Instantiating a Diffusion Network Model to Support Wildfire Management

IF 6.7 2区 计算机科学 Q1 ENGINEERING, MULTIDISCIPLINARY
Marc Demange;Alessia Di Fonso;Gabriele Di Stefano;Pierpaolo Vittorini
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引用次数: 0

Abstract

Wildfires require effective responses considering multiple constraints and conflicting goals. We provide a methodology and a tool enabling stakeholders to compute risk maps and use them in practical and realistic scenarios. The territory is modeled as a network where nodes are land patches subject to fire and links model the probability of fire spread from one patch to another. We discuss a risk function and show how to compute it effectively. We show how to instantiate the model on a real landscape. The methodology describes how to compute each patch's borders and probabilities of ignition and how to estimate the probability of fire spreading from one patch to a neighboring one. We embed the methodology into an ad-hoc modular tool-chain using geographical data, a fire simulator and geospatial tools. As a proof-of-concept, the tool-chain is applied in three different experiments on a region of Corsica, France, aiming at simulating a realistic scenario and measuring the sensitivity of the methodology with increasing wind speed or variable wind directions. We finally introduce the web application that incorporates the tool-chain and enables users to manipulate the model intuitively through an interactive map, evaluate what-if scenarios, and simulate the effects of different fire preventive measures.
实例化支持野火管理的扩散网络模型
野火需要考虑多种制约因素和相互冲突的目标的有效应对。我们提供了一种方法和工具,使利益相关者能够计算风险图,并在实际和现实的场景中使用它们。该区域被建模为一个网络,其中节点是受火灾影响的土地斑块,链接模型是火灾从一个斑块蔓延到另一个斑块的概率。我们讨论了一个风险函数,并展示了如何有效地计算它。我们将展示如何在真实的景观上实例化模型。该方法描述了如何计算每个斑块的边界和着火概率,以及如何估计火灾从一个斑块蔓延到相邻斑块的概率。我们使用地理数据、火灾模拟器和地理空间工具将该方法嵌入到一个特设模块化工具链中。作为概念验证,工具链在法国科西嘉岛的一个地区进行了三个不同的实验,旨在模拟一个现实的场景,并测量该方法在风速增加或风向变化时的灵敏度。最后,我们介绍了包含工具链的web应用程序,使用户能够通过交互式地图直观地操作模型,评估假设场景,并模拟不同防火措施的效果。
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来源期刊
IEEE Transactions on Network Science and Engineering
IEEE Transactions on Network Science and Engineering Engineering-Control and Systems Engineering
CiteScore
12.60
自引率
9.10%
发文量
393
期刊介绍: The proposed journal, called the IEEE Transactions on Network Science and Engineering (TNSE), is committed to timely publishing of peer-reviewed technical articles that deal with the theory and applications of network science and the interconnections among the elements in a system that form a network. In particular, the IEEE Transactions on Network Science and Engineering publishes articles on understanding, prediction, and control of structures and behaviors of networks at the fundamental level. The types of networks covered include physical or engineered networks, information networks, biological networks, semantic networks, economic networks, social networks, and ecological networks. Aimed at discovering common principles that govern network structures, network functionalities and behaviors of networks, the journal seeks articles on understanding, prediction, and control of structures and behaviors of networks. Another trans-disciplinary focus of the IEEE Transactions on Network Science and Engineering is the interactions between and co-evolution of different genres of networks.
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