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Assessing the performance of regional landslide early warning models: the EDuMaP method

机译:评估区域滑坡预警模型的性能:EDuMaP方法

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A schematic of the components of regional early warning systems for rainfall-induced landslides is herein proposed, based on a clear distinction between warning models and warning systems. According to this framework an early warning system comprises a warning model as well as a monitoring and warning strategy, a communication strategy and an emergency plan. The paper proposes the evaluation of regional landslide warning models by means of an original approach, called the "event, duration matrix, performance" (EDuMaP) method, comprising three successive steps: identification and analysis of the events, i.e., landslide events and warning events derived from available landslides and warnings databases; definition and computation of a duration matrix, whose elements report the time associated with the occurrence of landslide events in relation to the occurrence of warning events, in their respective classes; evaluation of the early warning model performance by means of performance criteria and indicators applied to the duration matrix. During the first step the analyst identifies and classifies the landslide and warning events, according to their spatial and temporal characteristics, by means of a number of model parameters. In the second step, the analyst computes a time-based duration matrix with a number of rows and columns equal to the number of classes defined for the warning and landslide events, respectively. In the third step, the analyst computes a series of model performance indicators derived from a set of performance criteria, which need to be defined by considering, once again, the features of the warning model. The applicability, potentialities and limitations of the EDuMaP method are tested and discussed using real landslides and warning data from the municipal early warning system operating in Rio de Janeiro (Brazil).
机译:根据预警模型和预警系统之间的明显区别,本文提出了降雨诱发的滑坡区域预警系统的组成示意图。根据该框架,预警系统包括预警模型以及监视和预警策略,通信策略和应急计划。本文提出了一种通过称为“事件,持续时间矩阵,性能”(EDuMaP)方法的原始方法对区域滑坡预警模型进行评估的方法,该方法包括三个连续步骤:识别和分析事件,即滑坡事件和预警从可用的滑坡和预警数据库中得出的事件;持续时间矩阵的定义和计算,在其各自的类别中,持续时间矩阵的元素报告与滑坡事件发生相关的时间与预警事件相关的时间;通过绩效标准和适用于持续时间矩阵的指标对预警模型的绩效进行评估。在第一步中,分析人员通过多个模型参数,根据滑坡和警告事件的时空特征对其进行识别和分类。在第二步中,分析人员计算一个基于时间的持续时间矩阵,其行数和列数分别等于针对警告和滑坡事件定义的类别数。在第三步中,分析人员计算从一组性能标准中得出的一系列模型性能指标,这些指标需要再次考虑警告模型的特征来进行定义。使用真实的滑坡和来自巴西里约热内卢运行的市政预警系统的预警数据,对EDuMaP方法的适用性,潜力和局限性进行了测试和讨论。

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