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首页> 外文期刊>International journal of remote sensing >Episodic ground deformation signals in Thessaly Plain (Greece) revealed by data mining of SAR interferometry time series
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Episodic ground deformation signals in Thessaly Plain (Greece) revealed by data mining of SAR interferometry time series

机译:SAR干涉测量时间序列的数据挖掘揭示了色萨利平原(希腊)的地层突变信号

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摘要

The Eastern Thessaly Plain presents an area of severe settlement phenomena, owing to the over-exploitation of the underground aquifer systems, causing significant damages to national infrastructures and private properties annually. Herein, both Persistent Scatterers (PS) and Small Baselines (SB) interferometric techniques were applied to study the history of ground deformation along the entire plain. Although the area consisted mostly of agricultural land, a sufficient number of point targets was obtained, well-distributed over the entire plain, permitting the recognition of spatial variations of the displacement field in addition to temporal trends. Our findings outline the southern part of the basin as the mostly affected area, whereas local subsidence patterns of lower magnitude were also recognized elsewhere. Episodes of significant ground subsidence, reaching several centimetres within a few months, characterize the deformation pattern of the area. Although average ground deformation rates do not exceed 2cmyear(-1), line-of-sight (LOS) displacements of up to 13cm were observed, occurring during the summer-autumn periods. A geographic information system (GIS)-based post-processing approach for the analysis of synthetic aperture radar (SAR) time series is presented, by which these abrupt settlement episodes can be identified in both temporal and spatial domains. The analysis allows the separation between rapid subsidence phenomena during the summer-fall season and annual deformation rates, thereby providing valuable information regarding the actual deformation pattern of the area. The results confirm in situ geological observations, highlighting the unique behaviour of the area due to intense water pumping. The study underlines that average SAR displacement rate maps might be inadequate to describe complex deformation scenarios and could lead to misinterpretations. Exploitation of the full capacity of SAR time series by detailed examination of the displacement histories, through a tailored data-mining strategy, could provide valuable information to geotechnical engineers and planners.
机译:由于地下蓄水层系统的过度开采,东部色萨利平原呈现出严重的沉降现象,每年对国家基础设施和私有财产造成重大破坏。在这里,持久散射体(PS)和小基线(SB)干涉技术都被用于研究整个平原上地面变形的历史。尽管该区域主要由农地组成,但仍获得了足够数量的点目标,这些目标分布在整个平原上,因此除了时间趋势外,还可以识别位移场的空间变化。我们的发现将盆地南部概述为受灾最严重的地区,而在其他地方也发现了较低幅度的局部沉降模式。在几个月内达到几厘米的地面沉陷事件是该地区变形模式的特征。尽管平均地面变形率不超过2cmyear(-1),但观察到的视距(LOS)位移高达13cm,发生在夏季-秋季。提出了一种基于地理信息系统(GIS)的后处理方法,用于分析合成孔径雷达(SAR)时间序列,从而可以在时域和空间域中识别这些突然的沉降事件。通过分析,可以将夏秋季的快速沉降现象与年变形率区分开来,从而提供有关该地区实际变形模式的有价值的信息。结果证实了原位地质观测结果,突显了由于强烈抽水导致该地区的独特行为。这项研究强调,平均SAR位移率图可能不足以描述复杂的变形情况,并可能导致误解。通过量身定制的数据挖掘策略,通过详细研究位移历史来充分利用SAR时间序列的能力,可以为岩土工程师和规划人员提供有价值的信息。

著录项

  • 来源
    《International journal of remote sensing 》 |2016年第16期| 3696-3711| 共16页
  • 作者单位

    ESRIN, European Space Agcy, RSAC, Sci Applicat & Future Technol Dept, I-00044 Frascati, Italy;

    Natl Res Council Italy CNR, Inst Acoust & Sensors Orso Mario Corbino IDASC, Rome, Italy;

    Stamatopoulos & Associates Co Ltd, Athens, Greece;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
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