遥感技术与应用 2020, Vol. 35 Issue (6): 1329-1336 DOI: 10.11873/j.issn.1004-0323.2020.6.1329 |
冰雪遥感专栏 |
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基于高分遥感数据和深度学习的石冰川自动提取研究 |
徐瑾昊1,2(),冯敏2,3(),王建邦2,3,冉有华4,祁元4,5,杨联安1,李新2 |
1.西北大学城市与环境学院,陕西 西安 710127 2.中国科学院青藏高原研究所 三极监测与大数据中心,北京 100101 3.兰州大学资源环境学院,甘肃 兰州 730000 4.中国科学院西北生态环境资源研究院,甘肃 兰州 730000 5.高分辨率对地观测系统甘肃数据与应用中心,甘肃 兰州 730000 |
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Automatically Identifying Rock Glacier based on Gaofen Satellite Image and Deep Learning |
Jinhao Xu1,2(),Min Feng2,3(),Jianbang Wang2,3,Youhua Ran4,Yuan Qi4,5,Lian’an Yang1,Xin Li2 |
1.College of Urban and Environmental Sicence,Northwest University,Xi’an 710127,China 2.Institude of Tibetan Plateau Research,Chinese Academy of Sciences,Beijing,Beijing 100101,China 3.College of Earth and Environmental Sciences,Lanzhou University,Lanzhou 730000,China 4.Northwest Institute of Ecology and Environmental Resources,Chinese Academy of Sciences,Lanzhou 730000,China 5.Data and Application Center of High-Resolution Earth Observation System in Gansu,Lanzhou 730000,China |
引用本文:
徐瑾昊,冯敏,王建邦,冉有华,祁元,杨联安,李新. 基于高分遥感数据和深度学习的石冰川自动提取研究[J]. 遥感技术与应用, 2020, 35(6): 1329-1336.
Jinhao Xu,Min Feng,Jianbang Wang,Youhua Ran,Yuan Qi,Lian’an Yang,Xin Li. Automatically Identifying Rock Glacier based on Gaofen Satellite Image and Deep Learning. Remote Sensing Technology and Application, 2020, 35(6): 1329-1336.
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|
1 |
Qin Dahe, Yao Tandong, Ding Yongjian, et al. Glossary of Cryosphere Science (Revised)[M]. Beijing: China Meteorological Press, 2016.秦大河, 姚檀栋, 丁永建,等. 冰冻圈科学辞典(修订版)[M]. 北京: 气象出版社, 2016.
|
2 |
Giardino J R, Vick S G. Geologic Engineering Aspects of Rock Glaciers[M]. Bonston:Allen and Unwin, 1987: 265-287.
|
3 |
Humlum O. The Climatic Significance of Rock Glaciers[J]. Permafrost and Periglacial Processes, 1998, 9(4): 375-395.
|
4 |
Konrad S K, Humphrey N F, Steig E J, et al. Rock Glacier Dynamics and Paleoclimatic Implications[J]. Geology, 1999, 27(12): 1131-1134.
|
5 |
Millar C I, Westfall R D, Evenden A, et al. Potential Climatic Refugia in Semi-Arid, Temperate Mountains: Plant and Arthropod Assemblages Associated with Rock Glaciers, Talus Slopes, and Their Forefield Wetlands, Sierra Nevada, California, USA[J]. Quaternary International, 2015, 387: 106-121. doi: 10.1016/j.quaint.2013.11.003.
doi: 10.1016/j.quaint.2013.11.003
|
6 |
Brenning A. Geomorphological, Hydrological and Climatic Significance of Rock Glaciers in the Andes of Central Chile (33-35 S)[J]. Permafrost and Periglacial Processes, 2005, 16(3): 231-240. doi: 10.1002/ppp.528.
doi: 10.1002/ppp.528
|
7 |
Janke J R, Bellisario A C, Ferrando F A. Classification of Debris-covered Glaciers and Rock Glaciers in the Andes of Central Chile[J]. Geomorphology, 2015, 241: 98-121. doi: 10.1016/j.geomorph.2015.03.034.
doi: 10.1016/j.geomorph.2015.03.034
|
8 |
Lugon R, Stoffel M. Rock-glacier Dynamics and Magnitude-frequency Relations of Debris Flows in a High-elevation Watershed: Ritigraben,Swiss Alps[J]. Global and Planetary Change, 2010,73(3-4):202-210. doi: 10.1016/j.gloplacha. 2010.06.004.
doi: 10.1016/j.gloplacha. 2010.06.004
|
9 |
Cui Zhijiu. Discovery of KunLunShan-type Rock Glaciers and the Classification of Rock Glaciers[J]. Chinese Science Bulletin, 1984, 29(13): 810-813.
|
9 |
崔之久. 昆仑山型石冰川的发现及石冰川的最新分类[J]. 科学通报, 1984, 29(13): 810-813.
|
10 |
Cui Zhijiu, Zhu Cheng. The Structural Type of Temperature and Mechanism of Movement of Rock Glacier at the Head of Urumqi River, Tianshan Mountains[J]. Chinese Science Bulletin, 1989, 34(2): 134-137.
|
10 |
崔之久, 朱诚. 天山乌鲁木齐河源区石冰川的温度结构类型与运动机制[J]. 科学通报, 1989, 34(2): 134-137.
|
11 |
Li Shude, Yao Heqing. Preliminary Study of the Rock Glaciers in the Gongga Mt. Area[J]. Journal of Glaciology and Geocryology, 1987, 9(1): 55-60, 54.
|
11 |
李树德, 姚河清. 贡嘎山山地石冰川的初步研究[J]. 冰川冻土, 1987, 9(1): 55-60,54.
|
12 |
Liu Gengnian, Xiong Heigang, Cui Zhijiu, et al. The Morphological Features and Environmental Condition of RockGlaciers in TianShan Mountains[J]. Scientia Geographica Sinica, 1995, 15(3): 226-233,297.
|
12 |
刘耕年, 熊黑钢, 崔之久,等. 天山石冰川的形态与发育条件[J]. 地理科学, 1995, 15(3): 226-233,297.
|
13 |
Zhu Cheng, Cui Zhijiu, Yao Zeng. Research of the Feature of Rock Glacier on the Central Tian Shan Mountains[J]. Acta Geographica Sinaca, 1992(3): 233-241,289-290.
|
13 |
朱诚, 崔之久, 姚增. 中天山石冰川特征研究[J]. 地理学报, 1992(3): 233-241,289-290.
|
14 |
Blöthe J H, Rosenwinkel S, Höser T, et al. Rock-glacier Dams in High Asia[J]. Earth Surface Processes and Landforms, 2019, 44(3): 808-824. doi: 10.1002/esp.4532.
doi: 10.1002/esp.4532
|
15 |
Pandey P. Inventory of Rock Glaciers in Himachal Himalaya, India Using High-resolution Google Earth Imagery[J]. Geomorphology, 2019, 340: 103-115. doi: 10.1016/j.geomorph.2019.05.001.
doi: 10.1016/j.geomorph.2019.05.001
|
16 |
Ran Z, Liu G. Rock Glaciers in Daxue Shan, South-Eastern Tibetan Plateau: An Inventory, Their Distribution, and Their Environmental Controls[J]. Cryosphere, 2018, 12(7): 2327-2340. doi: 10.5194/tc-12-2327-2018.
doi: 10.5194/tc-12-2327-2018
|
17 |
Wang X, Liu L, Zhao L, et al. Mapping and Inventorying Active Rock Glaciers in the Northern Tien Shan of China Using Satellite SAR Interferometry.[J]. Cryosphere, 2017, 11(2): 997-1014. doi: 10.5194/tc-11-997-2017.
doi: 10.5194/tc-11-997-2017
|
18 |
Xu Junli, Liu Shiyin, Wang Jian. Distribution Characteristics of Rock Glaciers in the Upstream of Bayu Hydropower Station in Sangri County,Tibet[J]. Journal of Glaciology and Geocryology, 2018, 40(6): 1207-1215.
|
18 |
许君利, 刘时银, 王建. 西藏桑日县巴玉水电站上游石冰川分布特征[J]. 冰川冻土, 2018, 40(6): 1207-1215.
|
19 |
Krizhevsky A, Sutskever I, Hinton G E. Imagenet Classification with Deep Convolutional Neural Networks[C]//Advances in Neural Information Processing Systems. 2012: 1097-1105. doi: 10.1145/3065386.
doi: 10.1145/3065386
|
20 |
Geirhos R, Rubisch P, Michaelis C, et al. ImageNet-trained CNNs are Biased Towards Texture; Increasing Shape Bias Improves Accuracy and Robustness[J]. ArXiv Preprint ArXiv:1811.12231, 2018.
|
21 |
Hu F, Xia G S, Hu J, et al. Transferring Deep Convolutional Neural Networks for the Scene Classification of High-resolution Remote Sensing Imagery[J]. Remote Sensing, 2015, 7(11): 14680-14707. doi: 10.3390/rs71114680.
doi: 10.3390/rs71114680
|
22 |
Cheng G, Zhou P, Han J. Learning Rotation-invariant Convolutional Neural Networks for Object Detection in VHR Optical Remote Sensing Images[J]. IEEE Transactions on Geoscience and Remote Sensing, 2016, 54(12): 7405-7415. doi: 10.1109/tgrs.2016.2601622.
doi: 10.1109/tgrs.2016.2601622
|
23 |
Maggiori E, Tarabalka Y, Charpiat G, et al. Convolutional Neural Networks for Large-scale Remote-sensing Image Classification[J]. IEEE Transactions on Geoscience and Remote Sensing,2016, 55(2): 645-657. doi: 10.1109/tgrs.2016. 2612821.
doi: 10.1109/tgrs.2016. 2612821
|
24 |
Liu W, Guo Q, Wang Y. Temporal-spatial Climate Change in the Last 35 Years in Tibet and Its Geo-Environmental Consequences[J]. Environmental Geology, 2008, 54(8): 1747-1754. doi: 10.1007/s00254-007-0952-y.
doi: 10.1007/s00254-007-0952-y
|
25 |
Rees H G, Collins D N. Regional Differences in Response of Flow in Glacier-fed Himalayan Rivers to Climatic Warming[J]. Hydrological Processes: An International Journal, Wiley Online Library, 2006, 20(10): 2157-2169. doi: 10.1002/hyp.6209.
doi: 10.1002/hyp.6209
|
26 |
Bai Zhaoguang. Technical Features of Gaofen-1 Satellite[J]. Aerospace China, 2013(8): 5-9.白照广. 高分一号卫星的技术特点[J]. 中国航天, 2013(8): 5-9.
|
27 |
An Guoying, Han Lei, Huang Shuchun, et al. Dynamic Variation of Glaciers in Nyainqentanglha Mountain during 1999-2015: Evidence from Remote Sensing[J]. Geosience, 2019, 33(1): 176-186.
|
27 |
安国英, 韩磊, 黄树春,等. 念青唐古拉山现代冰川1999-2015年期间动态变化遥感研究[J]. 现代地质, 2019, 33(1): 176-186.
|
28 |
Xie Jian, Liu Jingshi, Du Mingyuan, et al. Hydrothermal Characteristics of the Land-atmospheric System in an Alpine Area of West Nyainqentanglha Mountains. Progress in Geography, 2010, 29(2): 151-158.[谢健, 刘景时, 杜明远,等. 念青唐古拉山西段高海拔陆—气系统水热特征[J]. 地理科学进展, 2010, 29(2): 151-158.]
|
29 |
He K, Zhang X, Ren S, et al. Deep Residual Learning for Image Recognition[C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2016: 770-778. doi: 10.1109/cvpr.2016.90.
doi: 10.1109/cvpr.2016.90
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