光谱学与光谱分析 |
|
|
|
|
|
Research on Extraction Method of Water Body with DS Spectral Enhancement Based on HJ-1 Images |
DENG Rui1, 4, HUANG Jing-feng1, 2, WANG Fu-min3* |
1. Institute of Remote Sensing and Information System Application, Zhejiang University, Hangzhou 310029, China 2. Ministry of Education Key Laboratory of Environmental Remediation and Ecological Health, College of Natural Resources and Environmental Science, Zhejiang University, Hangzhou 310029, China 3. Institute of Hydrology and Water Resource, Zhejiang University, Hangzhou 310027, China 4. Key Laboratory of Agricultural Remote Sensing & Information System, Zhejiang University, Hangzhou 310029, China |
|
|
Abstract Natural disaster is one of the major global issues, and it is an important premise for disaster prevention and reduction to monitor it. In the present paper, multi-temporal HJ-1 images pre- and posto-typhoon Morakot were used. First, radiometric calibration and registration were done, then, decorrelation stretch (DS) was applied, and finally, maximum likelihood classification (MLC) was adopted to extract water body and monitor change of water body caused by typhoon Morakot. The results show that after DS spectral enhancement, the correlations among bands decrease and spectral differences increase, and it is helpful to identify surface features. The accuracy assessment demonstrates that the overall accuracies and Kappa coefficients of four phases are higher, above 96.0% and 0.94 respectively, than that of direct MLC without DS spectral enhancement. It is beneficial to scheduling flood discharge and ensuring the safety of reservoir downstream by comparing extracted multi-temporal water bodies.
|
Received: 2009-12-21
Accepted: 2010-09-07
|
|
Corresponding Authors:
WANG Fu-min
E-mail: trdeng@gmail.com
|
|
[1] CHEN Xiang, CHEN Jing, WANG Jing-ai(陈 香,陈 静,王静爱). Journal of Beijing Normal University(Natural Science)(北京师范大学学报·自然科学版),2007,43(2): 203. [2] TANG Xiao-chun, LIANG Mei-qing(唐晓春,梁梅青). Jounal of Catastrophology (灾害学),2006,21(3): 47. [3] Wang Y, Colby J D, Mulcahy K A. International Journal of Remote Sensing, 2002, 23: 3681. [4] Borghuis A M, Chang K, Lee H Y. International Journal of Remote Sensing, 2007, 28: 1843. [5] LI Xiang-yan, CHEN Huai-liang, LI You(李香颜,陈怀亮,李 有). Chinese Journal of Agrometeorology(中国农业气象),2009,30(1): 102. [6] GUI Shan-zhe, ZHANG Ji-qun, WANG Qin-xue, et al(龟山哲,张继群,王勤学,等). Acta Geographica Sinica(地理学报),2004,59(1): 88. [7] DING Li-dong, WU Hao, WANG Chang-jian, et al(丁莉东,吴 昊,王长健,等). Hydrographic Surveying and Charting(海洋测绘),2006,26(6): 31. [8] XI Xiao-yan, SHEN Nan, LI Xiao-juan(席晓燕,沈 楠,李小娟). Computer Engineering and Design(计算机工程与设计),2009,30(4): 993. [9] China Center for Resources Satellite Data and Application(Cresda). 2009. http://www.cresda.com/n16/n1115/n1522/n2103/9592.html. [10] JIN Xue-feng, RAO Rui-ling, LU Huai-wei(金雪峰,饶芮菱,鲁怀伟). Journal of Applied Optics(应用光学),2007,28(2): 221. [11] Youssef A M. Natural Resources Research, 2008, 17(4): 215. [12] Liu J G, Moore J M. International Journal of Remote Sensing, 1996, 17: 1005. [13] YAO Rui, LI Qi, YIN Qi-guo, et al(姚 睿,李 琦,尹奇国,等). Journal of Applied Optics(应用光学),2009,30(2): 233. [14] MA Chao-fei, LIU Su-hong, LIN Qi-zhong(马超飞,刘素红,蔺启忠). Remote Sensing Technology and Application(遥感技术与应用),1998, 13(4): 9. [15] LIU Yong-hong, NIU Zheng, XU Yong-ming, et al (刘勇洪,牛 铮,徐永明,等). Journal of the Graduate School of the Chinese Academy of Science(中国科学院研究生院学报),2005,22(6): 724. [16] CHEN Liang, LIU Xi, ZHANG Yuan(陈 亮,刘 希,张 元). Engineering of Surveying and Mapping(测绘工程),2007,16(3): 40.
|
[1] |
YANG Guang1, JIN Chun-bai1, REN Chun-ying2*, LIU Wen-jing1, CHEN Qiang1. Research on Band Selection of Visual Attention Mechanism for Object
Detection[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2024, 44(01): 266-274. |
[2] |
WANG Cai-ling1,ZHANG Jing1,WANG Hong-wei2*, SONG Xiao-nan1, JI Tong3. A Hyperspectral Image Classification Model Based on Band Clustering and Multi-Scale Structure Feature Fusion[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2024, 44(01): 258-265. |
[3] |
QIAN Rui1, XU Wei-heng2, 3 , 4*, HUANG Shao-dong2, WANG Lei-guang2, 3, 4, LU Ning2, OU Guang-long1. Tea Plantations Extraction Based on GF-5 Hyperspectral Remote Sensing
Imagery in the Mountainous Area[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(11): 3591-3598. |
[4] |
YANG Lei1, 2, 3, ZHOU Jin-song1, 2, 3, JING Juan-juan1, 2, 3, NIE Bo-yang1, 3*. Non-Uniformity Correction Method for Splicing Hyperspectral Imager Based on Overlapping Field of View[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(11): 3582-3590. |
[5] |
TAO Jing-zhe1, 3, SONG De-rui1, 3, SONG Chuan-ming2, WANG Xiang-hai1, 2*. Multi-Band Remote Sensing Image Sharpening: A Survey[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(10): 2999-3008. |
[6] |
JIN Chun-bai1, YANG Guang1*, LU Shan2*, LIU Wen-jing1, LI De-jun1, ZHENG Nan1. Band Selection Method Based on Target Saliency Analysis in Spatial Domain[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(09): 2952-2959. |
[7] |
SONG Ruo-xi1, 3, FENG Yi-ning3, CHENG Wei2, WANG Xiang-hai2, 3*. Advance in Hyperspectral Images Change Detection[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(08): 2354-2362. |
[8] |
TANG Ting, PAN Xin*, LUO Xiao-ling, GAO Xiao-jing. Fusion of ConvLSTM and Multi-Attention Mechanism Network for
Hyperspectral Image Classification[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(08): 2608-2616. |
[9] |
ZHANG Xia1, WANG Wei-hao1, 2*, SUN Wei-chao1, DING Song-tao1, 2, WANG Yi-bo1, 2. Soil Zn Content Inversion by Hyperspectral Remote Sensing Data and Considering Soil Types[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(07): 2019-2026. |
[10] |
ZHANG Yue1, 2, LI Yang1, 2, SONG Yue-peng1, 2*. Nondestructive Detection of Slight Mechanical Damage of Apple by Hyperspectral Spectroscopy Based on Stacking Model[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(07): 2272-2277. |
[11] |
JIN Chun-bai1, YANG Guang1*, LU Shan2*, CHEN Qiang1, 3, ZHENG Nan1. Research on Band Selection Method Based on Subspace Division and Visual Recognition[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(05): 1582-1588. |
[12] |
WANG Qiang-hui, SHEN Xue-ju, ZHOU Bing*, HUA Wen-shen, YING Jia-ju, ZHAO Jia-le. Land-Based Hyperspectral Imaging and Core Drive Model for Ground
Object Classification[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(02): 614-622. |
[13] |
SUN Xi-tong, FU Yun*, HAN Chun-xiao, FAN Yu-hua, WANG Tian-shu. An Inversion Method for Chlorophyll-a Concentration in Global Ocean Through Convolutional Neural Networks[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(02): 608-613. |
[14] |
ZHANG Chun-yu1, 2, ZHOU Jin-song1, 2, HE Xiao-ying1, JING Juan-juan1, 2, FENG Lei1*. Design of Imaging Spectrometer Based on Metasurface[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(01): 225-229. |
[15] |
WANG Guang-lai, WANG En-feng, WANG Cong-cong, LIU Da-yang*. Early Bruise Detection of Crystal Pear Based on Hyperspectral Imaging Technology and Transfer Learning[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(11): 3626-3630. |
|
|
|
|