Improved Forest Biomass and Carbon Estimations Using Texture Measures from WorldView-2 Satellite Data

作者: Sandra Eckert

DOI: 10.3390/RS4040810

关键词:

摘要: Accurate estimation of aboveground biomass and carbon stock has gained importance in the context United Nations Framework Convention on Climate Change (UNFCCC) Kyoto Protocol. In order to develop improved forest stratum–specific models for humid rainforest northeast Madagascar, this study analyzed texture measures derived from WorldView-2 satellite data. A inventory was conducted stratum-specific allometric equations dry biomass. On basis, calculated by applying a conversion factor. After data preprocessing, vegetation indices, principal components, were calculated. The strength their relationships with plot using Pearson’s correlation. Biomass developed performing stepwise multiple linear regression. correlation coefficients revealed that (a) correlated more than spectral parameters, (b) correlations stronger degraded non-degraded forest. For forest, Correlation, Angular Second Moment, Contrast, red band, contributed best model, which explained 84% variability field (relative RMSE = 6.8%). index EVI Variance, Mean, newly introduced coastal blue both NIR bands, 81% 11.8%). These results indicate tropical biomass/carbon, based very high resolution data, can be developing models, including textural information addition information.

参考文章(32)
George M. Furnival, Harry T. Valentine, Louise M. Tritton, Subsampling trees for biomass, volume or mineral content Forest Science. ,vol. 30, pp. 673- 681 ,(1984) , 10.1093/FORESTSCIENCE/30.3.673
Martin Jenkins, Madagascar : an environmental profile IUCN. ,(1987)
Dengsheng Lu, None, Aboveground biomass estimation using Landsat TM data in the Brazilian Amazon International Journal of Remote Sensing. ,vol. 26, pp. 2509- 2525 ,(2005) , 10.1080/01431160500142145
Sandra Eckert, Harifidy Rakoto Ratsimba, Lovanirina Olivia Rakotondrasoa, Lalanirina Gabrielle Rajoelison, Albrecht Ehrensperger, Deforestation and forest degradation monitoring and assessment of biomass and carbon stock of lowland rainforest in the Analanjirofo region, Madagascar Forest Ecology and Management. ,vol. 262, pp. 1996- 2007 ,(2011) , 10.1016/J.FORECO.2011.08.041
Timothy G. Gregoire, Harry T. Valentine, George M. Furnival, Sampling Methods to Estimate Foliage and Other Characteristics of Individual Trees Ecology. ,vol. 76, pp. 1181- 1194 ,(1995) , 10.2307/1940925
R CRIPPEN, Calculating the vegetation index faster Remote Sensing of Environment. ,vol. 34, pp. 71- 73 ,(1990) , 10.1016/0034-4257(90)90085-Z
D. S. Boyd, F. M. Danson, Satellite remote sensing of forest resources: three decades of research development Progress in Physical Geography. ,vol. 29, pp. 1- 26 ,(2005) , 10.1191/0309133305PP432RA
Hans Fuchs, Paul Magdon, Christoph Kleinn, Heiner Flessa, Estimating aboveground carbon in a catchment of the Siberian forest tundra: Combining satellite imagery and field inventory Remote Sensing of Environment. ,vol. 113, pp. 518- 531 ,(2009) , 10.1016/J.RSE.2008.07.017
Geneviève Rondeaux, Michael Steven, Frédéric Baret, None, Optimization of soil-adjusted vegetation indices Remote Sensing of Environment. ,vol. 55, pp. 95- 107 ,(1996) , 10.1016/0034-4257(95)00186-7