体系结构设计,D-Mason是一个实现分布式ABM仿真的框架。随着仿真任务的高效并行分布,D-Mason提供了许多设施来支持仿真的计算转向,即监控和与正在运行的分布式仿真交互。
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