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Marine Geodesy Volume 43, 2020 - Issue 3: Cryosphere and Climate Change
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Articles

Discrimination of different sea ice types from CryoSat-2 satellite data using an Object-based Random Forest (ORF)

Su ShuFirst Institute of Oceanography, Ministry of Natural Resources, Shandong Province, China; View further author information
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Xinghua ZhouFirst Institute of Oceanography, Ministry of Natural Resources, Shandong Province, China; Correspondence[email protected]
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Xiaoyi ShenJiangsu Provincial Key Laboratory of Geographic Information Science and Technology, Collaborative Innovation Center of South China Sea Studies, Nanjing University, Nanjing Province, China; View further author information
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Zhanchi LiuFirst Institute of Oceanography, Ministry of Natural Resources, Shandong Province, China; View further author information
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Qiuhua TangFirst Institute of Oceanography, Ministry of Natural Resources, Shandong Province, China; View further author information
,
Haili LiJiangsu Provincial Key Laboratory of Geographic Information Science and Technology, Collaborative Innovation Center of South China Sea Studies, Nanjing University, Nanjing Province, China; View further author information
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Changqing KeJiangsu Provincial Key Laboratory of Geographic Information Science and Technology, Collaborative Innovation Center of South China Sea Studies, Nanjing University, Nanjing Province, China; View further author information
&
Jie LiFirst Institute of Oceanography, Ministry of Natural Resources, Shandong Province, China; ;Ocean Remote Sensing Institute, Ocean University of China, Shandong Province, China; ;Key Laboratory of Surveying and Mapping Technology on Island and Reef, National Administration of Surveying, Mapping and Geoinfomation, Shandong Province, ChinaView further author information
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Pages 213-233 | Received 22 Mar 2019, Accepted 18 Sep 2019, Published online: 21 Oct 2019

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Inger Bij de Vaate, Ericka Martin, D. Cornelis Slobbe, Marc Naeije & Martin Verlaan. (2022) Lead Detection in the Arctic Ocean from Sentinel-3 Satellite Data: A Comprehensive Assessment of Thresholding and Machine Learning Classification Methods. Marine Geodesy 45:5, pages 462-495.
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Articles from other publishers (12)

Hao Ye, Guowang Jin, Hongmin Zhang, Xin Xiong, Jiahao Li & Jiajun Wang. (2024) Lake Ice Thickness Retrieval Method with ICESat-2-Assisted CyroSat-2 Echo Peak Selection. Remote Sensing 16:3, pages 546.
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Ruixin Cao, Xiang Zhu, Hui Zhang, Kefeng Deng, Xiaoli Ren & Xiaoyong Li. (2023) SIC-TFRF: Sea Ice Classification with Textural Features and Random Forest. SIC-TFRF: Sea Ice Classification with Textural Features and Random Forest.
Jaya Sree Mugunthan, Claude R. Duguay & Elena Zakharova. (2023) Machine learning based classification of lake ice and open water from Sentinel-3 SAR altimetry waveforms. Remote Sensing of Environment 299, pages 113891.
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Maria Panfilova & Vladimir Karaev. (2023) Sea Ice Detection by an Unsupervised Method Using Ku- and Ka-Band Radar Data at Low Incidence Angles: First Results. Remote Sensing 15:14, pages 3530.
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Dongbo Xie, Hongchao Huang, Linyan Feng, Ram P. Sharma, Qiao Chen, Qingwang Liu & Liyong Fu. (2023) Aboveground Biomass Prediction of Arid Shrub-Dominated Community Based on Airborne LiDAR through Parametric and Nonparametric Methods. Remote Sensing 15:13, pages 3344.
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Meijie Liu, Ran Yan, Xi Zhang, Ying Xu, Ping Chen, Yongsen Zhao, Yuexiang Guo, Yangeng Chen, Xiaohan Zhang & Shengxu Li. (2022) Sea ice recognition for CFOSAT SWIM at multiple small incidence angles in the Arctic. Frontiers in Marine Science 9.
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Lu Xie, Xiang Meng, Xiaodi Zhao, Liyong Fu, Ram P. Sharma & Hua Sun. (2022) Estimating Fractional Vegetation Cover Changes in Desert Regions Using RGB Data. Remote Sensing 14:15, pages 3833.
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Chengqian Zhang, Xiaodong Chen & Shunying Ji. (2022) Semantic image segmentation for sea ice parameters recognition using deep convolutional neural networks. International Journal of Applied Earth Observation and Geoinformation 112, pages 102885.
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Meijie Liu, Ran Yan, Jie Zhang, Ying Xu, Ping Chen, Lijian Shi, Jin Wang, Shilei Zhong & Xi Zhang. (2021) Arctic Sea Ice Classification Based on CFOSAT SWIM Data at Multiple Small Incidence Angles. Remote Sensing 14:1, pages 91.
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Yongchao Zhu, Tingye Tao, Jiangyang Li, Kegen Yu, Lei Wang, Xiaochuan Qu, Shuiping Li, Maximilian Semmling & Jens Wickert. (2021) Spaceborne GNSS-R for Sea Ice Classification Using Machine Learning Classifiers. Remote Sensing 13:22, pages 4577.
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Renée Mie Fredensborg Hansen, Eero Rinne & Henriette Skourup. (2021) Classification of Sea Ice Types in the Arctic by Radar Echoes from SARAL/AltiKa. Remote Sensing 13:16, pages 3183.
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Yongchao Zhu, Tingye Tao, Kegen Yu, Xiaochuan Qu, Shuiping Li, Jens Wickert & Maximilian Semmling. (2020) Machine Learning-Aided Sea Ice Monitoring Using Feature Sequences Extracted from Spaceborne GNSS-Reflectometry Data. Remote Sensing 12:22, pages 3751.
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