• 제목/요약/키워드: VEGETATION INDEX

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위성영상기반 농업가뭄 모니터링을 위한 Evaporative Stress Index (ESI)의 적용성 평가 (Application of Evaporative Stress Index (ESI) for Satellite-based Agricultural Drought Monitoring in South Korea)

  • 윤동현;남원호;이희진;홍은미;김태곤;김대의;신안국
    • 한국농공학회논문집
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    • 제60권6호
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    • pp.121-131
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    • 2018
  • Climate change has caused changes in environmental factors that have a direct impact on agriculture such as temperature and precipitation. The meteorological disaster that has the greatest impact on agriculture is drought, and its forecasts are closely related to agricultural production and water supply. In the case of terrestrial data, the accuracy of the spatial map obtained by interpolating the each point data is lowered because it is based on the point observation. Therefore, acquisition of various meteorological data through satellite imagery can complement this terrestrial based drought monitoring. In this study, Evaporative Stress Index (ESI) was used as satellite data for drought determination. The ESI was developed by NASA and USDA, and is calculated through thermal observations of GOES satellites, MODIS, Landsat 5, 7 and 8. We will identify the difference between ESI and other satellite-based drought assessment indices (Vegetation Health Index, VHI, Leaf Area Index, LAI, Enhanced Vegetation Index, EVI), and use it to analyze the drought in South Korea, and examines the applicability of ESI as a new indicator of agricultural drought monitoring.

식생 모니터링을 위한 다중 위성영상의 시공간 융합 모델 비교 (Comparison of Spatio-temporal Fusion Models of Multiple Satellite Images for Vegetation Monitoring)

  • 김예슬;박노욱
    • 대한원격탐사학회지
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    • 제35권6_3호
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    • pp.1209-1219
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    • 2019
  • 지속적인 식생 모니터링을 위해서는 다중 위성자료의 시간 및 공간해상도의 상호 보완적 특성을 융합한 높은 시공간해상도에서의 식생지수 생성이 필요하다. 이 연구에서는 식생 모니터링에서 다중 위성자료의 시공간 융합 모델에 따른 시계열 변화 정보의 예측 정확도를 정성적, 정량적으로 분석하였다. 융합 모델로는 식생 모니터링 연구에 많이 적용되었던 Spatial and Temporal Adaptive Reflectance Fusion Model(STARFM)과 Enhanced Spatial and Temporal Adaptive Reflectance Fusion Model(ESTARFM)을 비교하였다. 예측 정확도의 정량적 평가를 위해 시간해상도가 높은 MODIS 자료를 이용해 모의자료를 생성하고, 이를 입력자료로 사용하였다. 실험 결과, ESTARFM에서 시계열 변화 정보에 대한 예측 정확성이 STARFM보다 높은 것으로 나타났다. 그러나 예측시기와 다중 위성자료의 동시 획득시기의 차이가 커질수록 STARFM과 ESTARFM 모두 예측 정확성이 저하되었다. 이러한 결과는 예측 정확성을 향상시키기 위해서는 예측시기와 가까운 시기의 다중 위성자료를 이용해야 함을 의미한다. 광학영상의 제한적 이용을 고려한다면, 식생 모니터링을 위해 이 연구의 제안점을 반영한 개선된 시공간 융합 모델 개발이 필요하다.

생태수문 변화에 따른 토양수분의 영향 분석 (Analysis of soil moisture response due to Eco-hydrological change)

  • 허유미;최민하;김현우;김상단;안재현
    • 한국습지학회지
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    • 제13권2호
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    • pp.171-179
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    • 2011
  • 본 연구는 기후변화의 영향을 받아 달라질 것으로 예상되는 식생의 분포가 수문인자인 토양수분에 어떠한 변화를 야기하는지 규명하고자 하는데 있다. 식생인자와 수문기상인자와의 시공간적 상관관계를 알아보기 위해 Moderate Resolution Imaging Spectroradiometer (MODIS) 다중분광센서로 스캔한 위성 이미지 데이터를 연구에 적용하였으며, 식생인자는 MODIS 13 Vegetation Indices Product에서 추출한 Normalized Difference Vegetation Index (NDVI)를 이용하였다. 식생인자와 토양수분의 상관관계를 분석하기 위해 농업기상정보시스템(Rural Development Administration) 에서 측정한 국내 4개 지점의 토양수분 Data 및 Aqua 위성에 탑재된 Advanced Microwave Scanning Radiometer E (AMSR-E)를 이용하여 측정한 토양수분과 MODIS 13 NDVI를 비교 분석하였다. 식생인자와 수문기상인자의 시계열 자료를 이용하여 각 지점에 대한 인자가 시간의 경과에 따라 변화하는 양상을 알아내고자 하였으며 추가적으로 토양수분과 식생이 서로 일정한 시차를 두고 연관이 있을 것이라는 가정 하에 상관 분석을 수행하였다. 그리하여 토양수분에 일정한 시차 (5일, 10일, 15일)를 주는 Time lag을 통한 상관분석을 시행한 결과 시차를 고려하지 않은 상관분석에서 보다 토양수분과 NDVI의 상관관계가 높게 나타났으며, 또한 토성에 따라 그 상관관계의 양상이 다르게 나타났다. 이러한 결과를 통해 식생인자가 수문인자에 어떠한 영향을 주는지 다양한 스케일 별로 이해하는 데 도움이 될 것이다.

만경강 신천습지의 식물군락별 종조성적 특성 (Characteristics of the Species Composition by Plant Community in the Shincheon Wetland of Mangyeong River, Jeonbuk)

  • 조광진;이정아;임정철;추연수
    • 환경영향평가
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    • 제31권6호
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    • pp.409-422
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    • 2022
  • 하도습지는 하천 생태계의 중요한 요소로 지금까지 조사된 내륙습지 목록의 약 38%를 차지하고 있다. 만경강에 위치한 신천습지 또한 보 축조로 유속이 느려지고 퇴적물이 쌓이면서 형성된 하도습지이다. 신천습지의 보전 가치와 생태적 특성을 규명하고자 식물사회학적 방법을 활용하여 식생 및 식물 다양성을 파악하였으며, 총 45개의 식생자료가 수집되었다. 총 153분류군(49과 117속 146종 2아종 5변종)으로 구성된 24개 식물군락이 구분되었다. 종조성적으로 군락별 출현율이 가장 높은 식물은 환삼덩굴로 확인되었다. 그리고 소리쟁이, 참새귀리, 개망초, 쑥 등과 같이 이차초지에서 생육하는 일년생 초본 식물종이 빈번하게 관찰되었다. 귀화식물은 38분류군이 조사되었고 도시화지수는 10.3%, 귀화율은 24.8%로 분석되었다. 식물군락은 크게 침수식생, 부엽 및 부유식생, 일이년초본식생, 다년생초본식생, 목본식생으로 분류되었다. 일정 수심을 유지하며 유속이 느린 유수역과 정수역, 간헐적 수위변동을 경험하는 연안대, 건조한 고수부지 환경 등 다양한 서식공간을 반영하는 식물군락의 분포가 확인되었다. 이와 같은 식물군락 발달은 야생생물에게도 서식처로서 중요한 역할을 하므로 생물다양성 증진에도 긍정적인 영향을 끼칠 것으로 판단된다.

Landsat 녹색식생지수를 이용한 서울시 도시녹지 변화 조사 (A Change Detection of Urban Vegetation of Seoul with Green Vegetation Index Extracted from Landsat Data)

  • 박종화
    • 대한원격탐사학회지
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    • 제8권1호
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    • pp.27-43
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    • 1992
  • The purpose of this study is to detect and evaluate the change of urban vegetation of Seoul during 1980s. Large areas covered with agricultural crops or forests were converted to residential and commercial areas, roads, schools, sports complexes, etc. There were also widespreas concerns on the deterioration of the quality of urban vegetation due to severe air pollution, overcrowding of nature parks, and idling of farm lands by land speculators. The image used for this study were MSS(Oct. 4, 1979) and TM(Apr. 26, 1990). The Green Vegetation Index of Kauth & Thomas(1976) was for the analysis. The GVI were resampled with 75$\times$75m grids and overlaid with the jurisdictional boundaries of 22 districts of Seoul. The results were reclassified to 6 classes, class 6 representing grids with the most vigorous vegetation or the best vegetation improvement in 1980s. The finding of this study can be summarized as follows : First, the most vigorous vigorous vegetation, in terms of GVI, of the 1979 image can be found at paddy fields located on alluvial near Han River. Broad-leaf forests located on hilly terrains have higher GVI than conifers located on the upper-parts of mountains. The average GVI of the northern part and southern part of Han River are 3.56 and 3.74, respectively. The main reason why the southern part has higher GVI is that there are more prime agricultural lands. Districts of Kangseo, Yangcheon, and Songpa have the highest percentage of grids of GVI class 6, and the percentages are 3.55 %, 3.47 %, and 2.69 %, respectively. Second, the most vigorous vegetation of the 1990 image can be found at the grass lands of the Yongsan golf club and the Sungsu horse racing track. The GVI of farm lands is lower than forest because most agricultural crops are at the early stage of growing season when the TM image was taken. The size of built-up area is much larger than of 1979. On the other hand, vegetation patches surrounded by developed area become smaller and have stronger contrast to surrounding area. The average GVI of the northern part and southern part of Han River are 3.57 and 3.51, respectively. The main reason why the southern part has lower GVI is the at more large-scale urban development projects were carried out in there during 1980s. Districts of Tobong, Nowon, and Seocho have the highest percentage of class 6, and the perecentages are 16.58 %, 10.14 %, and 8.50% respectively. Third, the change of urban vegetation in Seoul during 1980s are significant. Grids of GVI change classes 1 and 2, which represent severe vegetation loss, occupy 15.97% of Seoul. Three districts which lost the most vegetation are Yangcheon, Kangseo, and Songpa, where the percentages of GVI class 1 are 13.42%, 13.39% and 9.06%, respectively. The worst deterioration was mainly caused by residential developments. On the other hand, the vegetation of some part of Seoul improved in this period. Grids of GVI change classes 5 and 6 occupy 9.83 % of Seoul. Distircts of Jung, Yongsan, and Kangnam have the highest percentage of grids with GVI change classes 5 and 6, and their percentages are 22.31%, 19.17%, and 13.66%, respectively. The improvement of vegetation occurred in two areas. Forest vegetation is generally improving despite of concerns based on air pollution and heavy use by recreationists. Vegetation in open spaces established in riverside parks, large residential areas, and major public facilities are also improving.

Consideration of NDVI and Surface Temperature Calculation from Satellite Imagery in Urban Areas: A Case Study for Gumi, Korea

  • Bhang, Kon Joon;Lee, Jin-Duk
    • 한국측량학회지
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    • 제35권1호
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    • pp.23-30
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    • 2017
  • NDVI (Normalized Difference Vegetation Index) plays an important role in surface land cover classification and LST (Land Surface Temperature Extraction). Its characteristics do not full carry the information of the surface cover typically in urban areas even though it is widely used in analyses in urban areas as well as in vegetation. However, abnormal NDVI values are frequently found in urban areas. We, therefore, examined NDVI values on whether NDVI is appropriate for LST and whether there are considerations in NDVI analysis typically in urban areas because NDVI is strongly related to the surface emissivity calculation. For the study, we observed the influence of the surface settings (i.e., geometric shape and color) on NDVI values in urban area and transition features between three land cover types, vegetation, urban materials, and water. Interestingly, there were many abnormal NDVI values systematically derived by the surface settings and they might influence on NDVI and eventually LST. Also, there were distinguishable transitions based on the mixture of three surface materials. A transition scenario was described that there are three transition types of mixture (urban material-vegetation, urban material-water, and vegetation-water) based on the relationship of NDVI and LST even though they are widely distributed.

한계농도 누적 오존지표로 본 1990~1997년의 수도권 오존농도 변화 (Tropospheric Ozone Patterns in the Metropolitan Seoul Area During 1990~1997 Using Two Ozone Indices of Accumulation over the Threshold Concentrations)

  • 윤성철;박은우;장영기
    • 한국대기환경학회지
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    • 제15권4호
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    • pp.429-439
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    • 1999
  • In order to assess the chronic impact of tropospheric ozone on vegetation in the Seoul metropolitan area, it is necessary to quantify ozone exposure. Two ozone indices commonly used to relate ozone exposure to injury of vegetation were calculated. SUM06(SUM of hourly concentrations at or above 0.06 ppm) and AOT40(Accumulated exposure Over a Threshold of 40 ppb) which are widely used as ozone indices in the US and Europe were calculated based on hourly ozone concentrations in 5 areas of Seoul and 5 cities of Kyunggido during 1990~1997. Most SUM06 levels were 1~5ppm.hr, however several areas in Northern and Eastern Seoul reached about 5~7 ppm.hr in 1996~1997. AOT40 values were as high as 17~24 ppm.hr. Although measured SUM06 levels would not be expected to significantly impact vegetation, the overall ozone index, as well as annual average, 95th, and 99th percentile have increased continuously over the last 8 years. Often, ozone concentrations are lower in cities where there is a significant NOx concentration, than in outlying rural agricultural areas where NOx scrubbing is not as important. Concentrations greater than 40 ppb, which can cause chronic ozone toxicity to vegetation, were found mostly in the summer and constitutued about 5~15% of total hourly ozone cocentrations.

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충주 및 주변지역 산지습지의 판별 및 식생 구조 (The Discrimination and Vegetation Structure of Several Mountainous Wetlands in Chung-ju and Around Area)

  • 김형국;정영선;구본학
    • 한국환경복원기술학회지
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    • 제11권2호
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    • pp.55-65
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    • 2008
  • This study was surveyed to analyze vegetation structure of mountainous wetlands in Chung-ju city and around area from September to November, 2006. 6 sites of total 15 potential mountainous wetlands were discriminated throughout field survey. By classification system of mountainous wetlands presented in manual of forest wetlands research, types of wetlands were classified into slant and a flat. Many sites were covered with land plants as Pueraria thunbergiana and so on. To understand vegetation structure of mountainous wetlands, Height, DBH (diameter at breast height), DI (Dominance Index), Sociability and Constancy were surveyed and Based on this result, a projection chart was drawn. As results, Salix koreensis in tree layer and Persicaria thunbergii and Impatiens textori in herb layer were surveyed as broadly distributed species. This study is mainly focused on vegetation condition of mountainous wetlands. But, it will be needed studying on classification system of mountainous wetland type and functional assessment for conservation or management of wetlands.

다중시기 위성영상을 이용한 시화 방조제 내만 식생변화탐지 (Vegetation Change Detection in the Sihwa Embankment using Multi-Temporal Satellite Data)

  • 정종철;서영상;김상욱
    • 한국환경과학회지
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    • 제15권4호
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    • pp.373-378
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    • 2006
  • The western coast of South Korea is famous for its large and broad tidal lands. Nevertheless, land reclamation, which has been conducted on a large scale, such as Sihwa embankment construction project has accelerated coastal environmental changes in the embankment inland. For monitoring of environmental change, vegetation change detecting of the embankment inland were carried out and field survey data compared with Landsat TM, ETM+, IKONOS, and EOC satellite remotely sensed data. In order to utilize multi-temporal remotely sensed images effectively, all data set with pixel size were analyzed by same geometric correction method. To detect the tidal land vegetation change, the spectral characteristics and spatial resolution of Landsat TM and ETM+ images were analyzed by SMA(spectral mixture analysis). We obtained the 78.96% classification accuracy and Kappa index 0.2376 using March 2000 Landsat data. The SMA(spectral mixture analysis) results were considered with comparing of vegetation seasonal change detection method.

Estimating Optimal-Band of NDVI and GNDVI by Vegetation Reflectance Characteristics of Crops.

  • Shin, Hyoung-Sub;Park, Jong-Hwa;Park, Jin-Ki;Kim, Seong-Joon;Lee, Mi-Seon
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2008년도 International Symposium on Remote Sensing
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    • pp.151-154
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    • 2008
  • Information on the area and spatial distribution of crop fields is needed for biomass production, arrangement of water resources, trace gas emission estimates, and food security. The present study aims to monitor crops status during the growing season by estimating its aboveground biomass and leaf area index (LAI) from field reflectance taken with a hand-held radiometer. Field reflectance values were collected over specific spectral bandwidths using a handheld radiometer(LI-1800). A methodology is described to use spectral reflectance as indicators of the vegetative status in crop cultures. Two vegetation indices were derived from these spectral measurements. In this paper, first we analyze each spectral reflectance characteristics of vegetation in the order of growth stage. Vegetation indices (NDVI, GNDVI) were calculated from crop reflectance. And assess the nature of relationships between LAI and VI, as measured by the in situ NDVI and GNDVI. Among the two VI, NDVI showed predictive ability across a wider range of LAI than did GNDVI. Specific objectives were to determine the relative accuracy of these two vegetation indices for predicting LAI. The results of this study indicated that the NDVI and GNDVI could potentially be applied to monitor crop agriculture on a timely and frequent basis.

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