Event Triggering Estimation for Cell-DEVS: Wildfire Spread Simulation Case

Y. Dahmani, M. Hamri
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引用次数: 6

Abstract

This paper aims to estimate the trigger event in the DEVS formalism by the Bayesian networks. To validate this approach, we develop a simulation tool for wildfire spread which could be used as decision making for fires control and containment. In fact, this work attempt to foster the integration between two concepts: Bayesian networks, known as powerful tools for representing uncertain events, and the DEVS formalism, a discrete event simulation formalism known by the modeling process of complex natural systems. Thus we have introduced Bayesian networks to show up fire spread graph and the probability of states transitions can be calculated by the use of the joint probability distribution. This probability is then introduced to the fire spread Cell-DEVS model in order to simulate wildfire propagation. The present paper stated as follows: Firstly we introduce the wildfire spread phenomena, we follow by describing some closely related works. After, we present the specification formalism DEVS and some of its extensions, then, we introduce Bayesian networks. Our approach is then presented and some simulations are done. At the end, we conclude this work with a conclusion and perspectives.
Cell-DEVS的事件触发估计:野火蔓延模拟案例
本文旨在利用贝叶斯网络对DEVS形式下的触发事件进行估计。为了验证这一方法,我们开发了一个野火蔓延的模拟工具,可以作为控制和遏制火灾的决策。事实上,这项工作试图促进两个概念之间的整合:贝叶斯网络,被称为表示不确定事件的强大工具,以及DEVS形式主义,一种离散事件模拟形式主义,通过复杂自然系统的建模过程而闻名。因此,我们引入贝叶斯网络来表示火灾蔓延图,并利用联合概率分布来计算状态转移的概率。然后将该概率引入到火灾蔓延Cell-DEVS模型中,以模拟野火的传播。本文的主要内容如下:首先介绍了野火的蔓延现象,然后介绍了一些与之密切相关的工作。在介绍了DEVS规范形式及其扩展之后,介绍了贝叶斯网络。然后介绍了我们的方法,并进行了一些仿真。最后,对本文进行了总结和展望。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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