Classification of Forest Vertical Structure Using Machine Learning Analysis |
Kwon, Soo-Kyung
(Department of Geoinformatics, University of Seoul)
Lee, Yong-Suk (Department of Geoinformatics, University of Seoul) Kim, Dae-Seong (Department of Geoinformatics, University of Seoul) Jung, Hyung-Sup (Department of Geoinformatics, University of Seoul) |
1 | Graf, R.F., L. Mathys, and K. Bollmann, 2009. Habitat assessment for forest dwelling species using LiDAR remote sensing: Capercaillie in the Alps, Forest Ecology and Management, 257(1): 160-167. DOI |
2 | Hay, G.J., K.O. Niemann, and G.F. McLean, 1996. An object-specific image-texture analysis of H-resolution forest imagery, Remote Sensing of Environment, 55(2): 108-122. DOI |
3 | Huang. C., K. Song, S. Kim, J.R.G. Townshend, R. Davis, J.G. Masek, and S.N. Goward, 2008. Use of a dark object concept and support vector machines to automate forest cover change analysis, Remote Sensing of Environment, 112(3): 970-985. DOI |
4 | Jeon, S.W., J. Kim, and H. Jung, 2013. A Study on the Forest Classification for Ecosystem Services Valuation - Focused on Forest Type Map and Landcover Map, Journal of the Korea Society of Environmental Restoration Technology, 16(3): 31-39 (in Korean with English abstract). DOI |
5 | Kang, H. Y., I. J. Kang, H. Choi, and S. C. Lee, 2000. The Estatimate of Image Classification Accuracy Using Artificial Neural Networks, Journal of The Korean Society Of Civil Engineers, 2000(4): 585-588. |
6 | Kang, S.S., 2000. Biology 3rd edition, Academy Books, Seoul, Korea (in Korean). |
7 | Kim, E.S., C.M. Kim, K.M. Kim, J.H. Ryu, J.S. Lim, and J.C. Kim, 2015. The Change of Korean National Forest Inventory System (1971-2010), National Institute of Forest Science, Seoul, Korea (in Korean). |
8 | Kim, S.H., J.C. Kim, J.H. Ryu, J.S. Kim, S.A. Seo, H.K. Cho, B.O. Yoo, W.B. Sim, J.H. Seong, B.B. Park, J.S. Lim, I.B. Jeong, and J.W. Shin, 2011. Guide Book for the Sixth Korean National Forest Inventory and Fieldwork for Forest Health and Vitality, National Institute of Forest Science, Seoul, Korea (in Korean). |
9 | Kwak, D.A., W.K. Lee, J.H. Lee, G.S. Biging, and P. Gong, 2007. Detection of individual trees and estimation of tree height using LiDAR data, Journal of Forest Research, 12(6): 425-434. DOI |
10 | Kwon, S.K., H.S. Jung, W.K. Baek, and D.S. Kim, 2017. Classification of Forest Vertical Structrue in South Korea from Aerial Orthophoto and Lidar Data Using an Artificial Neural Network, Applied Science, 7(10): 1046. DOI |
11 | Lee, K.J., 2011. Tree Physiology, Seoul National University, Seoul, Korea (in Korean). |
12 | Lee, Y.S., 2018. Classification of Natural and Artificial Forests from KOMPSAT-3/3A/5 Images Using Artificial Neural Network, Korean Journal of Remote Sensing, 34(6): 1399-1414 (in Korean with English abstract). DOI |
13 | Park, S.G. and H.M. Kang, 2015. Characteristics of Vegetation Structure in Chamaecyparis Obtusa Stands 1, Korean Journal of Environment and Ecology, 29(6): 907-916 (in Korean with English abstract). DOI |
14 | Morsdof, F., A. Marell, B. Koetz, N. Cassagne, F. Pimont, E. Rigolot, and B. Allgower, 2010. Discrimination of vegetation strata in a multi-layered Mediterranean forest ecosystem using height and intensity information derived from airborne laser scanning, Remote Sensing of Environment, 114(7): 1403-1415. DOI |
15 | Mund, J.P., R. Wilke, M. Korner, and A. Schultz, 2015. Detecting multi-layered forest stands using high density airborne LiDAR data, Journal for Geographic Information Science, 1: 178-188. |
16 | Onaindia, M., I. Dominguez, I. Albizu, C. Garbisu, and I. Amezaga, 2004. Vegetation diversity and vertical structure as indicators of forest disturbance, Forest Ecology and Management, 195(3): 341-354. DOI |
17 | Sun, G., K.J. Ranson, D.S. Kimes, J.B. Blair, and K. Kovacs, 2008. Forest vertical structure from GLAS: An evaluation using LVIS and SRTM data, Remote Sensing of Environment, 112(1): 107-117. DOI |
18 | Vapnik, V.N. and V. Vapnik, 1998. Statistical Learning Theory, Wiley, New York, USA. |
19 | Zimble, D.A., D.L. Evans, G.C. Carlson, R.C. Parker, S.C. Grado, and P.D. Gerard, 2003. Characterizing vertical forest structure using small-footprint airborne LiDAR, Remote Sensing of Environment, 87(2-3): 171-182. DOI |