• 제목/요약/키워드: Vegetation vitality

검색결과 48건 처리시간 0.027초

식생 활력도를 고려한 드론 기반의 식생지수 분석 (Drone-based Vegetation Index Analysis Considering Vegetation Vitality)

  • 조상호;이근상;황지욱
    • 한국지리정보학회지
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    • 제23권2호
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    • pp.21-35
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    • 2020
  • 식생정보는 도시계획, 조경, 수자원, 환경 등 다양한 분야에서 활용되는 매우 중요한 인자이다. 식생은 수관밀도 혹은 엽록소 함량에 따라 식생의 활력도에 차이가 발생하나 기존 연구에서는 식생지역을 분류시 식생 활력도를 고려하지 않았다. 본 연구에서는 다양한 응용연구를 충족시키기 위해 식생 활력도를 고려한 식생지수 경계값을 설정하는 연구를 수행하였다. 먼저 eBee 고정익 드론에 다중분광 카메라를 탑재하여 광학 및 근적외선 정사영상을 구축하였으며, 그리고 각 정사영상에 대해 GIS 연산을 수행하여 NDVI, GNDVI, SAVI, MSAVI 식생지수를 계산하였다. 또한 대상지에 대한 식생위치를 VRS 측량을 통해 조사하였으며 이를 이용하여 식생 활력도를 고려한 식생지수별 정확도를 평가하였다. 그 결과 식생 활력도가 좋은 지점을 식생지역으로 선정한 시나리오가 식생 활력도가 다소 부족한 지점도 식생지역으로 선정한 시나리오에 비해 식생지수의 분류 정확도가 높게 나타났다. 또한 각 현장 조사 지점과의 중첩을 통해 계산한 식생지수별 Kappa 계수를 통해 시나리오별로 식생을 분류하기에 가장 적합한 식생지수 경계값을 선정할 수 있었다. 따라서 본 연구에서 제시한 식생 활력도를 고려한 식생지수 정확도 평가는 향후 도시계획 등 다양한 업무 분야에서 의사결정 지원을 위한 유용한 정보를 제공해 줄 수 있을 것으로 판단된다.

드론 초분광 영상과 다중 식생지수를 활용한 태화강 유역 식생변화 분석 (Analysis of vegetation change in Taehwa River basin using drone hyperspectral image and multiple vegetation indices)

  • 김용석
    • 한국환경복원기술학회지
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    • 제24권1호
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    • pp.97-110
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    • 2021
  • Vegetation index information is an important figure that is used in many fields such as landscape architecture, urban planning, and environment. Vegetation may vary slightly in vegetation vitality depending on photosynthesis and chlorophyll content. In this study, a range of vegetation worth preserving in the Taehwa River water system was determined, and hyperspectral images of drones were acquired (August, October), and the results were presented through DVI(Normalized Defference Vegetation Index), EVI(Enhanced Vegetation Index), PRI(Photochemical Reflectance Index), ARI (Anthocyanin Reflectance Index) index analysis. In addition, field spectral data and VRS-GPS(Virtual Reference System-GPS) surveys were performed to ensure the quality and location accuracy of the spectral band. As a result of the analysis, NDVI and EVI showed low vegetation vitality in October, -0.165 and -0.085, respectively, and PRI and ARI increased to 0.011 and 7.588 in October, respectively. For general vegetation vitality, it was suggested that NDVI and EVI analysis were effectively performed, and PRI and ARI were thought to be effective in analyzing detailed characteristics of plants by spectral band. It is expected that it can be widely used for park design and landscape information modeling by using drone image information construction and vegetation information.

Assessing Stream Vegetation Dynamics and Revetment Impact Using Time-Series RGB UAV Images and ResNeXt101 CNNs

  • Seung-Hwan Go;Kyeong-Soo Jeong;Jong-Hwa Park
    • 대한원격탐사학회지
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    • 제40권1호
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    • pp.9-18
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    • 2024
  • Small streams, despite their rich ecosystems, face challenges in vegetation assessment due to the limitations of traditional, time-consuming methods. This study presents a groundbreaking approach, combining unmanned aerial vehicles(UAVs), convolutional neural networks(CNNs), and the vegetation differential vegetation index (VDVI), to revolutionize both assessment and management of stream vegetation. Focusing on Idong Stream in South Korea (2.7 km long, 2.34 km2 basin area)with eight diverse revetment methods, we leveraged high-resolution RGB images captured by UAVs across five dates (July-December). These images trained a ResNeXt101 CNN model, achieving an impressive 89% accuracy in classifying vegetation cover(soil,water, and vegetation). This enabled detailed spatial and temporal analysis of vegetation distribution. Further, VDVI calculations on classified vegetation areas allowed assessment of vegetation vitality. Our key findings showcase the power of this approach:(a) TheCNN model generated highly accurate cover maps, facilitating precise monitoring of vegetation changes overtime and space. (b) August displayed the highest average VDVI(0.24), indicating peak vegetation growth crucial for stabilizing streambanks and resisting flow. (c) Different revetment methods impacted vegetation vitality. Fieldstone sections exhibited initial high vitality followed by decline due to leaf browning. Block-type sections and the control group showed a gradual decline after peak growth. Interestingly, the "H environment block" exhibited minimal change, suggesting potential benefits for specific ecological functions.(d) Despite initial differences, all sections converged in vegetation distribution trends after 15 years due to the influence of surrounding vegetation. This study demonstrates the immense potential of UAV-based remote sensing and CNNs for revolutionizing small-stream vegetation assessment and management. By providing high-resolution, temporally detailed data, this approach offers distinct advantages over traditional methods, ultimately benefiting both the environment and surrounding communities through informed decision-making for improved stream health and ecological conservation.

도시 녹지공간 식생 모니터링을 위한 무인항공기 활용방안 (Application of UAV for Vegetation Monitoring in Urban Green Space)

  • 송원경
    • 한국환경복원기술학회지
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    • 제22권1호
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    • pp.61-72
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    • 2019
  • With the diversification of research using UAV(Unmanned Aerial Vehicle)s, the possibility of remote sensing research for urban green spaces is increasing. UAVs can be used as an investigation method to monitor the successful construction of the park and the planting of vegetation since its creation. This study was carried out to investigate UAVs utilization of urban green space monitoring in Dosol Square. It was photographed three times on May 21, July 13, and September 16, 2018 using DJI Phantom3 pro, Inspire2, and Parrot Sequoia multispectral camera. Orthographic images were overlaid on the planting plan of the site and the construction results were checked, the change of vitality of the plantation area was analyzed by NDVI(Normalized Difference Vegetation Index) and SAVI(Soil Adjusted Vegetation Index). As a result, it was confirmed that the UAVs are very effective for surveying the view of the urban green space after the construction and recording the results, which can be grasped quantitatively by overlaying the planting plan map. UAVs are more likely to be used in terms of monitoring vegetation vitality. It is interpreted that SAVI is better than NDVI in the green space just after composition. Chionanthus retusus and Pinus strobus were analyzed for their low level of vitality, and partially damaged and their vitality was lowered. In addition, there was difficulty in grass planting area and flower garden due to drainage and summer drought problems. In the future, it is expected that orthoimage and multispectral data using UAVs will be useful in the early vegetation monitoring and management field of urban green spaces.

MODIS Product를 활용한 FDB 속성 갱신 대상지역 선정 연구 (A Study on the Priority Area Selection for Updating FDB Attributes using MODIS Product)

  • 박완용;어양담;김용민;김창재
    • 한국군사과학기술학회지
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    • 제16권1호
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    • pp.65-73
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    • 2013
  • FDB(Feature DataBase) attributes have been produced by using the resource data prior to the year 2002. Due to this reason, the attributes need to be updated to the up-to-date ones. In this regards, this study focuses on the way of finding areas whose attributes need to be updated. Forest and crop classes were chosen as target classes among FDB features. MODIS Landcover data and FDB are, first, compared to detect the changed forest and crop areas from 2001 to 2008. Then, vegetation vitality changes are analyzed using MODIS annual NDVI data. Based on the change detection and the vegetation vitality analysis, the index of area selection for updating FDB attributes is proposed in this study.

망개나무자생지의 식생특성과 활력도 분석 (Synecological Characteristics and Vitality Analysis of the Berchemia berchemiaefolia Habitat)

  • 박인환;조광진
    • 한국환경복원기술학회지
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    • 제14권2호
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    • pp.97-105
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    • 2011
  • This study was carried out to investigate vegetation and tree vitality of Berchemia berchemiaefolia habitat to recommend basic information for synecological characteristics. Totally 9 vegetation data were collected and analyzed. And one plant community (Quercus serrata-Berchemia berchemiaefolia community) including 43 families 66genera 72 species 8 varieties and 3 forma was differentiated. Quercus serrata-Berchemia berchemiaefolia community was subdivided into Typical subunit and Quercus mongolica subunit. Species showing the higer r-NCD value in the plant community were Berchemia berchemiaefolia, Quercus serrata, Lindera obtusiloba, Fraxinus rhynchophylla, Acer pseudo-sieboldianum, Corylus heterophylla var. thunbergii. In tree vitality result, Berchemia berchemiaefolia population containing 35 individual was estimated 3 monitoring categories; 1) General 2) Principal 3) Absolute. These categories frequencies arranged by the order General Monitoring (85.7%; 30 individual), Principal Monitoring (11.4%; 4 individual) and Absolute Monitoring (2.9%; 1 individual).

목도의 식생: 그 보전을 위한 식물군락의 공간분포와 모니터링 (Vegetation of Mok-do Island: Its Spatial Distribution and Monitoring for Vegetation Conservation)

  • 김종원;제갈재철;이병열;이율경;문경희
    • The Korean Journal of Ecology
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    • 제24권5호
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    • pp.259-265
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    • 2001
  • 울산광역시 목도 식생에 대한 식생학적 연구가 수행되었다. 전통적인 군락분류법에 의한 식생유형 분석과 축적 1:800의 현존식생도를 제작하여 식생의 공간적 분포양식을 규명하고, 식생자원진단카드를 개발하여 주요 수목에 대한 활력도를 평가하였다 목도의 식생은 50과 93속 111종 (귀화식물 11종 포함)으로 이루어진 13개 식물군락이 분포하는 것으로 밝혀졌다. 목도식생은 섬 면적의 37.4%를 차지하는 상록활엽수림의 후박나무군락으로 대표되며, 극히 단순한 종조성과 층구조, 그리고 주요 수목 가운데 95.7%가 절대감시 및 주요감시 대상인 개체를 포함하고 있는 매우 취약한 식생구조인 것으로 밝혀졌다. 상록활엽수림과 상록침엽수림은 해양에 대응한 공간적 분포의 경향성이 뚜렷한 것으로 밝혀졌다. 본 연구를 통하여 목도식생의 보전을 위한 장기생태연구의 토대를 구축하였다.

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Analyzing the correlation between urban forestry and surface temperature using Landsat TM data

  • Jo, Myung-Hee;Kim, Sung-Jae;Lee, Kwang-Jae
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2003년도 Proceedings of ACRS 2003 ISRS
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    • pp.905-907
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    • 2003
  • In this study, the correlation between the heat island effect and the vegetation in Deagu Korea was performed through using Landsat TM data. the island effect, presents high temperature on air like island, is connected with correlation between the surface temperature and the temperature on the air. In this study, surface temperature was analyzed by detecting the change of urban forestry with remote sensing using the vegetation vitality statistics reference (ratio change of the Park greens in Daegu) the heat island effect not only brings the environment pollution but also brings serious problem such as the destruction of ecosystem to city as a whole. Jeff Luvall has studied to restrain the heat island effect by making urban forestry. Even though Daegu had been the serious high temperature urban area the current temperature of Daegu has been dropped. The correlation between the heat island effect and the vegetation index was analyzed by using satellite images.

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수문해석을 위한 광역유역내의 토양 및 식생정보 추출방법에 관한 연구 -주로 위성리모트센싱을 이용하여 (A Study of Extracting Method of Soil and Vegetation Information for Hydrological Analysis - Mainly using the Satellite Remote Sensing. -)

  • 박종화
    • 한국농공학회지
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    • 제38권2호
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    • pp.123-132
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    • 1996
  • The purpose of this study was to clarify the reflectance of soil and plant in order to extract the soil and vegetation informations using the satellite remote sensing data. The influence of soil moisture content and vegetation cover rate on the soil reflectance, and the relationship between vegetation reflectence and its vitality were discussed. The results obtained in this study were summarized as follows; I) The soil reflectance($R_{0.65}$) of wavelength ($0.65{\mu}m$) was closely related to the reflectance((($IR_{0.85}$) of wavelength $0.85{\mu}m$. This relationship could be expressed by soil line. 2) A point on the soil line was affected by the soil moisture ratio and the organic matter content. 3) The vegetation cover rate was formulated in terms of soil and vegetation reflectance at wavelengths pf $0.65{\mu}m$($R_{0.65}$) and ($0.85{\mu}m$) (($IR_{0.85}$). 4) The vegetation reflectence was strongly influenced by its vitality, which was related to the moisture content and the chlorophy [[-a concentration.

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휴대용 근적외선 카메라를 이용한 소나무 재선충 피해목의 식생지수 변화분석 (Analyzing Vegetation Index Change of Damaged Trees by Pine Wilt Disease Using Portable Near Infrared Camera)

  • 김유승;정성은;이우균;김준범;권태형
    • 한국산림과학회지
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    • 제97권6호
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    • pp.561-564
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    • 2008
  • 소나무 재선충병은 우리나라 소나무림에 심각한 위협이 되고 있다. 소나무 재선충병은 보통 5~6월에 감염되지만 10~11월에 비로소 피해목을 육안으로 확인할 수 있어, 피해예방에 큰 어려움을 겪고 있다. 재선충에 의해 소나무가 고사되는 과정중에는 식생활력도가 크게 감소하게 되는데, 이러한 현상은 분광스펙트럼상의 근적외선 영역에서 분광반사의 감소를 수반한다. 본 연구에서는 이러한 현상을 토대로 재선충 피해목의 식생활력도 변화를 식생지수 모니터링을 통하여 분석하였다. 휴대가 간편한 근적외선 카메라를 이용하여 재선충 피해지역의 소나무림을 5월부터 11월까지 매월 촬영함으로써 녹색, 적색 및 근적외선 영역대의 분광반사값을 취득하였다. 이렇게 수집된 분광반사값으로부터 피해목의 식생지수(Vegetation Index: VI)의 변화를 분석하였고, 피해목의 식생지수는 감염초기인 6월부터 감소하기 시작한다는 것을 밝힐 수 있었다.