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Land cover mapping using time series HJ-1 / CCD data

查看全文 作  者:ZHONG [1]Bo;MA [2]Peng;NIE [2]AiHua;YANG [2]AiXia;YAO [3]YanJuan;Lü [4]WenBo;ZHANG [5]Hang;LIU [1]QinHuo 高影响力作者 机构地区:[1]State Key Laboratory of Remote Sensing Science, Jointly Sponsored by the Institute of Remote Sensing and Digital Earth of Chinese Academy of Sciences and Beijing Normal University;[2]College of Computer Science and Technology, Chongqing University of Posts and Telecommunications;[3]Satellite Environment Center,Ministry of Environmental Protection;[4]College of Geosciences and Environmental Engineering, Southwest Jiaotong University;[5]School of Land Science and Technology, China University of Geosciences高影响力机构 出  处:《Science China Earth Sciences》索引2014年第57卷第8期,共10页高影响力期刊 基  金:supported by the Chinese Academy of Sciences Action Plan for West Development Project (Grant No. KZCX2-XB3-15);the National High-tech R&D Program of China (Grant No. 2012AA12A304) 摘  要:It is very difficult to have remote sensing data with both high spatial resolution and high temporal frequency; thus, two categories of land-use mapping methodology have been developed separately for coarser resolution and finer resolution data. The first category uses time series of data to retrieve the variation of land surface for classification, which are usually used for coarser resolution data with high temporal frequency. The second category uses fine spatial resolution data to classify different land surface. With the launch of Chinese satellite constellation HJ-1in 2008, four 30 m spatial resolution CCDs with about 360 km coverage for each one onboard two satellites made a revisit period of two days, which brought a new type of data with both high spatial resolution and high temporal frequency. Therefore, by taking the spatiotemporal advantage of HJ-1/CCD data we propose a new method for finer resolution land cover mapping using the time series HJ-1/CCD data, which can greatly improve the land cover mapping accuracy. In our two study areas, the very high resolution remote sensing data within Google Earth are used to validate the land cover mapping results, which shows a very high mapping accuracy of 95.76% and 83.78% and a high Kappa coefficient of 0.9423 and 0.8165 in the Dahuofang area of Liaoning Province and the Heiquan area of Gansu Province respectively. 关 键 词:CCD数据 土地覆盖 时间频率 制图方法 高分辨率遥感数据 高空间分辨率 时间序列数据 卫星星座
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