Fusion of airborne hyperspectral and LiDAR data for tree species classification in the temperate forest of northeast China

Proceedings - 2011 19th International Conference on Geoinformatics, Geoinformatics 2011

Volumn , Issue , 2011, Pages

  Liu, Lijuan ^a,b,c   Pang, Yong ^a,b   Fan, Wenyi ^a   Li, Zengyuan ^b   Li, Mingze ^a  

^a NORTHEAST FORESTRY UNIVERSITY   (China)

^b RESEARCH INSTITUTE OF FORESTRY   (China)

^c Hang Zhou Dianzi University   (China)

Author keywords

CASI SASI; CHM; Data Fusion; LiDAR; MTMF; Spectral First Derivative; SVM

Indexed keywords

CASI/SASI; CHM; FIRST DERIVATIVE; MTMF; SVM;

ATMOSPHERICS; DATA FUSION; EXTRACTION; FORESTRY; INFORMATION FUSION; OPTICAL RADAR; PLANT EXTRACTS;

CLASSIFICATION (OF INFORMATION);

CHINA; CLASSIFICATION; EXTRACTION; EXTRACTIVES; FORESTRY; FORESTS; KAPPA NUMBER; PLANTS; RADAR;

EID: 80052354356     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/GeoInformatics.2011.5981118     Document Type: Conference Paper

References (15)

1. S. E. Franklin, R. J. Hall, L. M. Moskal, A. J. Maudie, and M. B. Lavigne, "Incorporating Texture into Classification of Forest Species Composition from Airborne Multispectral Images," International Journal of Remote Sensing, vol. 21(1), 2000, pp. 61-79.
2. K. J. Salovaara, S. Thessler, R. N. Malik, and H. Tuomisto, "Classification of Amazonian Primary Rain Forest Vegetation Using Landsat Etm+ Satellite Imagery," Remote Sensing of Environment, vol. 97(1), 2005, pp. 39-51.
3. G. M. Foody, "Remote Sensing of Tropical Forest Environments: Towards the Monitoring of Environmental Resources for Sustainable Development,"Abingdon, ROYAUME-UNI: Taylor and Francis, 2003, pp. 12.
4. M. A. Cho, I. Sobhan, A. K. Skidmore, and J. d. Leeuw, "Discriminating Species Using Hyperspectral Indices at Leaf and Canopy Scales," The International Archives of the Photogrammetry, Beijing, 2008.
5. B. Koetz, G. Sun, F. Morsdorf, K. J. Ranson, M. Kneubuhler, K. Itten, and B. Allgower, "Fusion of Imaging Spectrometer and Lidar Data over Combined Radiative Transfer Models for Forest Canopy Characterization," Remote Sensing of Environment, vol. 106(4), 2007, pp. 449-459.
6. M. A. Lefsky, W. B. Cohen, S. A. Acker, G. G. Parker, T. A. Spies, and D. Harding, "Lidar Remote Sensing of the Canopy Structure and Biophysical Properties of Douglas-Fir Western Hemlock Forests," Remote Sensing of Environment, vol. 70(3), 1999, pp. 339-361.
7. J. Holmgren, Persson, S. U, and derman, "Species Identification of Individual Trees by Combining High Resolution Lidar Data with Multi-Spectral Images," Int J Remote Sens, vol. 29(5), 2008, pp. 1537-1552.
8. M. Voss and R. Sugumaran, "Seasonal Effect on Tree Species Classification in an Urban Environment Using Hyperspectral Data, Lidar, and an Object- Oriented Approach," Sensors, vol. 8(5), 2008, pp. 3020-3036.
9. J. T. Mundt, D. R. Streutker, and N. F. Glenn, "Mapping Sagebrush Distribution Using Fusion of Hyperspectral and Lidar Classifications, " Photogrammetric engineering and Remote Sensing, vol. 72, 2006, pp. 47-54.
10. M. Dalponte, L. Bruzzone, and D. Gianelle, "Fusion of Hyperspectral and Lidar Remote Sensing Data for Classification of Complex Forest Areas," IEEE Transactions on Geoscience and Remote Sensing, vol. 46(5), 2008, pp. 1416-1427.
11. T. G. Jones, N. C. Coops, and T. Sharma, "Assessing the Utility of Airborne Hyperspectral and Lidar Data for Species Distribution Mapping in the Coastal Pacific Northwest, Canada," Remote Sensing of Environment, vol. 114(12), pp. 2841-2852.
12. C. Hug, A. Ullrich, and A. Grimm, "Litemapper-5600 -a Waveform-Digitizing Lidar Terrain and Vegetation Mapping System," International Archives of Photogrammetry, Remote Sensing and Spatial Information Sciences, vol. 36 (Part 8/W2), 2004, pp. 24-29.
13. P. Axelsson, "Processing of Laser Scanner Data-Algorithms and Applications," ISPRS Journal of Photogrammetry and Remote Sensing, vol. 54(2-3), 1999, pp. 138-147.
14. T. H. Demetriades-Shah, M. D. Steven, and J. A. Clark, "High Resolution Derivative Spectra in Remote Sensing," Remote Sensing of Environment, vol. 33(1), 1990, pp. 55-64.
15. Z. Niu, "Remote Sensing Applications for Carbon Cycle," Beijing: Science Press, 2008, pp. 41.