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Analysis of earthquake-induced groundwater level change using self-organizing maps

机译:通过自组织地图分析地震诱导的地下水位变化

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摘要

For a better understanding of possible physical links between geophysical observables and earthquake characteristics, it is important to analyze statistical spatiotemporal patterns in nature related to such events. For this purpose, characteristic changes in groundwater level (GWL) were observed before and after the 2016 Kumamoto earthquake in Japan. Previous research has shown that self-organizing maps (SOM) can be used to classify complex patterns of GWL-change during different parts of the earthquake sequence. In this study, we used before and after earthquake GWL data as input vectors to SOM. In total, 64 observed GWLs were classified into 12 different clusters. Most shallow wells displayed GWL difference that was small during the foreshock (first earthquake) and large during the main-shock (second earthquake). Upstream deep wells showed relatively large difference in water level from 1 to 2 days after the earthquakes. The GWL rapidly increased just after the earthquake, then tended to gradually decrease from September. Most of the shallow wells in the unconfined aquifer rapidly recovered to initial GWLs within several hours to several days, because of hydrostatic pressure. However, most of the deep wells in the confined aquifer needed longer time to recover, in some cases several weeks to several months. These findings are important for the physical understanding of earthquake effects on the groundwater environment, disaster prevention, and possibility for development of earthquake precursors.
机译:为了更好地理解地球物理可观察到和地震特征之间可能的物理链接,重要的是分析与此类事件相关的自然界中的统计时空模式。为此目的,在日本2016年熊本地震前后观察到地下水位(GWL)的特征变化。以前的研究表明,自组织地图(SOM)可用于对地震序列的不同部分分类GWL变化的复杂模式。在本研究中,我们在地震GWL数据之前和之后使用作为输入向量到SOM。总共64个观察到的GWL被分为12种不同的簇。大多数浅孔显示在主休克(第二地震)期间的预科(第一次地震)和大的较小的GWL差异。上游深井在地震后1至2天显示水位差异相对较大。地震后,GWL迅速增加,然后从9月往往逐渐减少。由于静水压力,非整合含水层中的大部分浅孔在几小时内迅速恢复到初始GWL。然而,狭窄含水层中的大部分深井需要更长的时间来恢复,在某些情况下几周到几个月。这些发现对于对地面环境,防灾和发展地震前体的可能性的地震影响的身体理解很重要。

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