Seismicity Simulation and a Forecast Model Based on Monte Carlo Simulation Techniques and Performance of Distribution Models

IF 2.1 4区 工程技术 Q2 GEOCHEMISTRY & GEOPHYSICS Journal of Earthquake and Tsunami Pub Date : 2021-02-16 DOI:10.1142/S1793431121500251
H. Karaca
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Abstract

In seismic hazard studies, simulation techniques are exploited relatively less compared to other statistical methods. The main purposes of their use were merely scientific: either to reduce uncertainty in seismic hazard or to test the consistency of a forecast. Its limited exploitation in the field does not mean that the method could not be exploited further. Given sufficient data and with the right models, a full-scale simulation is possible, which in fact becomes a forecast with future timing, location and magnitude of future events are simulated. Within this context, the main purpose of this study is to layout a method to create a full scale simulation with all the parameters namely the time, location and magnitude of an earthquake is simulated. For that purpose, in addition to the main parameters defining past seismic patterns, namely the temporal, spatial, magnitude distributions, the combined spatio-magnitude distribution is also modeled. As another improvement compared to the current procedures, occurrence date is assigned to the simulated event according to the inter-event time distribution, which enhances the simulation procedure. The eventual temporal distribution and the associated earthquake rates are checked with the original earthquake rate for its consistency. In the end, a simulation procedure, which can also be used as a forecast model is developed to improve the existing procedures further.
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基于蒙特卡罗模拟技术和分布模型性能的地震活动性模拟和预测模型
在地震灾害研究中,与其他统计方法相比,模拟技术的应用相对较少。使用它们的主要目的仅仅是为了科学:要么减少地震危险的不确定性,要么测试预测的一致性。它在该领域的有限开发并不意味着该方法不能进一步开发。如果有足够的数据和正确的模型,全面的模拟是可能的,这实际上成为一种预测,未来事件的时间、地点和规模被模拟。在此背景下,本研究的主要目的是设计一种方法来创建全尺度模拟,其中包括模拟地震的所有参数,即时间,位置和震级。为此,除了定义过去地震模式的主要参数,即时间、空间、震级分布外,还对空间-震级组合分布进行了建模。与现有程序相比,改进的是根据事件间时间分布为模拟事件分配发生日期,从而增强了模拟程序。最终的时间分布和相关的地震率与原始地震率的一致性进行了核对。最后,开发了一套可作为预测模型的模拟程序,以进一步改进现有的程序。
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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来源期刊
Journal of Earthquake and Tsunami
Journal of Earthquake and Tsunami 地学-地球化学与地球物理
CiteScore
2.60
自引率
13.30%
发文量
38
审稿时长
>12 weeks
期刊介绍: Journal of Earthquake and Tsunami provides a common forum for scientists and engineers working in the areas of earthquakes and tsunamis to communicate and interact with one another and thereby enhance the opportunities for such cross-fertilization of ideas. The Journal publishes original papers pertaining to state-of-the-art research and development in Geological and Seismological Setting; Ground Motion, Site and Building Response; Tsunami Generation, Propagation, Damage and Mitigation, as well as Education and Risk Management following an earthquake or a tsunami. We welcome papers in the following categories: Geological and Seismological Aspects Tectonics: (Geology - earth processes) Fault processes and earthquake generation: seismology (earthquake processes) Earthquake wave propagation: geophysics Remote sensing Earthquake Engineering Geotechnical hazards and response Effects on buildings and structures Risk analysis and management Retrofitting and remediation Education and awareness Material Behaviour Soil Reinforced concrete Steel Tsunamis Tsunamigenic sources Tsunami propagation: Physical oceanography Run-up and damage: wave hydraulics.
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