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Verification Validation Of An Agent-Based Forest Fire Simulation Model

机译:基于Agent的森林火灾模拟模型的验证与确认

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In this paper, we present the verification and validation of an agent-based model of forest fires. We use a combination of a Virtual Overlay Multi-Agent System (VOMAS) validation scheme with Fire Weather Index (FWI) to validate the forest fire Simulation. FWI is based on decades of real forest fire data and is now regarded as a standard index for fire probability with wide usage across Canada, New Zealand and Australia. VOMAS approach allows for flexible validation of agent-based simulation models. In the current work, it is used in the form of a simulation of a randomly deployed Wireless Sensor Network for forest monitoring. Here, each virtual "sensor" agent uses FWI to calculate fire probability and compares it with the simulation model. VOMAS verification and validation methodology for agent-based models allows for interactive design of Agent-Based Models involving both the Simulation Specialists as well as the Subject Matter Experts. The presented simulation model also uses weather parameters such as wind speed, rain, snow to calculate Indices such as Fire Weather Index (FWI), Build Up Index (BUI) and Initial Spread Index (ISI) in real time. We also study the effects of fires on the life of simulated VOMAS sensors. Using extensive simulations, we demonstrate the effectiveness and ease of use of VOMAS based Validation.
机译:在本文中,我们提出了基于代理的森林火灾模型的验证和确认。我们结合使用虚拟覆盖多代理系统(VOMAS)验证方案和火灾天气指数(FWI)来验证森林火灾模拟。 FWI基于数十年的真实森林火灾数据,现已被视为火灾概率的标准指数,在加拿大,新西兰和澳大利亚得到广泛使用。 VOMAS方法允许灵活地验证基于代理的仿真模型。在当前工作中,它以模拟随机部署的无线传感器网络的形式用于森林监控。在这里,每个虚拟的“传感器”代理都使用FWI计算火灾概率,并将其与仿真模型进行比较。针对基于代理的模型的VOMAS验证和确认方法允许交互式设计包括仿真专家和主题专家在内的基于代理的模型。所提出的仿真模型还使用诸如风速,降雨,降雪等天气参数来实时计算诸如火灾天气指数(FWI),建筑指数(BUI)和初始传播指数(ISI)等指标。我们还研究了火灾对模拟VOMAS传感器寿命的影响。通过广泛的模拟,我们证明了基于VOMAS的验证的有效性和易用性。

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