A Remote-Sensing-Driven System for Mining Marine Spatiotemporal Association Patterns
文献类型:期刊论文
作者 | Xue, Cunjin1; Dong, Qing1; Li, Xiaohong1; Fan, Xing1; Li, Yilong1; Wu, Shuchao1 |
刊名 | REMOTE SENSING
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出版日期 | 2015 |
卷号 | 7期号:7页码:9149-9165 |
通讯作者 | Xue, CJ (reprint author), Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China. |
英文摘要 | Remote sensing is widely used to analyze marine environments. While many effective and advanced methods have been developed, they are generally used independently of each other, despite the potential advantages of combining different modules into an integrated system. We develop here an image-driven remote-sensing mining system, RSMapMining (Remote Sensing driven Marine spatiotemporal Association Pattern Mining system), which consists of three modules. The image preprocessing module integrates image processing techniques and marine extraction methods to build a mining database. The pattern mining module integrates popular algorithms to implement the mining process according to the mining strategies. The third module, knowledge visualization, designs a series of interactive interfaces to visualize the marine data at a variety of scales, from global to grid pixel. The effectiveness of the integrated system is tested in a case study of the northwestern Pacific Ocean. The main contribution of this study is the development of a mining system to deal with marine remote sensing images by integrating popular techniques and methods ranging from information extraction, through visualization, to knowledge discovery. |
研究领域[WOS] | Remote Sensing |
收录类别 | SCI ; EI |
语种 | 英语 |
WOS记录号 | WOS:000360919900039 |
源URL | [http://ir.ceode.ac.cn/handle/183411/38540] ![]() |
专题 | 遥感与数字地球研究所_SCI/EI期刊论文_期刊论文 |
作者单位 | 1.[Xue, Cunjin 2.Dong, Qing 3.Li, Xiaohong 4.Fan, Xing 5.Li, Yilong 6.Wu, Shuchao] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China 7.[Xue, Cunjin] Key Lab Earth Observat, Sanya 572029, Peoples R China |
推荐引用方式 GB/T 7714 | Xue, Cunjin,Dong, Qing,Li, Xiaohong,et al. A Remote-Sensing-Driven System for Mining Marine Spatiotemporal Association Patterns[J]. REMOTE SENSING,2015,7(7):9149-9165. |
APA | Xue, Cunjin,Dong, Qing,Li, Xiaohong,Fan, Xing,Li, Yilong,&Wu, Shuchao.(2015).A Remote-Sensing-Driven System for Mining Marine Spatiotemporal Association Patterns.REMOTE SENSING,7(7),9149-9165. |
MLA | Xue, Cunjin,et al."A Remote-Sensing-Driven System for Mining Marine Spatiotemporal Association Patterns".REMOTE SENSING 7.7(2015):9149-9165. |
入库方式: OAI收割
来源:遥感与数字地球研究所
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