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首页> 外文期刊>Arabian journal of geosciences >The applications of Monte Carlo algorithm and energy cone model to produce the probability of block-and-ash flows of the 2010 eruption of Merapi volcano in Central Java, Indonesia
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The applications of Monte Carlo algorithm and energy cone model to produce the probability of block-and-ash flows of the 2010 eruption of Merapi volcano in Central Java, Indonesia

机译:蒙特卡罗算法和能量锥模型在印尼中爪哇省默拉皮火山2010年喷发产生灰烬和烟流的可能性中的应用

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摘要

Volcanic eruption hazard mapping is very important to fulfill information needs to prepare for emergency situations. Rapid mapping is one of the steps necessary for emergency response in disaster mitigation effort. Limitations of time, data, and knowledge mapping techniques can be a problem when performing the operational work. In this research, the combinations of the Monte Carlo algorithm and energy cone model have been applied to reproduce the probability of block-and-ash type of pyroclastic flows of the 2010 eruption of Merapi volcano. These approaches are applied as an alternative method of rapid, objective, and reproducible for hazard mapping of pyroclastic flows. In addition, the method of Interferometry Synthetic Aperture Radar (InSAR) has been used in this research to update the digital elevation model (DEM) data. The availability of DEM data updates was required as input of topography, which determines the pyroclastic flows. This research has produced DEM PALSAR 2010 pre-eruption of Merapi volcano, with a spatial resolution of 30 m. The result of the vertical accuracy calculations was performed using the root mean square error (RMSE) approach, which show the value of RMSE at 9.08 m. There are four eruptive phases, which have been used for the simulation scenarios, namely: phase 1 (period 26-29 October 2010), phase 2 (period 30 October-3 November 2010), phase 3 (period 4-5 November 2010), and phase 4 (period 6-23 November 2010). The results of the Monte Carlo algorithm to reproduce the effects of the 2010 eruption of Merapi volcano, has show that the height correction (hc) on the DEM data gives effect to the probability distribution of pyroclastic flows. At the hc=1, 2, 3, 4, and 5 m, the value of overall accuracy based on cross-correlation matrix of the reference map are 76.38, 77.38, 77.00, 77.75, and 77.25 %, respectively. In these scenarios, the hc=4 m can give the best accuracy. Meanwhile, the results of the comparison of the results of the difference of the average run out on the energy cone model obtained from the reference map is 843 m.
机译:火山喷发危害图对于满足信息需求为紧急情况做准备非常重要。快速地图绘制是减灾工作中应急响应所必需的步骤之一。在执行操作工作时,时间,数据和知识映射技术的限制可能会成为问题。在这项研究中,蒙特卡罗算法和能量锥模型的组合已被用于重现2010年默拉皮火山爆发的碎屑型火山碎屑流的可能性。这些方法被用作快速,客观和可重现的火成碎屑流危害图的替代方法。此外,干涉合成孔径雷达(InSAR)方法已用于本研究中以更新数字高程模型(DEM)数据。需要提供DEM数据更新作为地形输入,从而确定火山碎屑流。这项研究已经产生了默拉皮火山DEM PALSAR 2010的喷发,其空间分辨率为30 m。使用均方根误差(RMSE)方法执行垂直精度计算的结果,该方法显示9.08 m处的RMSE值。有四个爆发阶段,已用于模拟场景,即:第一阶段(2010年10月26-29日),第二阶段(2010年10月30日至11月3日),第三阶段(2010年11月4-5日) ,以及第4阶段(2010年11月6日至23日)。蒙特卡洛算法的结果再现了2010年默拉皮火山爆发的影响,结果表明,对DEM数据进行的高度校正(hc)影响了火山碎屑流的概率分布。在hc = 1、2、3、4和5 m时,基于参考图互相关矩阵的总体准确度值分别为76.38%,77.38、77.00、77.75和77.25%。在这些情况下,hc = 4 m可以提供最佳精度。同时,从参考图获得的能量锥模型上的平均差结果的比较结果为843 m。

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