The application of Google Earth Engine platform to assess the erosion - accretion processes of the estuary and coastal areas of Tra Khuc river, Quang Ngai province, Vietnam
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This study aims at exploiting and processing multi-temporal satellite images of the Google Earth Engine platform (GEE), combined with topographic data since 1965 to monitor changes in estuary and shoreline of the coastal area of Cua Dai, Tra Khuc river, Quang Nam province during a period of 1965–2021. The analysis results show shoreline changes and hot spots of erosion and landslides along the coast, on both sides of Cua Dai river.
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The application of Google Earth Engine platform to assess the erosion - accretion processes of the estuary and coastal areas of Tra Khuc river, Quang Ngai province, Vietnam Vietnam Journal of Marine Science and Technology 2023, 23(3) 233–246 Vietnam Academy of Science and Technology Vietnam Journal of Marine Science and Technology journal homepage: vjs.ac.vn/index.php/jmstThe application of Google Earth Engine platform to assess the erosion -accretion processes of the estuary and coastal areas of Tra Khuc river,Quang Ngai province, VietnamDao Dinh Cham, Nguyen Van Hong, Nguyen Ngoc Thang, Nguyen Thanh Binh*Institute of Geography, VAST, VietnamReceived: 28 December 2022; Accepted: 12 March 2023ABSTRACTAlong with storms, tides,... human activities have also affected the erosion - accretion process of thecoast and estuaries. When global climate change increases the risk of shoreline change in a negativemanner, monitoring and quick assessment of this change is of great importance. Google has developeda cloud computing platform, called Google Earth Engine, to effectively address the challenges of bigdata analysis. This study aims at exploiting and processing multi-temporal satellite images of theGoogle Earth Engine platform (GEE), combined with topographic data since 1965 to monitor changesin estuary and shoreline of the coastal area of Cua Dai, Tra Khuc river, Quang Nam province during aperiod of 1965–2021. The analysis results show shoreline changes and hot spots of erosion andlandslides along the coast, on both sides of Cua Dai river. After 56 years, the process of erosion -accretion in the river occurs strongly. The eroded riverbanks are located mainly along alluvial plainsaway from residential areas. Meanwhile, the coast along Cua Dai estuary changes in favor of accretion.However, in recent years, local erosion still occurs in some coastal areas with a length of 0.7–1.2 km inthe territory of Pho An - Tan My villages (Nghia An commune). The study shows the potential fordirectly exploiting and processing large amounts of free satellite image on the GEE for resourcemonitoring and management applications.Keywords: Google Earth Engine, Cua Dai - Tra Khuc river, erosion-accretion, shoreline change.* Corresponding author at: Institute of Geography, 18 Hoang Quoc Viet, Cau Giay, Hanoi, Vietnam. E-mail addresses:thanhbinhhtdl@gmail.comhttps://doi.org/10.15625/1859-3097/18634ISSN 1859-3097; e-ISSN 2815-5904/© 2023 Vietnam Academy of Science and Technology (VAST) 233 Dao Dinh Cham et al./Vietnam Journal of Marine Science and Technology 2023, 23(3) 233–246INTRODUCTION Giang provinces in the period 1995–2003, 2003–2010. Trinh Phi Hoanh et al., (2018) [4] Cua Dai has a big change process due to evaluated the change characteristics of the Tienerosion - accretion along the banks and river in the Tan Chau - Hong Ngu area in theaccretion of the river and estuary. The changes period 1966–2015 by using Landsat satelliteseem to be frequent and complicated recently, images. All of the above studies show changescausing many losses in agricultural, forestry in the shoreline of the river over time.and fishery production, especially safety issues However, the image processing only conductedfor fishermen and boats in the rainy season. on a few scenes at a time, either because thereAccording to the monitoring documents of is not enough continuous data or it is notQuang Ngai province, in the downstream area possible to process all the images in multipleof Tra Khuc estuary, erosion - accretion occurs years due to technical and resource limitations.regularly in the range of about 1,500 m length GEE shows good ability to extract andand 200–300 m width. process information on satellite images with Monitoring shoreline changes over the image classification methods such as Maximumentire area will provide a long-term and general Likelihood (ML), Random Forest (RF),overview of the patterns, state and change of Support Vector Machine (SVM),... Besides,flows. Monitoring data can be linked to the GEE has an open approach, which allows usershydrological regime of the whole basin, the to develop new methods or algorithms toactivities of exploitation, production and analyze data using Python and JavaScripthuman development. Analysis and evaluation programming languages. The initialresults can provide input data for forecasting applications using GEE are: ...
Nội dung trích xuất từ tài liệu:
The application of Google Earth Engine platform to assess the erosion - accretion processes of the estuary and coastal areas of Tra Khuc river, Quang Ngai province, Vietnam Vietnam Journal of Marine Science and Technology 2023, 23(3) 233–246 Vietnam Academy of Science and Technology Vietnam Journal of Marine Science and Technology journal homepage: vjs.ac.vn/index.php/jmstThe application of Google Earth Engine platform to assess the erosion -accretion processes of the estuary and coastal areas of Tra Khuc river,Quang Ngai province, VietnamDao Dinh Cham, Nguyen Van Hong, Nguyen Ngoc Thang, Nguyen Thanh Binh*Institute of Geography, VAST, VietnamReceived: 28 December 2022; Accepted: 12 March 2023ABSTRACTAlong with storms, tides,... human activities have also affected the erosion - accretion process of thecoast and estuaries. When global climate change increases the risk of shoreline change in a negativemanner, monitoring and quick assessment of this change is of great importance. Google has developeda cloud computing platform, called Google Earth Engine, to effectively address the challenges of bigdata analysis. This study aims at exploiting and processing multi-temporal satellite images of theGoogle Earth Engine platform (GEE), combined with topographic data since 1965 to monitor changesin estuary and shoreline of the coastal area of Cua Dai, Tra Khuc river, Quang Nam province during aperiod of 1965–2021. The analysis results show shoreline changes and hot spots of erosion andlandslides along the coast, on both sides of Cua Dai river. After 56 years, the process of erosion -accretion in the river occurs strongly. The eroded riverbanks are located mainly along alluvial plainsaway from residential areas. Meanwhile, the coast along Cua Dai estuary changes in favor of accretion.However, in recent years, local erosion still occurs in some coastal areas with a length of 0.7–1.2 km inthe territory of Pho An - Tan My villages (Nghia An commune). The study shows the potential fordirectly exploiting and processing large amounts of free satellite image on the GEE for resourcemonitoring and management applications.Keywords: Google Earth Engine, Cua Dai - Tra Khuc river, erosion-accretion, shoreline change.* Corresponding author at: Institute of Geography, 18 Hoang Quoc Viet, Cau Giay, Hanoi, Vietnam. E-mail addresses:thanhbinhhtdl@gmail.comhttps://doi.org/10.15625/1859-3097/18634ISSN 1859-3097; e-ISSN 2815-5904/© 2023 Vietnam Academy of Science and Technology (VAST) 233 Dao Dinh Cham et al./Vietnam Journal of Marine Science and Technology 2023, 23(3) 233–246INTRODUCTION Giang provinces in the period 1995–2003, 2003–2010. Trinh Phi Hoanh et al., (2018) [4] Cua Dai has a big change process due to evaluated the change characteristics of the Tienerosion - accretion along the banks and river in the Tan Chau - Hong Ngu area in theaccretion of the river and estuary. The changes period 1966–2015 by using Landsat satelliteseem to be frequent and complicated recently, images. All of the above studies show changescausing many losses in agricultural, forestry in the shoreline of the river over time.and fishery production, especially safety issues However, the image processing only conductedfor fishermen and boats in the rainy season. on a few scenes at a time, either because thereAccording to the monitoring documents of is not enough continuous data or it is notQuang Ngai province, in the downstream area possible to process all the images in multipleof Tra Khuc estuary, erosion - accretion occurs years due to technical and resource limitations.regularly in the range of about 1,500 m length GEE shows good ability to extract andand 200–300 m width. process information on satellite images with Monitoring shoreline changes over the image classification methods such as Maximumentire area will provide a long-term and general Likelihood (ML), Random Forest (RF),overview of the patterns, state and change of Support Vector Machine (SVM),... Besides,flows. Monitoring data can be linked to the GEE has an open approach, which allows usershydrological regime of the whole basin, the to develop new methods or algorithms toactivities of exploitation, production and analyze data using Python and JavaScripthuman development. Analysis and evaluation programming languages. The initialresults can provide input data for forecasting applications using GEE are: ...
Tìm kiếm theo từ khóa liên quan:
Google Earth Engine Cua Dai - Tra Khuc river Erosion-accretion Shoreline change Cloud computing platform Quang Nam provinceGợi ý tài liệu liên quan:
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