Tracking bamboo dynamics in Zhejiang, China, using time-series of Landsat data from 1990 to 2014 | |
Li, Mengna1; Li, Congcong1; Jiang, Hong1; Fang, Chengyuan1; Yang, Jun1; Zhu, Zhiliang1; Shi, Lei1; Liu, Shirong1; Gong, Peng1 | |
刊名 | International Journal of Remote Sensing |
2016 | |
卷号 | 37期号:7页码:1714-1729 |
关键词 | LAND-COVER CLASSIFICATION RESOURCE LIMITATIONS MODEL FOREST STAND PACIFIC-NORTHWEST ICESAT/GLAS GLAS OPTIMIZATION ECOSYSTEM SYSTEM RADAR |
通讯作者 | Gong, Peng (penggong@mail.tsinghua.edu.cn) |
英文摘要 | Bamboo is an important vegetation type and provides a number of critical ecosystem services. Reliable and consistent information on bamboo distribution is required to better estimate its effect on climate change mitigation and socio-economic development. However, such information is rare over a large spatial area. In this study, we evaluate the contribution of different features in the identification of bamboo stands and determine a more discriminative set of features. We propose a bamboo mapping system including feature extraction and feature selection and derive the long-term trends of bamboo distribution in Zhejiang Province, China, using time-series of Landsat data from 1990 to 2014, with an increment of 5 years (1990, 1995, 2000, 2005, 2010, and 2014). The resultant maps of bamboo in the six epochs were evaluated using independent validation samples. The overall accuracies (OAs) of all six epochs range from 85.9% to 90.7%. We found that bamboo distribution in Zhejiang substantially increased from 1990 to 2014, particularly during the 2000s. Based on the produced maps, the area of bamboo in this region increased from 5363 ± 490 km2in 1990 to 11671 ± 653 km2in 2014, which is consistent with the National Forest Resource Inventory (NFRI) data. Our study demonstrates the capability of time-series of Landsat data for continuous monitoring of bamboo at a large spatial scale. © 2016 Informa UK Limited, trading as Taylor & Francis Group. |
学科主题 | Remote Sensing; Imaging Science & Photographic Technology |
类目[WOS] | Remote Sensing ; Imaging Science & Photographic Technology |
收录类别 | SCI ; EI |
语种 | 英语 |
WOS记录号 | WOS:20161502232788 |
内容类型 | 期刊论文 |
源URL | [http://ir.radi.ac.cn/handle/183411/39329] |
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. State Key Laboratory of Remote Sensing Science, Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing, China 2. Ministry of Education Key Laboratory for Earth System Modelling, Centre for Earth System Science, Tsinghua University, Beijing, China 3. The Nurturing Station for the State Key Laboratory of Subtropical Silviculture, Zhejiang Agriculture and Forest University, Lin’an, China 4. US Geological Survey, Reston 5.VA, United States 6. International Centre for Bamboo and Rattan, State Forestry Administration of the People’s Republic of China, Beijing, China |
推荐引用方式 GB/T 7714 | Li, Mengna,Li, Congcong,Jiang, Hong,et al. Tracking bamboo dynamics in Zhejiang, China, using time-series of Landsat data from 1990 to 2014[J]. International Journal of Remote Sensing,2016,37(7):1714-1729. |
APA | Li, Mengna.,Li, Congcong.,Jiang, Hong.,Fang, Chengyuan.,Yang, Jun.,...&Gong, Peng.(2016).Tracking bamboo dynamics in Zhejiang, China, using time-series of Landsat data from 1990 to 2014.International Journal of Remote Sensing,37(7),1714-1729. |
MLA | Li, Mengna,et al."Tracking bamboo dynamics in Zhejiang, China, using time-series of Landsat data from 1990 to 2014".International Journal of Remote Sensing 37.7(2016):1714-1729. |
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