• Title/Summary/Keyword: tree species classification

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Classifying Forest Species Using Hyperspectral Data in Balah Forest Reserve, Kelantan, Peninsular Malaysia

  • Zain, Ruhasmizan Mat;Ismail, Mohd Hasmadi;Zaki, Pakhriazad Hassan
    • Journal of Forest and Environmental Science
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    • v.29 no.2
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    • pp.131-137
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    • 2013
  • This study attempts to classify forest species using hyperspectral data for supporting resources management. The primary dataset used was AISA sensor. The sensor was mounted onboard the NOMAD GAF-27 aircraft at 2,000 m altitude creating a 2 m spatial resolution on the ground. Pre-processing was carried out with CALIGEO software, which automatically corrects for both geometric and radiometric distortions of the raw image data. The radiance data set was then converted to at-sensor reflectance derived from the FODIS sensor. Spectral Angle Mapper (SAM) technique was used for image classification. The spectra libraries for tree species were established after confirming the appropriate match between field spectra and pixel spectra. Results showed that the highest spectral signature in NIR range were Kembang Semangkok (Scaphium macropodum), followed by Meranti Sarang Punai (Shorea parvifolia) and Chengal (Neobalanocarpus hemii). Meanwhile, the lowest spectral response were Kasai (Pometia pinnata), Kelat (Eugenia spp.) and Merawan (Hopea beccariana), respectively. The overall accuracy obtained was 79%. Although the accuracy of SAM techniques is below the expectation level, SAM classifier was able to classify tropical tree species. In future it is believe that the most effective way of ground data collection is to use the ground object that has the strongest response to sensor for more significant tree signatures.

Comparison between Hyperspectral and Multispectral Images for the Classification of Coniferous Species (침엽수종 분류를 위한 초분광영상과 다중분광영상의 비교)

  • Cho, Hyunggab;Lee, Kyu-Sung
    • Korean Journal of Remote Sensing
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    • v.30 no.1
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    • pp.25-36
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    • 2014
  • Multispectral image classification of individual tree species is often difficult because of the spectral similarity among species. In this study, we attempted to analyze the suitability of hyperspectral image to classify coniferous tree species. Several image sets and classification methods were applied and the classification results were compared with the ones from multispectral image. Two airborne hyperspectral images (AISA, CASI) were obtained over the study area in the Gwangneung National Forest. For the comparison, ETM+ multispectral image was simulated using hyperspectral images as to have lower spectral resolution. We also used the transformed hyperspectral data to reduce the data volume for the classification. Three supervised classification schemes (SAM, SVM, MLC) were applied to thirteen image sets. In overall, hyperspectral image provides higher accuracies than multispectral image to discriminate coniferous species. AISA-dual image, which include additional SWIR spectral bands, shows the best result as compared with other hyperspectral images that include only visible and NIR bands. Furthermore, MNF transformed hyperspectral image provided higher classification accuracies than the full-band and other band reduced data. Among three classifiers, MLC showed higher classification accuracy than SAM and SVM classifiers.

DEVELOPING FOREST TYPE CLASSIFICATION METHODOLOGY USING KOMPSAT IMAGE BASED ON TASSELED CAP TRANSFORMATION

  • Kim, Sung-Jae;Jo, Yun-Won;Jo, Myung-Hee
    • Proceedings of the KSRS Conference
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    • 2008.10a
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    • pp.358-360
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    • 2008
  • Recently there are many pilot studies for advanced application of first Korea national high resolution satellite image, which is called as KOMPSAT-MSC (Korean Multi-purpose Satellite-Multi-Spectral Camera), in Korea. In this study the forest type classification methodology is developed and its distribution map was constructed by applying high resolution satellite image, KOMPSAT-MSC, based on Tasseled Cap Transformation, especially through comparing the result of detailed filed surveying such as forest type, tree species, tree diameter, tree age and tree crown density in pilot study area.

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Visualization of Landscape Tree Forms Using Computer Graphic Techniques: Using the Plant Editing Module in AccuRender (컴퓨터 그래픽스를 활용한 조경수목 형상자료의 가시화 - AccuRender의 수목 모델링 모듈 활용을 중심으로 -)

  • 박시훈;조동범
    • Journal of the Korean Institute of Landscape Architecture
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    • v.27 no.4
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    • pp.143-150
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    • 1999
  • The purpose of this research is to find som ways to model tree forms more efficiently in reference with surveying structural data and handling parameters in plant Editor of AccuRender, the AutoCAD-based rendering software adopting the procedural plant modeling technique. In case of modelling a new tree, because it is efficient to modify an existing tree data as a template, we attempted to classify 81 species' data from existing plant library including conifers and deciduous tree. According to the qualitative characteristics and quantitative parameters of geometrical and branching structure, 8 types of tree form were classified with factor and cluster analysis. Some critical aspects found in the distributions of standardized scores of parameters in each type were discussed for explaining the tree forms intuitively. For adaptability of the resulted classification and typical parameters, 10 species of tree were measured and modelled, and proved to be very similar to the real structures of tree forms. CG or CAD-based plant modelling technique would be recommended not only as a presentation tool but for planting design, landscape simulation and assessment.

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The Utilization of Naturally Grown Hardwood Timber Trees and Shrubs in Korea (자연생(自然生) 활엽수(闊葉樹)의 경제적(經濟的) 이용(利用)에 관(關)한 연구(硏究))

  • Shim, Chong-Supp;Lee, Phil-Woo
    • Journal of the Korean Wood Science and Technology
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    • v.10 no.3
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    • pp.196-196
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    • 1982
  • There is a heavy stocked wood volume in the forest of Kang-Won Province compared with the other forests of Korean Provinces. It mainly, however, consists of non-productive and inferior hardwoods and shrubs which grows naturally. -This naturally grown hardwood forest should be cut and reforested with more economical confierous and diciduous tree species by artificial and natural regeneration under the positive government support. This study was carried out to survey the reasonable and economical utilization measures on harvesting wood products when existing hardwood forest should be cut primarily. This is the rust report on the resources and the classification of tree species by the uses of wood growing in the hardwood forest of Kang-Won Province. According to the investigation, 321 hardwood species are growing in this forest, and 141 species of them are extremely not suitable for wood production. The usable species as fuel wood was 180, and these are able to classify into the 22 groups by the uses of wood.

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PREPARATION OF CARBON DIOXIDE ABSORPTION MAP USING KOMPSAT-2 IMAGERY

  • Kim, So-Ra;Lee, Woo-Kyun
    • Proceedings of the KSRS Conference
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    • 2008.10a
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    • pp.200-203
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    • 2008
  • The objective of this study is to produce the $CO_2$ (carbon dioxide) absorption map using KOMPSAT-2 imagery. For estimating the amount of $CO_2$ absorption, the stand biomass of forest was estimated with the total weight, which was the sum of individual tree weight. Individual tree volumes could be estimated by the crown width extracted from KOMPSAT-2 imagery. In particular, the carbon conversion index and the ratio of the $CO_2$ molecular weight to the C atomic weight, reported in the IPCC (Intergovernmental Panel on Climate Change) guideline, was used to convert the stand biomass into the amount of $CO_2$ absorption. Thereafter, the KOMPSAT-2 imagery was classified with the SBC (segment based classification) method in order to quantify $CO_2$ absorption by tree species. As a result, the map of $CO_2$ absorption was produced and the amount of $CO_2$ absorption was estimated by tree species.

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Environmental Gradient Analysis of Forest Vegetation of Mt. Naejang, Southwestern Korea (내장산 삼림식생의 환경경도분석)

  • 김정언
    • Journal of Plant Biology
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    • v.31 no.1
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    • pp.33-39
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    • 1988
  • The environmental gradient analyses were aplied for the ordination of forest vegetation in Mt. Naejang national park area in Korea. The species population sequence along soil moisture gradient, mesic to xeric, was shown in following order: Zelkova serrata, Celtis sinensis, Lindera erythrocarpa, Cornus controversa, Acer mono, Carpinus tschonoskii, Quercus aliena, Daphniphyllum macropodum, Torreya mucifera, Carpinus laxiflora, Quercus serrata, Quercus variabilis, Quercus mongolica and Pinus densiflora in tree species and Acer pseudo-siebolidianum var. koreanum, Lindera obtusiloba, Styrax obassia, Styrax japonica, Acer pseudo-sieboldianum and Rhododendron schlippenbachii in shrub species. Ten ecological groups of tree were grouped and coincided with the vegetational units in phytosociological classification by Z-M method, associations. Four vegetation types, cove forest with Zelkova serrata and Lindera erythrocarpa, hornbeam forest with Carpinum laxiflora and Carpinum tschonoskii, oak forest with Quercus variabilis and Quercus mongolica and pine forest with Pinus densiflora as the dominant species were separated in mosaic chart by the two dimensional analyses of elevation and soil moisture gradient.

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The Forest Communities of Mt. Chombong Described by Combined Methods of Classification and Ordination (Classification과 Ordination 분석법(分析法)의 병용(竝用)에 의한 점봉산일대(點鳳山一帶) 삼림군집(森林群集)의 해석(解析))

  • Kim, Ji Hong
    • Journal of Korean Society of Forest Science
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    • v.78 no.3
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    • pp.255-262
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    • 1989
  • Vegetation data of the mixed mesophytic forest in Mt. Chombong area were analyzed by the methods of classification and ordination. 'Weighted group average linkage cluster analysis' recognized five distinctive vegetation groups, based on the abundance data of 83 woody plant species in 70 sampling units. The species diversity was also examined for each group. The importance values of 42 tree species in the groups were subjected to principal component analysis (PCA). The PCA ordinated five vegetation groups on the first two axes, so as to compare similarity among them in terms of species composition. Acer palmatum, Fraxinus rhynchophylla, Quercus mongolica, and Acer mono had greatest influence on the determination of group scores with high eigenvectors (component loadings) in the first axis. Distribution of these four dominant species appeared to be important in determining community association in this diversified forest.

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Classification Analysis and Gradient Analysis on the Forest Vegetation of Mt. Mudung (分類法과 傾度分析에 의한 無等山 蒜林植生 分析)

  • Kim, Chang-Hwan;Kang, Seon-Hee;Kil, Bong-Seop
    • The Korean Journal of Ecology
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    • v.17 no.4
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    • pp.471-484
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    • 1994
  • The forest vegetation types and their structural characteristics in Mt. $Mud\v{u}ng$ were investigated by classification method and ordination method. The forest was classified into 7 communities by ristic composition table: Quercus monogolica community, Q. serrata community, Q.acutissima community, Q.variabilis community, Q.dentata community, Pinus densiflora community and Frainus mandshurica community. Considering the moisture gradient, two kinds of distributuin pattern were shown as follows; F. mandshurica, Q. acturissima, Platycarya strobilacea and Staphylea bumalda were distribute at moist habitats, while Q. monogolica, P. densiflora and Q.variabilis at dry habitats. In continuum analysis, each population occupied different distribution area but it was continuously overlapped. On the successional trends of tree species, it is postulated that Q. mongolica species might dominate the altitudinal zone over 700m.

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Analysis on the Structure of Plant Community in Mt. Yongmun by Classification and Ordination Techniques (Classification 및 Ordination 방법에 의한 융문산 삼림의 식물군집 구조분석)

  • 이경재
    • Journal of Plant Biology
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    • v.33 no.3
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    • pp.173-182
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    • 1990
  • To investigate the structure of the plant community structure of Mt. Yongmun in Kyonggi-do, fifty-four plots were set up by the clumped sampling method. The classification by TWINSPAN and DCA ordination were applied to the study area in order to classify them into several groups based on woody plant and environmental variables. By both techniques, the plant community were divided into two groups by the aspect. the dominant species of south aspect were Pinus densiflora, Quercus aliena, Q. mongolica, Carpinus laxiflora and of north aspect were Q. ongolica, Fraxinus rhynchophylla. The successional trends of tree species in south aspect seem to be from P. densiflora through Q. serrata, Q. aliena, A. mongolica to C. laxiflora. As a result of the analysis for the relationship between the stand scores of DCA and environmental variables, they had a tendency to increase significantly from the P. densiflora and Q. mongolica community to C. laxiflora and F. rhynchophylla community that was the soil moisture, the amount of soil humus and soil pH.

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