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ICESat-2与Sentinel-2数据融合的深度学习浅滩水深测量 被引量:2
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作者 钟静 孙杰 +1 位作者 赖祖龙 谌一夫 《测绘通报》 CSCD 北大核心 2023年第7期39-43,共5页
目前卫星测深(SDB)被广泛应用于近海岸水深测量,然而常用的经验模型较简单,无法适用于各类复杂浅滩环境。为突破传统方法的局限性,本文提出一种ICESat-2与Sentinel-2数据融合的深度学习浅滩水深测量方法。以美国密西西比州猫岛(CI)、巴... 目前卫星测深(SDB)被广泛应用于近海岸水深测量,然而常用的经验模型较简单,无法适用于各类复杂浅滩环境。为突破传统方法的局限性,本文提出一种ICESat-2与Sentinel-2数据融合的深度学习浅滩水深测量方法。以美国密西西比州猫岛(CI)、巴克岛(BI)为研究区,利用ICESat-2提取先验水深点,再基于Sentinel-2数据训练一维卷积神经网络(1-DCNN)以获取研究区水深图;同时采用波段比值模型(BR)、随机森林(RF)和多层感知器(MLP)作为对比方法进行精度定量分析发现,本文方法在CI、BI测得水深的均方根误差和决定系数分别为0.20 m、0.94和0.95 m、0.95,精度验证优于其他方法,因此该方法提高了水深反演精度。 展开更多
关键词 卫星测深 ICESat-2 Sentinel-2 深度学习 机器学习
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Bathymetric Inversion of South China Sea from Satellite Altimetry Data
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作者 LUO Jia LI Jiancheng CHAO Dingbo 《Geo-Spatial Information Science》 2003年第1期19-23,共5页
This paper focuses on the study of ocean bathymetric inversion from satellite altimeter data by using FFT technique.In this study,the freeair gravity anomalies over the South China Sea are determined by the satellite ... This paper focuses on the study of ocean bathymetric inversion from satellite altimeter data by using FFT technique.In this study,the freeair gravity anomalies over the South China Sea are determined by the satellite altimeter data of GEOSAT,ERS1,ERS2 and T/P.And the 2.5′×2.5′ bathymetry model in South China Sea is calculated from the gravity anomalies with the inversion model given.After the analysis of the inversion and the comparison between the results,some conclusions can be drawn. 展开更多
关键词 BATHYMETRY satellite altimetry gravity anomaly FFT
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Danger of GLOFs in the Mountain Areas of Kazakhstan
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作者 Viktor Blagovechshenskiy Vasiliy Kapitsa Nikolay Kasatkin 《Journal of Earth Science and Engineering》 2015年第3期182-187,共6页
The presentation describes the methods and shows the results of GLOFs' danger estimation in lie and Zhetysu Alatau ranges (Kazakhstan). The catalogues of glacial lakes were made following the results of satellite i... The presentation describes the methods and shows the results of GLOFs' danger estimation in lie and Zhetysu Alatau ranges (Kazakhstan). The catalogues of glacial lakes were made following the results of satellite images processing. The catalogue contains the data of 186 glacial lakes in lle Alatau and 577 lakes in Zhetysu Alatau. According to the bathymetric data of 35 glacial lakes the dependences of volume on lake's area for proglacial and moraine lakes were developed and lake's volumes were calculated. There are 32 lakes in Ile Alatau and 110 lakes in Zhetysu Alatau with water volume more than 100,000 m3. The most hazardous lakes have the following characteristics: 1) the lake volume exceeds 100,000 m3, (2) the lake is proglacial, (3) the dam is a young moraine with an ice core, (4) there are sites with the steep of more than 15° spreading for more than 500 m down the valley, and (5) there are important non-protected objects in the mudflows affected area. There are 14 the most hazardous glacial lakes with very high level of GLOF danger: 6 lakes in lie Alatau and 8 lakes in Zhetysu Alatau. 展开更多
关键词 Glacial lakes outburst floods mudflow hazard assessment.
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Detection of crevasses over polar ice shelves using Satellite Laser Altimeter 被引量:4
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作者 LIU Yan CHENG Xiao +3 位作者 HUI FengMing WANG XianWei WANG Fang CHENG Cheng 《Science China Earth Sciences》 SCIE EI CAS 2014年第6期1267-1277,共11页
Ice shelf breakups account for most mass loss from the Antarctic Ice Sheet as the consequence of the propagation of crevasses(or rift)in response to stress.Thus there is a pressing need for detecting crevasses’locati... Ice shelf breakups account for most mass loss from the Antarctic Ice Sheet as the consequence of the propagation of crevasses(or rift)in response to stress.Thus there is a pressing need for detecting crevasses’location and depth,to understand the mechanism of calving processes.This paper presents a method of crevasse detection using the ICESat-1/GLAS data.A case study was taken at the Amery Ice Shelf of Antarctica to verify the accuracy of geo-location and depth of crevasses detected.Moreover,based on the limited crevasse points,we developed a method to detect the peak stress points which can be used to track the location of the crack tips and to identify the possible high-risk area where an ice shelf begins to break up.The spatial and temporal distribution of crevasse depth and the spatial distribution of peak stress points of the Amery Ice Shelf were analyzed through 132 tracks in 16 campaign periods of ICESat-1/GLAS between 2003 and 2008.The results showed that the depth of the detected crevasse points ranged from 2 to 31.7 m,which were above the sea level;the crevasse that advected downstream to the front edge of an ice shelf has little possibility to directly result in breakups because the crevasse depth did not show any increasing trend over time;the local stress concentration is distributed mainly in the suture zones on the ice shelves. 展开更多
关键词 satellite laser altimeter ICESat-1/GLAS CREVASSE depth detection ice shelves
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