中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Estimation of forest volumes by integrating Landsat TM imagery and forest inventory data

文献类型:期刊论文

作者Wang, H; Gu, HY; Dai, LM; Wu, G; Xu, D; Wang, SZ; Wu, G, Chinese Acad Sci, Ecoenvironm Sci Res Ctr, State Key Lab Syst Ecol, Beijing 100085, Peoples R China
刊名SCIENCE IN CHINA SERIES E-TECHNOLOGICAL SCIENCES
出版日期2006
卷号49页码:54-62
关键词Forest Inventory Landsat Tm K-nearest Neighbors Spectral Extraction
ISSN号1006-9321
英文摘要Accurate information about forest volumes is essential for forest management planning. The survey interval of the Forest Resource Inventory of China (FRIC) is too long to meet the demand for timely decision-making required for forest protection, management, and utilization. Analysis of satellite imagery provides good potential for more frequent reporting of forest parameters. In this study, we describe an application of the k-nearest neighbors (kNN) method to Landsat TM imagery for improving estimation of forest volumes. Several spectral features were tested and compared in forest volume estimations, including normalized difference vegetation index, environmental vegetation index, and the combination of the spectral features. The combined index resulted in the most accurate volume estimations. The kNN estimator and the combined index were then used in forest volume estimation. The estimation error (RMSE) of the total volume was 44.2%, much lower than those for Larix forest (the RMSE was 51.7%) and those for the Korean pine and broadleaved forests (the estimation errors were over 71.7% and 88.19%, respectively). This preliminary study demonstrates the potential of forest volume estimations with remote sensing data to provide useful information for forest management if only limited ground information is available.
学科主题Engineering, Multidisciplinary ; Materials Science, Multidisciplinary
语种英语
WOS记录号WOS:000240203200007
公开日期2011-09-23
源URL[http://210.72.129.5/handle/321005/54865]  
专题沈阳应用生态研究所_沈阳应用生态研究所
通讯作者Wu, G, Chinese Acad Sci, Ecoenvironm Sci Res Ctr, State Key Lab Syst Ecol, Beijing 100085, Peoples R China
推荐引用方式
GB/T 7714
Wang, H,Gu, HY,Dai, LM,et al. Estimation of forest volumes by integrating Landsat TM imagery and forest inventory data[J]. SCIENCE IN CHINA SERIES E-TECHNOLOGICAL SCIENCES,2006,49:54-62.
APA Wang, H.,Gu, HY.,Dai, LM.,Wu, G.,Xu, D.,...&Wu, G, Chinese Acad Sci, Ecoenvironm Sci Res Ctr, State Key Lab Syst Ecol, Beijing 100085, Peoples R China.(2006).Estimation of forest volumes by integrating Landsat TM imagery and forest inventory data.SCIENCE IN CHINA SERIES E-TECHNOLOGICAL SCIENCES,49,54-62.
MLA Wang, H,et al."Estimation of forest volumes by integrating Landsat TM imagery and forest inventory data".SCIENCE IN CHINA SERIES E-TECHNOLOGICAL SCIENCES 49(2006):54-62.

入库方式: OAI收割

来源:沈阳应用生态研究所

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