Big data;
Cloud Computing;
DInSAR;
P-SBAS;
Earth surface deformation;
Synthetic Aperture Radar;
time series;
APERTURE RADAR INTERFEROMETRY;
DISPLACEMENT FIELD;
LARGE AREAS;
EARTHQUAKE;
ALGORITHM;
RETRIEVAL;
INSAR;
SCATTERERS;
CALIFORNIA;
RESOLUTION;
D O I:
10.1109/TBDATA.2018.2863558
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
We present an automatic pipeline implemented within the Amazon Web Services (AWS) Cloud Computing platform for the interferometric processing of large Sentinel-1 (S1) multi-temporal SAR datasets, aimed at analyzing Earth surface deformation phenomena at wide spatial scale. The developed processing chain is based on the advanced DInSAR approach referred to as Small BAseline Subset (SBAS) technique, which allows producing, with centimeter to millimeter accuracy, surface deformation time series and the corresponding mean velocity maps from a temporal sequence of SAR images. The implemented solution addresses the aspects relevant to i) S1 input data archiving; ii) interferometric processing of S1 data sequences, performed in parallel on the AWS computing nodes through both multi-node and multi-core programming techniques; iii) storage of the generated interferometric products. The experimental results are focused on a national scale DInSAR analysis performed over the whole Italian territory by processing 18 S1 slices acquired from descending orbits between March 2015 and April 2017, corresponding to 2612 S1 acquisitions. Our analysis clearly shows that an effective integration of advanced remote sensing methods and new ICT technologies can successfully contribute to deeply investigate the Earth System processes and to address new challenges within the Big Data EO scenario.
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R China
Zhang, Guo
Xu, Zixing
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R China
Xu, Zixing
Chen, Zhenwei
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R China
Chen, Zhenwei
Wang, Shunyao
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R China
Wang, Shunyao
Liu, Yutao
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R China
Liu, Yutao
Gong, Xuhui
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R China
机构:
Hohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R ChinaHohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R China
Zhou, Ya'nan
Zhu, Weiwei
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Remote Sensing & Digital Earth, Beijing, Peoples R ChinaHohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R China
Zhu, Weiwei
Li, Feng
论文数: 0引用数: 0
h-index: 0
机构:
Hohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R ChinaHohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R China
Li, Feng
Gao, Jianwei
论文数: 0引用数: 0
h-index: 0
机构:
China Acad Space Technol, Inst Spacecraft Applicat Syst Engn, Beijing, Peoples R ChinaHohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R China
Gao, Jianwei
Chen, Yuehong
论文数: 0引用数: 0
h-index: 0
机构:
Hohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R ChinaHohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R China
Chen, Yuehong
Xin, Zhang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Remote Sensing & Digital Earth, Beijing, Peoples R ChinaHohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R China
Xin, Zhang
Luo, Jiancheng
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Remote Sensing & Digital Earth, Beijing, Peoples R ChinaHohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R China
机构:
Jilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R China
Macau Univ Sci & Technol, State Key Lab Lunar & Planetary Sci, Macau 999078, Peoples R ChinaJilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R China
Meng, Zhiguo
Shu, Chuanzeng
论文数: 0引用数: 0
h-index: 0
机构:
Jilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R ChinaJilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R China
Shu, Chuanzeng
Yang, Ying
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Res Inst Water Transport Engn MOT, Tianjin 300456, Peoples R ChinaJilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R China
Yang, Ying
Wu, Chengzhi
论文数: 0引用数: 0
h-index: 0
机构:
Changbaishan Tianchi Volcano Observ, Antu 133618, Peoples R ChinaJilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R China
Wu, Chengzhi
Dong, Xuegang
论文数: 0引用数: 0
h-index: 0
机构:
Jilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R ChinaJilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R China
Dong, Xuegang
Wang, Dongzhen
论文数: 0引用数: 0
h-index: 0
机构:
China Earthquake Adm, Inst Seismol, Key Lab Earthquake Geodesy, Wuhan 430071, Peoples R ChinaJilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R China
Wang, Dongzhen
Zhang, Yuanzhi
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Lab Deep Space Explorat, Natl Astron Observ, Beijing 100101, Peoples R China
Univ Chinese Acad Sci, Sch Space Sci & Astron, Beijing 100049, Peoples R ChinaJilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R China
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R China
Zhang, Guo
Xu, Zixing
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R China
Xu, Zixing
Chen, Zhenwei
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R China
Chen, Zhenwei
Wang, Shunyao
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R China
Wang, Shunyao
Liu, Yutao
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R China
Liu, Yutao
Gong, Xuhui
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R ChinaWuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan 430079, Peoples R China
机构:
Hohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R ChinaHohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R China
Zhou, Ya'nan
Zhu, Weiwei
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Remote Sensing & Digital Earth, Beijing, Peoples R ChinaHohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R China
Zhu, Weiwei
Li, Feng
论文数: 0引用数: 0
h-index: 0
机构:
Hohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R ChinaHohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R China
Li, Feng
Gao, Jianwei
论文数: 0引用数: 0
h-index: 0
机构:
China Acad Space Technol, Inst Spacecraft Applicat Syst Engn, Beijing, Peoples R ChinaHohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R China
Gao, Jianwei
Chen, Yuehong
论文数: 0引用数: 0
h-index: 0
机构:
Hohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R ChinaHohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R China
Chen, Yuehong
Xin, Zhang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Remote Sensing & Digital Earth, Beijing, Peoples R ChinaHohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R China
Xin, Zhang
Luo, Jiancheng
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Remote Sensing & Digital Earth, Beijing, Peoples R ChinaHohai Univ, Coll Geog & Remote Sensing, Nanjing, Peoples R China
机构:
Jilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R China
Macau Univ Sci & Technol, State Key Lab Lunar & Planetary Sci, Macau 999078, Peoples R ChinaJilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R China
Meng, Zhiguo
Shu, Chuanzeng
论文数: 0引用数: 0
h-index: 0
机构:
Jilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R ChinaJilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R China
Shu, Chuanzeng
Yang, Ying
论文数: 0引用数: 0
h-index: 0
机构:
Tianjin Res Inst Water Transport Engn MOT, Tianjin 300456, Peoples R ChinaJilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R China
Yang, Ying
Wu, Chengzhi
论文数: 0引用数: 0
h-index: 0
机构:
Changbaishan Tianchi Volcano Observ, Antu 133618, Peoples R ChinaJilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R China
Wu, Chengzhi
Dong, Xuegang
论文数: 0引用数: 0
h-index: 0
机构:
Jilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R ChinaJilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R China
Dong, Xuegang
Wang, Dongzhen
论文数: 0引用数: 0
h-index: 0
机构:
China Earthquake Adm, Inst Seismol, Key Lab Earthquake Geodesy, Wuhan 430071, Peoples R ChinaJilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R China
Wang, Dongzhen
Zhang, Yuanzhi
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Lab Deep Space Explorat, Natl Astron Observ, Beijing 100101, Peoples R China
Univ Chinese Acad Sci, Sch Space Sci & Astron, Beijing 100049, Peoples R ChinaJilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R China