• Title/Summary/Keyword: 분류나무 분석

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Decision tree based obesity and metabolic syndrome data classification and feature importance analysis (의사결정나무 기반 비만과 대사증후군 데이터 분류와 특징 중요도 분석)

  • Lee, Jongwook;Kim, Youngho;Baek, Byunghyun;Hwang, Doosung
    • Proceedings of the Korea Information Processing Society Conference
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    • 2021.11a
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    • pp.880-883
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    • 2021
  • 비만은 다양한 합병증을 일으키는 위험요소로 현대인의 건강을 위협한다. 비만에 영향을 주는 요소들은 유전적 영향, 식습관, 신체활동 등이 연관된다. 비만 인구의 증가로 대사증후군의 발병률이 높아졌다. 대사증후군은 비만, 고지혈증과 고혈압 등의 여러 가지 성인병을 동반한다. 비만과 대사증후군 판별 요소 검출을 위한 개인의 신체 정보와 생활 정보 분석이 필요하다. 본 논문에서는 의사결정나무를 이용하여 비만과 대사증후군을 분류하고 분류 시 사용된 특징의 중요도 분석을 수행한다. 비만 분석 결과는 체중과 신장이 높은 특징 중요도를 나타냈으며 대사증후군은 HDL, 허리둘레, 혈압과 나이 등이 높은 특징 중요도를 보였다.

Analysis on the Forest Community of Daewon Vally in Mt. Chiri by the Classification and Ordination Techniques (Classification 및 Ordination 방법에 의한 지리산 대원계곡의 삼림군집구조 분석)

  • 이경재;구관효;최재식;조현서
    • Korean Journal of Environment and Ecology
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    • v.5 no.1
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    • pp.54-67
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    • 1991
  • To investigate the structure of the plant community of Daewon valley forest in Mt. Chiri, eighty-nine plots were set up by the dumped sampling method. The classification by TWINSPAN and DCA ordination were applied to the study area in order to classify item into several groups based on woody plants and environmental variables. The classification had been successfully overlayed on an ordination of the same data using DCA. The plots can be classified into five groups by TWINSPAN and DCA. There are Pinus densiflora community. Quercus variabilis-Q. serrata community. Carpinus laxiflora community. Q. monogolica community and Cornus controversa-Q. mongolica community. The successional trends of tree species by both techniques seem to be from P. densiflora through Q. variabilis, Q. serrata to C. laxiflora on the low altitude and from Q. mongolica to C. controversa on the high altitude in the canopy layer. As a result of the analysis for the relationship between the stand scores of DCA and environmental variables. they had a tendancy to increase significantly from the P. densiflora community to C. laxiflora community that was soil moisture. the amount of soil humus and soil nutrients.

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Phytosociological Community Type Classification and Stand Structure in the Forest Vegetation of Hongdo Island, Jeollanam-do Province (전라남도 홍도 산림식생의 식물사회학적 군락유형분류와 임분 구조)

  • Kim, Ho-Jin;Shin, Jae-Kwon;Lee, Cheul-Ho;Yun, Chung-Weon
    • Journal of Korean Society of Forest Science
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    • v.107 no.3
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    • pp.245-257
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    • 2018
  • The study was carried out to discover the forest vegetation structure in Hongdo Island, Jeonnam province. Vegetation data were collected by total of forty one quadrate plots using Z-M phytosociological method from June to August in 2017, and analyzed by vegetation classification, mean importance value and species diversity. As a result of vegetation type classification, Castanopsis sieboldii community group was classified at a top level of vegetation hierarchy. In the level of community, it was classified into Neolitsea sericea community and Carpinus turczaninowii community. N. sericea community was subdivided into Ficus erecta group(Vegetation unit 1) and Arisaema ringens group(VU 2). C. turczaninowii community was subdivided into Fraxinus sieboldiana group(VU 3) and C. turczaninowii typical group(VU 4). Therefore, it was classified into total of four vegetation units(one community group, three communities and four groups). As a result of mean importance value, Castanopsis sieboldii was the highest in VU 1, VU 2, VU 4, and C. turczaninowii in VU 4, respectively. In case of species diversity, VU 3 showed the highest among four units in species diversity index. In conclusion, the forest vegetation of Hongdo Island was classified into four units and seven species groups. Hongdo Island could be conclusively managed by community ecological approach for the units and groups. Also it was considered that a research for the succession to the evergreen broad-leaved forest should be more intensively proceeded near future.

Classification of Forest Vegetation for Forest Genetic Resource Reserve Area in Heuksando sland (흑산도 산림유전자원보호구역의 산림식생 유형)

  • Lee, Jeong-Eun;Shin, Jae-Kwon;Kim, Dong-Kap;Yun, Chung-Weon
    • Korean Journal of Environment and Ecology
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    • v.32 no.3
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    • pp.289-302
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    • 2018
  • The study investigated the forest vegetation in 59 plots between June 2017 and August 2017 to understand the forest vegetation structure of the protected zone for forest genetic resource conservation (forest genetic resource reserve area) in Heuksando Island. We classified the vegetation using the Z-M phytosociological method analyzed the importance value and species diversity of each vegetation classification. The analysis showed the Camellia japonica community group at a top level of forest vegetation hierarchy. In the level of community, it was classified into Dendropanax morbiferus community (Vegetation unit 1; VU 1), Carpinus turczaninowii community, and C. japonica typical community (VU 6). C. turczaninowii community was subdivided into Buxus koreana group (VU 2), Rhododendron mucronulatum group (VU 3), Vitis amurensis group (VU 4) and C. turczaninowii typical group (VU 5). Therefore, it was classified into a total of six vegetation units (one community group, three communities, and four groups). The analysis of the mean codominant value of each VU show that Quercus acuta was the highest in VU 1, C. turczaninowii in VU 2, Pinus thunbergii in VU 3, Pinus densiflora in VU 4, and Castanopsis sieboldii in VU 5 and VU 6. The analysis of species diversity showed that VU 2 was the highest among six units in species richness index, species diversity index, and species evenness index. VU 6 showed the highest among six units in species dominance index. In conclusion, a synecology approach to manage six units and twelve species groups was needed for the forest vegetation of Heuksando Island protected area for forest genetic resource conservation.

Community Classification of Forest Vegetation in Mt. Myeonsan (면산(綿山) 일대(一帶) 산림식생(山林植生)의 군락분류(群落分類)에 관(關)한 연구(硏究))

  • Lee, Byung Chun;Yun, Chung Weon;Shin, Joon Hwan;Oh, Jeong Soo
    • Journal of Korean Society of Forest Science
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    • v.90 no.4
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    • pp.548-557
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    • 2001
  • This study was carried out to classify forest vegetation of Mt. Myeonsan with phytosociological analysis of ZM School and to explain community types with CCA ordination. The research sites were located in the northern part of Kyungsangpook-Do area and in the southern part of Kangwon-Do. The 73 plots were investigated in the study areas which were including 291 plant species. The forest vegetation was classified into Quercus mongolica community group, Juglans mandshurica community group, and Larix leptolepis plantation. Q. mongolica community group was divided into 9 communities such as Rhododendron schlippenbachii community, Symplocos paniculata community, Pinus densiflora community, Betula schmidtii community, Fraxinus rhynchophylla community, Populus davidiana community, Tilia amurensis community, Betula costata community and Betula davurica community. J. mandshurica community group was divided into 5 communities and 4 groups such as Acer mono community (subdivided into Quercus serrata group and typical group), Fraxinus mandshurica community, Ulmus laciniata community (subdivided into typical group and Ribes mandshuricum group), Malus baccata community and Carpinus laxiflora community. And it was entirely classified into 17 vegetation units. According to CCA, Q. mongolica community group showed high positive correlation to topography, altitude and slope degree, and J. mandshurica community group showed high positive correlation to bare rock. However, L. leptolepis community group was not significantly ordinated with the gradient of environmental factors. And in correlation of axes, important environmental variables were topography and altitude.

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Forest Structure of Subalpine Region from Hyangjeukbong to 2nd Deogyusan in Deogyusan National Park, Korea (덕유산국립공원 아고산(향적봉-제2덕유산) 지역의 산림군집구조)

  • 김갑태;추갑철
    • Korean Journal of Environment and Ecology
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    • v.18 no.2
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    • pp.142-149
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    • 2004
  • To investigate the vegetation structure of subalpine region from Hyangjeukbong to 2nd Deogyusan, 20 plots(100$m^2$) set up with random sampling method were surveyed. Three groups Quercus mongolica community, Betula ermanii - Picea jezoensis - Taxus cuspidata community, Taxus cuspidata - Qurecus mongolica - Betula ermanii community were classified by cluster analysis. Quercus mongolica, Taxus cuspidata and Betula ermanii were found as a major woody plant species in the subalpine region from Hyangjeukbong to 2nd Deogyusan. In this area, Korean endemic species, Abies koreana was distributed small amounts. In future, importance percentage of Abies koreana might be decreased, but that of Betula ermanii might be increased. High positive correlations was proved between Betula ermanii and Rhododendron schlippenbachii, Rhododendron mucronulatum var. ciliatum ; Acer tschonoskii var. rubripes and Acer mono; Syringa velutina and Magnolia sieboldii and relatively high negative corrlations was proved between Betular ermani and Acer tschonoskii var. rubripes ; Quercus mongolica and Acer mono; Abies koreana and Tripterygium regelii, Weigela subsessilis. Species diversity(H') of investigated groups were ranged 1.0316∼1.1776 and it was similar to those of the ridge area of the national parks in Baekdudaegan.

Deep Learning for Automatic Change Detection: Real-Time Image Analysis for Cherry Blossom State Classification (자동 변화 감지를 위한 딥러닝: 벚꽃 상태 분류를 위한 실시간 이미지 분석)

  • Seung-Bo Park;Min-Jun Kim;Guen-Mi Kim;Jeong-Tae Kim;Da-Ye Kim;Dong-Gyun Ham
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2023.07a
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    • pp.493-494
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    • 2023
  • 본 논문은 벚꽃나무 영상 데이터를 활용하여 벚꽃의 상태(개화, 만개, 낙화)를 실시간으로 분류하는 연구를 소개한다. 이 연구의 목적은, 실시간으로 취득되는 벚꽃나무의 영상 데이터를 사전에 학습된 CNN 기반 이미지 분류 모델을 통해 벚꽃의 상태에 따라 분류하는 것이다. 약 1,000장의 벚꽃나무 이미지를 활용하여 CNN 모델을 학습시키고, 모델이 새로운 이미지에 대해 얼마나 정확하게 벚꽃의 상태를 분류하는지를 평가하였다. 학습데이터는 훈련 데이터와 검증 데이터로 나누었으며, 개화, 만개, 낙화 등의 상태별로 폴더를 구분하여 관리하였다. 또한, ImageNet 데이터셋에서 사전 학습된 ResNet50 가중치를 사용하는 전이학습 방법을 적용하여 학습 과정을 더 효율적으로 수행하고, 모델의 성능을 향상시켰다.

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Classification and Stand Characteristics of Subalpine Forest Vegetation at Hyangjeukbong and Jungbong in Mt. Deogyusan (덕유산 향적봉 및 중봉 아고산대의 산림식생유형분류와 임분 특성)

  • Han, Sang Hak;Han, Sim Hee;Yun, Chung Weon
    • Journal of Korean Society of Forest Science
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    • v.105 no.1
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    • pp.48-62
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    • 2016
  • This study was conducted to classify forest vegetation structure and stand feature of Mt. Deogyusan National Park from Hyangjeukbong to Jungbong, 48 plots were surveyed. The type classification of the vegetation structure was performed with Z-M phytosociological method. As a result, Quercus mongolica community group was classified into the Picea jezoensis community, Carpinus cordata community and Tilia amurensis community in community unit. P. jezoensis community was subdivided into Deutzia glabrata group and Viburnum opulus var. calvescens group in group unit. D. glabrata group was subdivided into Acer mandshuricum subgroup and Ribes mandshuricum subgroup and V. opulus var. calvescens group was subdivided into Hemerocallis dumortieri subgroup and Prunus padus subgroup in subgroup unit. In the result of estimating the importance value, it constituted Q. mongolica (23.9%), Abies koreana (14.7%), Taxus cuspidata (10.2%), P. jezoensis (8.2%) and Betula ermanii (7.4%) in tree layer. It constituted Acer komarovii (18.6%), Acer pseudosieboldianum (18.4%) and Q. mongolica (8.9%) in subtree layer. It constituted Rhododendron schlippenbachii (20.7%), A. pseudosieboldianum (17.4%) and Symplocos chinensis (8.5%) in shrub layer. Indicator species analysis of vegetation unit 1 was consisted of Hydrangea serrata, Fraxinus mandshurica and D. glabrata that species prefer moist valley in subalpine or rocks. In the results of analyzing the species diversity, vegetation unit 1, 4 and 5 represented that there were different and complex local distributions. As in the similarity between the vegetation units, the vegetation units 1, 2, 3 and 4 represented high with 0.5 or above. It represented that there wasn't no differences on composition species in vegetation units.

Vegetation Structure of the Ridge Area of Naesosa in the Byunsan Peninsula National Park (변산반도국립공원 내소사 지역의 능선부 식생구조)

  • Kim, Bong-Gyu;Um, Tae-Won
    • Korean Journal of Environment and Ecology
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    • v.23 no.2
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    • pp.135-142
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    • 2009
  • To investigate the vegetation structure of mountain ridges ranging from Sebong to Gwaneumbong 23 plots($400m^2$) set up with random sampling method were surveyed. Two groups of Pinus densiflora community, Pinus densiflora-Quercus variabilis-Quercus serrata community were classified by cluster analysis. Pinus densiflora, Quercus variabilis, Quercus serrata, Carpinus laxiflora, and Quecus mongolica were found as a mostly dominant woody plant species in the ridge area from Sebong to Gwaneumbong. In the future, the importance percentage of Pinus densiflora might be decreased, but those of Quercus variabilis, Quercus serrata, Carpinus laxiflora, and Quecus mongolica might be increased. High positive correlations were proved between Quercus variabilis and Fraxinus sieboldiana, Acer palmatum and Ilex macropoda, Cornus kousa and Platycarya strobilacea, Sorbus alnifolia and Carpinus laxiflora, and relatively weak negative correlations were proved between Pinus densiflora and Carpinus laxiflora, Fraxinus sieboldiana and Carpinus laxiflor, Quecus mongolica and Sorbus alnifolia, Ilex macropoda and Sorbus alnifolia. Species diversity index(H') of investigated groups was ranged $0.665{\sim}1.169$.

Classification and Analysis of Community Structure of Jinaksan Forest in Geumsan (금산 진악산의 산림군락 분류 및 구조 분석)

  • Ji, Yoon-Eui;Lee, Mi-Jung;Kim, Hyo-Jeong;Lee, Kyoo-Seock;Lee, Sun;Song, Ho-Kyung
    • Korean Journal of Environmental Biology
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    • v.21 no.3
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    • pp.262-270
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    • 2003
  • This study was carried out to analyze forest vegetation of Jinaksan in Geumsan, Chungnam Province. Employing the releve method of Braun-Blanquet, 26 plots were sampled in forest of Jinaksan. The communities were classified into Quercus mongolica, Quercus variabilis, Quercus aliena, and Pinus densiflora communities. Coverage rate was 79.4% in tree layer,27.6% in subtree layer,37.0% in shrub layer, 31.1% in herb layer, respectively. The importance values were 45.51 in Q. mongolica,44.17 in P. densiflora,26.56 in Q. variabilis,26.78 in Q. serrata,20.81 in Q. aliena, and 15.58 in Prunus serrulata var. spontanea, respectively. Most of the DBH in the Q. mongolica, Q. variabilis, Q. aliena, and p. densiflora was between 5 cm and 15 cm. Therefore, Q. mongolica, Q. variabilis, and Q. aliena will be dominant species in the study area for several decades.