• 제목/요약/키워드: aperture change

검색결과 123건 처리시간 0.029초

UNet기반 Sentinel-1 SAR영상을 이용한 수체탐지: 섬진강유역 대상으로 (Waterbody Detection Using UNet-based Sentinel-1 SAR Image: For the Seom-jin River Basin)

  • 이도이;박소련;서동주;김진수
    • 대한원격탐사학회지
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    • 제38권5_3호
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    • pp.901-912
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    • 2022
  • 전 세계적인 기후변화로 재해발생빈도가 증가하고 있으며, 국내에서도 이례적인 폭우 및 장마현상이 발생되고 있다. 이러한 기상이변현상은 가뭄, 홍수 등으로 이어져 2차피해를 유발할 수 있으므로 주기적인 모니터링과 신속한 탐지가 중요하다. 수체탐지를 위하여 광학영상을 활용한 연구가 지속적으로 이루어지고 있으나, 폭우를 동반하여 발생하는 홍수를 탐지하기 위해서는 구름의 영향으로 탐지하기 어렵다는 한계를 대변하기 위해 전천후 주야에 관계없이 관측가능한 합성개구레이더(synthetic aperture radar, SAR)를 활용한 연구가 필요하다. 본 연구에서는 개방데이터로서 24시간 이내에 수집 가능한 Sentinel-1 SAR 영상을 활용하여 최근 다양한 분야에서 활용되고 있는 딥러닝 알고리즘인 UNet을 적용하였다. 선행연구에서 SAR영상과 딥러닝 알고리즘을 이용하여 수체탐지 연구가 진행되고 있지만, 국내를 대상으로 소수의 연구만이 진행되었다. 따라서 SAR 영상의 딥러닝 적용가능성을 파악해보고자 UNet과 기존의 알고리즘인 임계값(thresholding) 방법을 비교하였으며, 5가지 지수와 Sentinel-2 normalized difference water index (NDWI)로 평가하였다. Intersect of union (IoU)로 정확도를 평가해 본 결과 UNet은 0.894, 임계값 방법은 0.699로 UNet의 정확도가 높은 것을 확인할 수 있었다. 본 연구를 통해 딥러닝 기반 SAR영상의 적용가능성을 확인할 수 있었으며, 고해상도의 SAR영상과 딥러닝 알고리즘을 적용한다면, 국내를 대상으로 주기적이고 정확한 수체의 변화탐지가 가능할 것이라 기대된다.

From Airborne Via Drones to Space-Borne Polarimetric- Interferometric SAR Environmental Stress- Change Monitoring ? Comparative Assessment of Applications

  • Boerner, Wolfgang-Martin;Sato, Motoyuki;Yamaguchi, Yoshio;Yamada, Hiroyoshi;Moon, Woo-Il;Ferro-Famil, Laurent;Pottier, Eric;Reigber, Andreas;Cloude, Shane R.;Moreira, Alberto;Lukowski, Tom;Touzi, Ridha
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2003년도 Proceedings of ACRS 2003 ISRS
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    • pp.1433-1435
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    • 2003
  • Very decisive progress was made in advancing fundamental POL-IN-SAR theory and algorithm development during the past decade. This was accomplished with the aid of airborne & shuttle platforms supporting single -to-multi-band multi-modal POL-SAR and also some POL-IN-SAR sensor systems, which will be compared and assessed with the aim of establishing the hitherto not completed but required missions such as tomographic and holographic imaging. Because the operation of airborne test-beds is extremely expensive, aircraft platforms are not suited for routine monitoring missions which is better accomplished with the use drones or UAVs. Such unmanned aerial vehicles were developed for defense applications, however lacking the sophistic ation of implementing advanced forefront POL-IN-SAR technology. This shortcoming will be thoroughly scrutinized resulting in the finding that we do now need to develop most rapidly POL-IN-SAR drone-platform technology especially for environmental stress-change monitoring with a great variance of applications beginning with flood, bush/forest-fire to tectonic-stress (earth-quake to volcanic eruptions) for real-short-time hazard mitigation. However, for routine global monitoring purposes of the terrestrial covers neither airborne sensor implementation - aircraft and/or drones - are sufficient; and there -fore multi-modal and multi-band space-borne POL-IN-SAR space-shuttle and satellite sensor technology needs to be further advanced at a much more rapid phase. The existing ENVISAT with the forthcoming ALOSPALSAR, RADARSAT-2, and the TERRASAT will be compared, demonstrating that at this phase of development the fully polarimetric and polarimetric-interferometric modes of operation must be viewed and treated as preliminary algorithm verification support modes and at this phase of development are still not to be viewed as routine modes.

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The Application of the Next-generation Medium Satellite C-band Radar Images in Environmental Field Works

  • Han, Hyeon-gyeong;Lee, Moungjin
    • 대한원격탐사학회지
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    • 제35권4호
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    • pp.617-623
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    • 2019
  • Numerous water disasters have recently occurred all over the world, including South Korea, due to global climate change in recent years. As water-related disasters occur extensively and their sites are difficult for people to access, it is necessary to monitor them using satellites. The Ministry of Environment and K-water plan to launch the next-generation medium satellite No. 5 (water resource/water disaster satellite) equipped with C-band synthetic aperture radar (SAR) in 2025. C-band SAR has the advantage of being able to observe water resources twice a day at a high resolution both day and night, regardless of weather conditions. Currently, RADARSAT-2 and Sentinel-1 equipped with C-band SAR achieve the purpose of their launch and are used in various environmental fields such as forest structure detection and coastline change monitoring, as well as for unique purposes including the detection of flooding, drought and soil moisture change, utilizing the advantages of SAR. As such, this study aimed to analyze the characteristics of the next-generation medium satellite No. 5 and its application in environmental fields. Our findings showed that it can be used to improve the degree of precision of existing environmental spatial information such as the classification accuracy of land cover map in environmental field works. It also enables us to observe forests and water resources in North Korea that are difficult to access geographically. It is ultimately expected that this will enable the monitoring of the whole Korean Peninsula in various environmental fields, and help in relevant responses and policy supports.

2 GHz대 마이크로스트립 안테나 설계에 관한 연구 (A Study on the Design of Microstrip Antenna in 2 GHz Band)

  • 고영혁
    • 한국전자파학회논문지
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    • 제10권1호
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    • pp.32-43
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    • 1999
  • 본 논문에서는 QMSA에 전기력선의 제한이 없도록 용량을 장하한 변형된 QMSA를 설계했다. 설계.제작 된 안테나는 2.0 GHz의 중심 주파수에서 5.7 %의 대역폭을 갖고 임의의 급전점 변화에 따라 대역폭과 공진 주파수의 변화를 보였다. 용량을 장하하기 위한 좌. 우측 평행 평판사이 넓은 스롯폭의 크기는 매우 넓은 대역폭을 갖기 때문에 광대역 통신 시스템에 응용휠 수 있다. 설계된 안테나의 방사 패턴 특성은 다이폴 구조와 개구연 구조 해석법을 기초로 하였다. 계산 결과, 상대적인 후방 방사는 -5dB 정도였다.

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Grounding Line Change of Ronne Ice Shelf, West Antarctica, from 1996 to 2015 Observed by using DDInSAR

  • Han, Soojeong;Han, Hyangsun;Lee, Hoonyol
    • 대한원격탐사학회지
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    • 제34권1호
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    • pp.17-24
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    • 2018
  • Grounding line of a glacier or ice shelf where ice bottom meets the ocean is sensitive to changes in the polar environment. Recent rapid changes of grounding lines have been observed especially in southwestern Antarctica due to global warming. In this study, ERS-1/2 and Sentinel-1A Synthetic Aperture Radar (SAR) image were interferometrically acquired in 1996 and 2015, respectively, to monitor the movement of the grounding line in the western part of Ronne Ice Shelf near the Antarctic peninsula. Double-Differential Interferometric SAR (DDInSAR) technique was applied to remove gravitational flow signal to detect grounding line from the interferometric phase due to the vertical displacement of the tide. The result showed that ERS-1/2 grounding lines are almost consistent with those from Rignot et al. (2011) which used the similar dataset, confirming the credibility of the data processing. The comparison of ERS-1/2 and Sentinle-1A DDInSAR images showed a grounding line retreat of $1.0{\pm}0.1km$ from 1996 to 2015. It is also proved that the grounding lines based on the 2004 MODIS Mosaic of Antarctica (MOA) images and digital elevation model searching for ice plain near coastal area (Scambos et al., 2017), is not accurate enough especially where there is a ice plain with no tidal motion.

인공위성 열지향오차 해석 (Thermal Pointing Error Analysis of Satellite)

  • 김선원;김진희;이장준;황도순
    • 한국위성정보통신학회논문지
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    • 제2권1호
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    • pp.21-26
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    • 2007
  • 탑재된 광학카메라 또는 영상레이더를 이용하여 지구관측 임무를 수행하는 저궤도 지구관측위성은 지상으로부터 수 백 km 고도의 궤도상에서 극심한 열하중을 받게 된다. 이로 인하여 구조체의 열변형이 발생하게 되고 결과적으로 구조체에 장착된 탑재체가 지상의 원하는 지점을 관측하지 못하는 문제점이 발생하게 된다. 이러한 열변형에 의한 탑재체의 지향방향의 변화를 열지향오차라고 한다. 열지향오차 해석은 열해석, 온도값 변환 및 구조해석의 세 단계로 수행된다. 본 논문에서는 열지향오차 해석을 통하여 위성의 임무수행 가능성을 기술하는것을 목적으로 하였다.

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Post-outburst observation of HBC722 in Pelican nebula

  • 양윤아;박원기;성현일;이상각;윤태석;이정은;강원석;박근홍;조동환
    • 천문학회보
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    • 제38권1호
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    • pp.59.1-59.1
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    • 2013
  • HBC722 (also known as LkHa 188-G4 and PTF 10qpf; A. Miller et al., 2011) is one of the FU Orionis-like young stellar objects which outbursted in August 2010 (Semkov et al., 2010). We have been monitoring the post-outburst phase of this object since November 2010 with Korean Astronomy and Space Science Institute Near Infrared Camera System (KASINICS), at Bohyunsan Optical Astronomy Observatory (BOAO). Four filters, J, H, Ks, and H2 band, were used for this observation. We did aperture photometry to find photometric variation. The light curve shows a long period brightness change. After decrease of the brightness, which was reported at the KAS 2011 fall meeting, HBC722 brightens up slowly now. However we cannot confirm any short period variations, previously reported by Green et al (2013), due to large scatters in the obtained light curve.

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CFT 구조용 초고강도 콘크리트의 충전성 평가를 위한 실험적 연구 (An Experimental Study on the Evaluation of the Compactness of Super-High Strength Concrete for CFT structure)

  • 이장환;황병준;김제섭;정근호;임남기;정상진
    • 한국콘크리트학회:학술대회논문집
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    • 한국콘크리트학회 2004년도 추계 학술발표회 제16권2호
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    • pp.517-520
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    • 2004
  • Concrete Filled steel Tube pipe structure is a rational type of structure that maximizes performance by combining the strong points of steel frame and concrete. In the structure, the confining effect of steel pipes increases the bearing power of infilled concrete and the strengthening of local bucking of steel pipes by infilled concrete increases the bearing power of members. and these result in the reduction of cross-sectional area and high transformation capacity. Moreover. the structure is economically efficient and widely applicable that it is used from super-high buildings to residential, business and apartment buildings. It enables the construction of multi-story buildings with long spans using columns of small cross-sectional area. In case of diaphragm, however, it is difficult to confirm the compactness of the closed inside of steel pipes. The present study examined the properties of super-high strength concrete over 80MPa by comparing it with 40MPa concrete through heat conductivity and length change tests based on a mixture ratio satisfying the mixture goal presented in the guideline for the design and construction of concrete-filled steel pipe structure. and evaluated the performance of super-high strength concrete according to the shape and size of the aperture ratio of diaphragm.

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Spatio temporal analysis of land subsidence due to declining groundwater levels in arid region of Pakistan using Sentinel-1 SAR imegery

  • Ahmad, Waqas;Kim, Dongkyun;Kim, Soohyun
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2017년도 학술발표회
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    • pp.192-192
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    • 2017
  • In this paper we showed the application of European Space Agency's C-band Sentinel-1 Synthetic Aperture Radar (SAR) imagery to identify land subsidence in a heavily groundwater pumping area. We used the repeat pass satellite interferometry method in combination with persistent scattering (PS) interferometric technique to generate and analyze twenty-eight interferograms for the period October 2014 to November 2016. The interferometry results show that land subsidence is more pronounced in the urban areas. Excessive groundwater pumping in the study area is believed to be the main reason for land subsidence. The results are compared with the subsidence rate measured by GPS as reported in other studies and with the mean change in total water storage field of GRACE solutions provided by the Jet Propulsion Laboratory (JPL), the German Research Centre for Geosciences (GFZ) and the Center for Space Research (CSR). The comparison shows persistently decreasing trends during the period of study. A strong reliance of the trend of land subsidence on the temporal decline in total water storage proposes that much of the land subsidence can be attributed to heavy pumping of the groundwater.

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Sentinel-1 SAR 센서 기반 고해상도 토양수분 산정 (Estimation of High Resolution Soil Moisture Based on Sentinel-1 SAR Sensor)

  • 김상우;이태화;신용철
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2019년도 학술발표회
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    • pp.141-141
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    • 2019
  • 토양수분은 수문 분석에 있어 매우 중요한 인자 중 하나이며 최근 기후변화로 인한 가뭄, 홍수 및 산불발생과 같은 물 관련 재해 발생에 직 간접적으로 영향을 미치기 때문에 지표 토양수분산정은 매우 중요하다. Sentinel-1 SAR(Synthetic Aperture Radar)는 능동형 위성으로 10m의 공간해상도로 제공되기 때문에 기존의 토양수분 전용위성인 SMOS(Soil Moisure and Ocean Salinity), SMAP(Soil Moisture Active Passive) 및 GCOM-W1(Global Change Observation Mission Water) 등 다르게 고해상도 토양수분 산정이 가능하다. 그러나 Sentinel-1 SAR 센서에서는 고해상도 지표 관측 이미지 자료만 제공하며, 토양수분 자료를 직접적으로 제공하지 않는다. 따라서 본 연구에서는 2018년도 Sentinel-1 A/B IW(Interferometric Wide swath) 모드의 VH(Vertical Transmit - Horizontal Receive) 편파 영상과 Sentinel-1 SAR 위성자료 전처리 도구인 SNAP(Sentinel Application Platform)을 이용하여 후방산란계수를 산정하였으며, 산정된 후 방산란계수와 농촌진흥청에서 제공하는 65개 지점의 실측 TDR(Time Domain Reflectrometry) 토양수분의 관계를 이용하여 회귀모형을 도출 및 토양수분 공간분포를 산정하였다. 비록 불확실성은 어느정도 발생 하였으나, 전체적으로 TDR 관측값과 $10m{\times}10m$ 해상도의 Sentinel-1 SAR 기반 토양수분이 일치하는 경향을 보였다. 본 연구 결과는 수문, 농업, 산림, 재해 등 다양한 분야에 활용될 수 있을 것으로 판단된다.

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