摘要
Understanding the extent and quantity of groundwater drawdown is critical for developing a mitigation strategy for water management. This study illustrates that the data-driven model can be used for the spatial estimation of groundwater drawdown using interferometric synthetic aperture radar (InSAR)-based deformation data. Here, InSAR derived from Sentinel-1 imagery is used to estimate surface deformations in the Choshui river alluvial fan, Taiwan, between 2016 and 2018. Spatial regression (SR) is applied to estimate the annual groundwater drawdown with a calculated R-square of 0.96, which is shown to be superior to a nonspatial model. This study demonstrates the potential of the satellite-based groundwater drawdown map prediction using InSAR-derived land deformation. In predication, the SR model can reliably catch the patterns of annual predicted drawdown without requiring detailed groundwater observations.
原文 | English |
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頁(從 - 到) | 622-632 |
頁數 | 11 |
期刊 | Water and Environment Journal |
卷 | 36 |
發行號 | 4 |
DOIs | |
出版狀態 | Published - 2022 11月 |
All Science Journal Classification (ASJC) codes
- 環境工程
- 水科學與技術
- 污染
- 管理、監督、政策法律