• Title/Summary/Keyword: radar image

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Detection of Forest Fire Damage from Sentinel-1 SAR Data through the Synergistic Use of Principal Component Analysis and K-means Clustering (Sentinel-1 SAR 영상을 이용한 주성분분석 및 K-means Clustering 기반 산불 탐지)

  • Lee, Jaese;Kim, Woohyeok;Im, Jungho;Kwon, Chunguen;Kim, Sungyong
    • Korean Journal of Remote Sensing
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    • v.37 no.5_3
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    • pp.1373-1387
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    • 2021
  • Forest fire poses a significant threat to the environment and society, affecting carbon cycle and surface energy balance, and resulting in socioeconomic losses. Widely used multi-spectral satellite image-based approaches for burned area detection have a problem in that they do not work under cloudy conditions. Therefore, in this study, Sentinel-1 Synthetic Aperture Radar (SAR) data from Europe Space Agency, which can be collected in all weather conditions, were used to identify forest fire damaged area based on a series of processes including Principal Component Analysis (PCA) and K-means clustering. Four forest fire cases, which occurred in Gangneung·Donghae and Goseong·Sokcho in Gangwon-do of South Korea and two areas in North Korea on April 4, 2019, were examined. The estimated burned areas were evaluated using fire reference data provided by the National Institute of Forest Science (NIFOS) for two forest fire cases in South Korea, and differenced normalized burn ratio (dNBR) for all four cases. The average accuracy using the NIFOS reference data was 86% for the Gangneung·Donghae and Goseong·Sokcho fires. Evaluation using dNBR showed an average accuracy of 84% for all four forest fire cases. It was also confirmed that the stronger the burned intensity, the higher detection the accuracy, and vice versa. Given the advantage of SAR remote sensing, the proposed statistical processing and K-means clustering-based approach can be used to quickly identify forest fire damaged area across the Korean Peninsula, where a cloud cover rate is high and small-scale forest fires frequently occur.

Multi-resolution SAR Image-based Agricultural Reservoir Monitoring (농업용 저수지 모니터링을 위한 다해상도 SAR 영상의 활용)

  • Lee, Seulchan;Jeong, Jaehwan;Oh, Seungcheol;Jeong, Hagyu;Choi, Minha
    • Korean Journal of Remote Sensing
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    • v.38 no.5_1
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    • pp.497-510
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    • 2022
  • Agricultural reservoirs are essential structures for water supplies during dry period in the Korean peninsula, where water resources are temporally unequally distributed. For efficient water management, systematic and effective monitoring of medium-small reservoirs is required. Synthetic Aperture Radar (SAR) provides a way for continuous monitoring of those, with its capability of all-weather observation. This study aims to evaluate the applicability of SAR in monitoring medium-small reservoirs using Sentinel-1 (10 m resolution) and Capella X-SAR (1 m resolution), at Chari (CR), Galjeon (GJ), Dwitgol (DG) reservoirs located in Ulsan, Korea. Water detected results applying Z fuzzy function-based threshold (Z-thresh) and Chan-vese (CV), an object detection-based segmentation algorithm, are quantitatively evaluated using UAV-detected water boundary (UWB). Accuracy metrics from Z-thresh were 0.87, 0.89, 0.77 (at CR, GJ, DG, respectively) using Sentinel-1 and 0.78, 0.72, 0.81 using Capella, and improvements were observed when CV was applied (Sentinel-1: 0.94, 0.89, 0.84, Capella: 0.92, 0.89, 0.93). Boundaries of the waterbody detected from Capella agreed relatively well with UWB; however, false- and un-detections occurred from speckle noises, due to its high resolution. When masked with optical sensor-based supplementary images, improvements up to 13% were observed. More effective water resource management is expected to be possible with continuous monitoring of available water quantity, when more accurate and precise SAR-based water detection technique is developed.

AW3D30 and SRTM30 Digital Elevation Models -Comparison around coastal islands in Gyeongsangnam-do, South Korea- (AW3D30 DEM과 SRTM30 DEM의 정확도 비교 -경상남도 연안도서를 중심으로-)

  • YANG, In-Tae;LEE, Dong-Ha;ACHARYA, Tri Dev;HAN, Dong-Seok
    • Journal of the Korean Association of Geographic Information Studies
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    • v.21 no.2
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    • pp.34-43
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    • 2018
  • DEM(Digital Elevation Model) being fundamental data in geospatial domain is produced from different data and using various methods. As they are derived their precision varies and altering derivative in application. In this work, we compare two widely used DEMs namely(Advanced Land Observing Satellite World 3D 30m and Shuttle Radar Topography Mission Global 30m) around coastal islands in Gyeongsangnam-do, South Korea. First statistics of each DEM were calculated and later overlapped in Landsat image for visual comparison of areas below and above zero-meter elevation. As a result, it was found that DEMs were highly correlated with each other and had similar statistics. Besides having few high differences in hilly land area, they were able to represent the coastal lines. It has also been noted that they have many negative values and should carefully select study area covering full watershed in coastal regions to avoid negative elevation even after filling the sinks.

Detection of Groundwater Table Changes in Alluvium Using Electrical Resistivity Monitoring Method (전기비저항 모니터링 방법을 이용한 충적층 지하수위 변동 감지)

  • 김형수
    • The Journal of Engineering Geology
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    • v.7 no.2
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    • pp.139-149
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    • 1997
  • Electrical resistivity monitoring methods were adopted to detect groundwater table change in alluvium. Numerical modelling test using finite element method(FEM) and field resisfivity monitoring were conducted in the study. The field monitoring data were acquired in the alluvium deposit site in Jeong-Dong Ri, Geum River where pumping test had been conducted continuously for 20 days to make artificial changes of groundwater table. The unit distance of the electrode array was 4m and 21 fixed electrodes were applied in numerical calculation and field data acquisition. "Modified Wenner" and dipole-dipole array configurations were used in the study. The models used in two-dimensional numerical test were designed on the basis of the simplifving geological model of the alluvium in Jeong Dong Ri, Geum River. Numerical test results show that the apparent resistivity pseudosections were changed in the vicinity of the pootion where groundwater table was changed. Furthermore, there are some apparent resistivity changes in the boundary between aquifer and crystalline basement rock which overlays the aquifer. The field monitoring data also give similar results which were observed in numerical tests. From the numerical test using FEM and field resistivity monitoring observations in alluvium site of Geum River, the electrical monitoring method is proved to be a useful tool for detecting groundwater behavior including groundwater table change. There are some limitations, however, in the application of the resistivity method only because the change of groundwater table does not give enough variations in the apparent resistivity pseudosections to estimate the amount of groundwater table change. For the improved detection of groundwater table changes, it is desirable to combine the resistivity method with other geophysical methods that reveal the underground image such as high-resolution seismic and/or ground penetrating radar surveys.

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Development of Airborne Remote Sensing System for Monitoring Marine Meteorology (Sea Surface Wind and Temperature) (연안 해양기상(해상풍, 수온) 관측을 위한 항공기 원격탐사 시스템)

  • Kim, Duk-Jin;Cho, Yang-Ki;Kang, Ki-Mook;Kim, Jin-Woo;Kim, Seung-Hee
    • The Sea:JOURNAL OF THE KOREAN SOCIETY OF OCEANOGRAPHY
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    • v.18 no.1
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    • pp.32-39
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    • 2013
  • Although space-borne satellites are useful in obtaining information all around the world, they cannot observe at a suitable time and place. In order to overcome these limitations, an airborne remote sensing system was developed in this study. It is composed of a SAR sensor and a thermal infrared sensor. Additionally GPS, IMU, and thermometer/hygrometer were attached to the plane for radiometric and geometric calibration. The brightness of SAR image varies depending on surface roughness, and capillary waves on the sea surface, which are easily generated by sea winds, induce the surface roughness. Thus, sea surface wind can be estimated using the relationship between quantified SAR backscattering coefficient and the sea surface wind. On the other hand, thermal infrared sensor is sensitive to measure object's temperature. Sea surface temperature is obtained from the thermal infrared sensor after correcting the atmospheric effects which are located between sea surface and the sensor. Using these two remote sensing sensors mounted on airplane, four test flights were carried out along the west coast of Korea. The obtained SAR and thermal infrared images have shown that these images were useful enough to monitor coastal environment and estimate marine meteorology data.

Downscaling GPM Precipitation Using Finer-scale MODIS Based Optical Image in Korean Peninsula (MODIS 광학 영상 자료를 통한 한반도 GPM 강우 자료의 상세화 기법)

  • Oh, Seungcheol;Jeong, Jaehwan;Lee, Seulchan;Choi, Minha
    • Korean Journal of Remote Sensing
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    • v.36 no.5_1
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    • pp.749-762
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    • 2020
  • Precipitation is closely related to various hydrometeorological phenomena, such as runoff and evapotranspiration. In Korean Peninsula, observing rainfall intensity using weather radar and rain gauge network is dominating due to their accurate, intuitive and precise detecting power. However,since these methods are not suitable at ungauged regions, rainfall detection using satellite is required. Satellite-based rainfall data has coarse spatial resolution (10 km, 25 km), and has a limited range of usage due to its reliability of data. The aim of this study is to obtain finer scale precipitation. Especially, to make the applicability of satellite higher at ungauged regions, 10 km satellite-based rainfall data was downscaled to 1 km data using MODerate Resolution Imaging Spectroradiometer (MODIS) based cloud property. Downscaled precipitation was verified in urban region, which has complex topographical and environmental characteristics. Correlation coefficient was similar in summer (+0), decreased in spring (-0.08) and autumn (-0.01), and increased in winter (+0.04) season compared to Global Precipitation Measurement (GPM) based precipitation. Downscaling without calibration using in situ data could be useful in areas where rain gauge system is not sufficient or ground observations are rarely available.

Geophysical surveys for delineation of leachate flows from AMD and buried rock wastes in Kwangyang abandoned mine (광양 폐광산의 산성광산배수의 유동경로 및 폐광석 탐지를 위한 지구물리탐사)

  • 김지수;한수형;윤왕중;김대화;이경주;최상훈;이평구
    • Economic and Environmental Geology
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    • v.36 no.2
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    • pp.123-131
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    • 2003
  • Geophysical surveys(electrical resistivity, self-potential, seismic refraction, GPR) were conducted to investigate the physical properties of the subsurface, and to delineate the flow channel of leachate from a AMD(acid mine drainage), buried rock wastes and tailings, and drainage pipes at an abandoned mine(Kwangyang mine). Especially in rainy season the sites appear to be abundant in AMD leachate, characterized by electrical conductivities of 0.98-1.10 ms/S. Electrical resistivity sections indicate that the leachate flows running in two directions at southern part rise up through the narrow fracture zones at the central part and contaminates the surrounding soil and stream. Such schematic features at the anomalous zone are well correlated with negative peaks in self-potential data, the limited penetration depth in GPR data and low velocity zone in seismic refraction data. Shallow high-resistivity zone is associated with the buried rock wastes which cause the diffractions in GPR image. In addition, the events at depth of approximately 1-1.25 m in GPR sections must be the metal pipes through which AMD is drained off to the inner bay.

Satellite Image Analysis of Convective Cell in the Chuseok Heavy Rain of 21 September 2010 (2010년 9월 21일 추석 호우와 관련된 대류 세포의 위성 영상 분석)

  • Kwon, Tae-Yong;Lee, Jeong-Soon
    • Korean Journal of Remote Sensing
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    • v.29 no.4
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    • pp.423-441
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    • 2013
  • On 21 September 2010, one of Chuseok holidays in Korea, localized heavy rainfalls occurred over the midwestern region of the Korean peninsula. In this study MTSAT-2 infrared and water vapor channel imagery are examined to find out some features which are obvious in each stage of the life cycle of convective cell for this heavy rain event. Also the kinematic and thermodynamic features probably associated with them are investigated. The first clouds related with the Chuseok heavy rain are detected as low-level multicell cloud (brightness temperature: $-15{\sim}0^{\circ}C$) in the middle of the Yellow sea at 1630~1900 UTC on 20 Sept., which are probably associated with the convergence at 1000 hPa. Convective cells are initiated in the vicinity of Shantung peninsula at 1933 UTC 20, which have developed around the edge of the dark region in water vapor images. At two times of 0033 and 0433 UTC 21 the merging of two convective cells happens near midwestern coast of the peninsula and then they have developed rapidly. From 0430 to 1000 UTC 21, key features of convective cell include repeated formation of secondary cell, slow horizontal cloud motion, persistence of lower brightness temperature ($-75{\sim}-65^{\circ}C$), and relatively small cloud size (${\leq}-50^{\circ}C$) of about $30,000km^2$. Radar analysis showed that this heavy rain is featured by a narrow line-shaped rainband with locally heavy rainrate (${\geq}50$ mm/hr), which is located in the south-western edge of the convective cell. However there are no distinct features in the associated synoptic-scale dynamic forcing. After 1000 UTC 21 the convective cell grows up quickly in cloud size and then is dissipated. These satellite features may be employed for very short range forecast and nowcasting of mesoscale heavy rain system.

Application of RAIDOM for Rainfall-Runoff Simulation (레이더영상 디지털변환(RAIDOM)의 강우-유출모의 적용성 연구)

  • Oh, Kyoung-Doo;Lee, Soon-Cheol;Ahn, Won-Sik;Choi, Byong-Gyu;Kang, Tae-Ho
    • Proceedings of the Korea Water Resources Association Conference
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    • 2008.05a
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    • pp.684-688
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    • 2008
  • 레이더 강우와 관련한 대부분의 연구나 실무적용이 제한을 받는 이유는 레이더 반사도 등의 원시자료를 획득하기가 어려울 뿐만 아니라 이를 처리하여 수문해석에 적용하는 과정이 간단하지 않기 때문이다. 이를 해결하기 위하여 다음과 같은 내용을 연구하였다. (1) 레이더 영상자료를 실용적으로 활용하기 위한 '레이더 영상 디지털 변환법(RAIDOM)'을 연구 개발하였다. 또한 오프라인상에서도 기상청 레이더 합성 CAPPI 이미지 자료를 디지털 강우자료로 직접 변환할 수 있는 방법을 제시하였다. 이러한 기술은 앞으로 레이더 강우 연구와 레이더 강우의 활용성을 넓히는데 크게 기여할 것으로 기대된다. (2) RAIDOM 레이더 강우와 연계한 분포형 강우유출모형을 구축하였다. 본 연구에서는 DEM, 토지피복도, 토양도로부터 분포형 강우-유출모형의 매개변수를 산정하는 방법을 상세히 연구하여 제시하였다. 이러한 연구결과는 앞으로 분포형 강우유출모형에 대한 연구와 활용성을 넓히는데 기여할 것으로 기대된다. (3) 주요 관측 레이더 호우사상을 이용하여 RAIDOM 강우와 구축된 분포형 모형의 적용성을 검증하였다. 이를 위하여 먼저 강우유출자료가 체계적으로 관리되고 있는 평창강 국제수문개발계획(IHP) 시범유역의 자료를 이용하여 모형의 매개변수 보정을 수행하였다. 강우 전 하천의 기저유량과 유역의 초기함수조건을 제외한 나머지 매개변수는 유역특성을 나타내는 인자들이므로 모든 강우사상에 대하여 일정한 것으로 가정하여 매개변수 보정을 수행하였다. 6개 주요 호우사상에 대하여 보정한 결과 4개의 호우사상에 대하여 강우-유출과정을 거의 완벽하게 재현하였으며, 2개의 호우사상에 대해서는 수문곡선의 상승과 하강은 비교적 일치하나 첨두부에서 다소차이가 발생하였다. (4) 보정된 분포형 모형을 2006년 7월에 발생한 국지성 집중호우와 한강유역 중상류지역에 걸쳐 큰 홍수량을 발생시킨 2개의 호우사상에 대하여 레이더 강우자료를 적용하여 검토하였다. 검토결과 임진강유역 3개 수위관측소와 우이천수위관측소 및 중랑교수위관측소에서 모의된 홍수수문곡선은 실측치와 잘 일치하는 것으로 나타나 본 연구에서 제시한 RAIDOM과 이를 적용한 분포형 모형이 강우유출 모의를 위하여 활용될 수 있음을 보여주었다. 앞으로 태풍에 수반된 강우와 장마전선 등을 포함한 다양한 유형의 여러 가지 강우에 대한 적용을 통하여 모형의 검증과 보완을 수행하여 RAIDOM 레이더 강우와 분포형 강우유출모형을 연계한 홍수 예보 시스템으로 발전시켜 나갈 예정이다.

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불국사 석탑의 지반 특성에 대한 지구물리탐사

  • Seo, Man-Cheol;O, Jin-Yong;Choe, Hui-Su
    • Journal of the Korean Geophysical Society
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    • v.5 no.2
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    • pp.143-151
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    • 2002
  • Bulku temple in the city of Kyungju, Korea, built in 791 and reconstructed in the 20th century, is the home of seven national treasures including two three-story stone pagodas, Dabotap (height 10.4m, width 7.4m, weight 123.2ton) and Seokgatap (height 10.8m, width 4.4m, weight 82.3 ton). An earlier archaeological investigation shows that stone pagodas have experienced severe weathering process which will threaten their stability. At the base part of Dabotap, an offset of the stone alignment is also observed. For the purpose of the structural safety diagnosis of two pagodas, we introduce the nondestructive geophysical methods. Site characteristics around the pagodas are determined by the measurement of multiple properties such as seismic velocity, resistivity, image of GPR(ground-penetrating radar). Near the pagodas, the occurrence of high resistivity (up to 2200 Ωm) is obvious whereas their outskirts have as low as 200 Ωm. For the velocity of the P wave, the site of Dabotap has the range of 500~800 m/s which is higher than counterpart of Seokgatap with the velocity of 300~500m/s, indicating the solider stability of Dabotap site. Consequently, in addition to GPR images, the foundation boundaries beneath each stone pagodas are revealed. The Dabotap site is in the form of an octagon having 6-m-long side with the depth of ~4m, whereas the Seokgatap site the 9m × 10m rectangle with the depth of 3m. These subsurface structures appear to reflect the original foundations constructed against the stone load of ~8 ton/㎡. At the subsurface beneath the northeast of each pagoda, low seismic velocity as well as low resistivity is prominent. It is interpreted to represent the weak underground condition.

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