• Title/Summary/Keyword: 복사보정

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Machine Learning-based Atmospheric Correction for Sentinel-2 Images Using 6SV2.1 and GK2A AOD (6SV2.1과 GK2A AOD를 이용한 기계학습 기반의 Sentinel-2 영상 대기보정)

  • Seoyeon Kim;Youjeong Youn;Jonggu Kang;Yemin Jeong;Soyeon Choi;Yungyo Im;Youngmin Seo;Chan-Won Park;Kyung-Do Lee;Sang-Il Na;Ho-Yong Ahn;Jae-Hyun Ryu;Yangwon Lee
    • Korean Journal of Remote Sensing
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    • v.39 no.5_3
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    • pp.1061-1067
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    • 2023
  • In this letter, we simulated an atmospheric correction for Sentinel-2 images, of which spectral bands are similar to Compact Advanced Satellite 500-4 (CAS500-4). Using the second simulation of the satellite signal in the solar spectrum - vector (6SV)2.1 radiation transfer model and random forest (RF), a type of machine learning, we developed an RF-based atmospheric correction model to simulate 6SV2.1. As a result, the similarity between the reflectance calculated by 6SV2.1 and the reflectance predicted by the RF model was very high.

The Influence of the Landscaping Shade Materials' Porosity on the Mean Radiant Temperature(MRT) of Summer Outdoors (조경용 차양 재료의 공극률이 하절기 옥외공간 평균복사온도에 미치는 영향)

  • Lee, Chun-Seok;Ryu, Nam-Hyung
    • Journal of the Korean Institute of Landscape Architecture
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    • v.45 no.2
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    • pp.60-67
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    • 2017
  • The purpose of this study was to evaluate the influence of landscaping shade materials' porosity on the Mean Radiant Temperature (MRT) of summer outdoors. The MRTs were measured under seven different types of black membranes with holes of 8mm diameter at different intervals applied on the top of wooden boxes, and compared with those of four additional control plots with or without shade and lateral boxes. The applied porosities were 0.5, 1, 2, 4, 8, 16%, and 32%, and three groups of three shades were compared sequentially from August 13 to September 8, 2016. The MRTs under the shade without lateral block, no shade with lateral block, and shade with lateral block were $33.08^{\circ}C$, $45.80^{\circ}C$, and $42.3^{\circ}C$, respectively, while that of no-shaded no-lateral screen was $44.26^{\circ}C$, based on records from 11:00 AM to 3:00 PM on the days with a peak globe temperature higher than $30^{\circ}C$. An ANCOVA analysis showed that the MRTs under the shades with 0.5, 1, 2, 4, 8, 16%, and 32% porosities were calculated as 43.40, 43.10, 41.49, 40.43, 39.61, $37.91^{\circ}C$, and $38.12^{\circ}C$, respectively, while that in the no shaded control box was $45.8^{\circ}C$. The curve fitted between MRTs and the porosity showed a U-shaped quadratic function with the minimum MRT at 16% practically or 22.5% statistically.

A Basic Study for the Retrieval of Surface Temperature from Single Channel Middle-infrared Images (단일 밴드 중적외선 영상으로부터 표면온도 추정을 위한 기초연구)

  • Park, Wook;Lee, Yoon-Kyung;Won, Joong-Sun;Lee, Seung-Geun;Kim, Jong-Min
    • Korean Journal of Remote Sensing
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    • v.24 no.2
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    • pp.189-194
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    • 2008
  • Middle-infrared (MIR) spectral region between 3.0 and $5.0\;{\mu}m$ in wavelength is useful for observing high temperature events such as volcanic activities and forest fire. However, atmospheric effects and sun irradiance in day time has not been well studied for this MIR spectral band. The objectives of this basic study is to evaluate atmospheric effects and eventually to estimate surface temperature from a single channel MIR image, although a typical approach utilize split-window method using more than two channels. Several parameters are involved for the correction including various atmospheric data and sun-irradiance at the area of interest. To evaluate the effect of sun irradiance, MODIS MIR images acquired in day and night times were used for comparison. Atmospheric parameters were modeled by MODTRAN, and applied to a radiative transfer model for estimating the sea surface temperature. MODIS Sea Surface Temperature algorithm based upon multi-channel observation was performed in comparison with results from the radiative transfer model from a single channel. Temperature difference of the two methods was $0.89{\pm}0.54^{\circ}C$ and $1.25{\pm}0.41^{\circ}C$ from the day-time and night-time images, respectively. It is also shown that the emissivity effect has by more largely influenced on the estimated temperature than atmospheric effects. Although the test results encourage using a single channel MR observation, it must be noted that the results were obtained from water body not from land surface. Because emissivity greatly varies on land, it is very difficult to retrieval land surface temperature from a single channel MIR data.

A Study on Chamber Wall Effect in the Satellite Thermal Balance Test (위성 열평형 시험에서 챔버 벽 영향에 관한 연구)

  • Kim, Dong-Un;Jang, Yeong-Geun
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.34 no.12
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    • pp.90-95
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    • 2006
  • The wall of thermal vacuum chamber which is used for the satellite thermal balance test doesn't absorb satellite's IR emission perfectly and reflects some part of that. It is estimated that small thermal vacuum chamber has relatively larger wall effect than the big one. The small thermal vacuum chamber is required for the small satellite test to reduce the test cost. A quantitative analysis was carried out to investigate the chamber wall effect. As a result, temperature errors caused by chamber wall effect was calculated, and the temperature data acquired in the thermal balance test have been compensated. By defining the optimized area ratio between chamber surface and satellite surface area, the baseline to be able to determine the minimum size of thermal vacuum chamber was established to minimize the wall effect. Also, theoretical analysis about transparent material coating which can reduce the chamber wall effect is conducted.

Comparison of Differences on Microclimatic Factors and Human Thermal Sensation between in situ Measurement and Computer Modeling (실측과 컴퓨터 모델링을 통한 미기후 요소 및 인간 열환경지수의 차이 비교 분석)

  • Park, Sookuk;Kong, Hak-Yang;Kang, Hoon
    • Ecology and Resilient Infrastructure
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    • v.7 no.1
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    • pp.43-52
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    • 2020
  • For investigating restriction in the use of computer modeling results without adjusting them with measured data, this study analyzed and compared microclimatic aspects and human thermal sensation between in situ measurement and computer modeling using ENVI-met in and around a small urban park of downtown Changwon in May, 2012. In the results, ENVI-met underestimated air temperatures and wind speeds than the measured ones and overestimated relative humidities. In the radiation analysis, ENVI-met overestimated solar radiation from the sky hemisphere and terrestrial radiation from the ground hemisphere and underestimated terrestrial radiation from the sky hemisphere. Also, the differences of mean radiant temperatures with the measured ones reached up to 19.6℃ which could create an 1.2 PMV difference. ENVI-met overestimated up to 2.3 PMV and 4℃ UTCI at 12:00. The difference was shown clearly in PMV than in UTCI. Therefore, when computer modeling is used in urban microclimate and human thermal sensation (comfort) studies the modeling results should be compared with measured data and adjusted adequately to adopt the results to urban and landscape planning and design.

Relationship Analysis between Topographic Factors and Land Surface Temperature from Landsat 7 ETM+ Imagery (Landsat 7 ETM+ 영상에서 얻은 지표온도와 지형인자의 상관성 분석)

  • Lee, Jin-Duk;Bhang, Kon Joon;Han, Seung Hee
    • The Journal of the Korea Contents Association
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    • v.12 no.11
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    • pp.482-491
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    • 2012
  • Because the satellite imagery can detect the radiative heat from the surface using the thermal IR (TIR) channel, there have been many efforts to verify the relationship between the land surface temperature (LST) and urban heat island. However, the relationship between geomorphological characteristics like surface aspects and LST is relatively less studied. Therefore, the geomorphological elements, for example, surface aspects and surface slopes, are considered to evaluate their effects on the change of the surface temperature distribution using the Landsat 7 ETM+ TIR channel and the possibility of the image to detect anthropogenic heat from the surface. We found that the surface aspect is ignorable but the surface slope with the sun elevation influences on the surface temperature distribution. Also, the radiative heat from the surface to the atmosphere could not be accurately recorded by the satellite image due to the surface slope but the slope correction process used in this study could correct the surface temperature under slope condition and the slope correction, in fact, was not influenced on the average temperature of the surface. The possibility of the anthropogenic heat detection from the surface from the satellite imagery was verified as well.

Estimation of Flood Discharge using Satellite-derived Rainfall in Abroad Watershed (위성강우를 이용한 해외 유역 홍수량 추정)

  • Kim, Joo Hun;Choi, Yun Seok;Kim, Kyeong Tak
    • Proceedings of the Korea Water Resources Association Conference
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    • 2017.05a
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    • pp.250-250
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    • 2017
  • 글로벌 위성 기반의 강수량 관측에 대한 역사는 1979년에 Arkin의 의해 제안된 IR방법에 의해 위성으로부터 강우자료를 유도하는 개념이 도입된 이후 1987년 해양에서의 비교적 정확한 강수량 추정이 가능한 다중 채널의 마이크로파(MW) 복사계를 이용한 방법으로 위성강수 추정에 대한 연구가 활발히 진행되었다. 이후 두 IR과 MW를 혼합한 방법에서, 또다시 1997년 TRMM위성의 PR(Precpipitation Radar)의 레이더를 이용하는 방법, 그리고 2014년 GPM 핵심 위성(GPM Core Observatory)에 탑재된 Dual PR에 의한 방법으로 위성강수의 정확도를 매우 높여가고 있다. 본 연구는 KOICA 사업으로 진행중인 모로코 세부강 유역 홍수방지 마스터플랜 사업에서 모로코 세부강 유역의 2010년 홍수사상에 대한 위성강우 및 지상계측 일일자료를 이용하여 홍수유출량을 추정하는 것으로 목적으로 하고 있다. 모로코 세부강(Oued Sebou) 유역은 모로코의 서북부에 위치하며 유역면적은 한강유역과 유사한 $38,380km^2$이고 하천연장은 450km로 모로코 국토면적의 약 7% 정도를 차지하며 모로코 농업생산의 중심지역이고 유역의 기후 및 기상 특성은 겨울철 온난다습하고 여름에 고온 건조한 지중해성 기후를 나타내며, 연강수량은 400mm이상으로 보고하고 있다(이산 등, 2015). 유역내 49개 관측소의 일일 강우량 자료를 분석한 결과 2000년부터 2010년까지의 유역 산술평균 강수량은 607.1mm/yr로 분석되었고, 2010년 가장 많은 강수를 기록한 지역은 Jbel oudka로 1874.1mm/yr였고, 가장 적은 강수량을 기록한 지역은 Allal Al Fassi - Barrage로 289.9mm/yr로 나타났다. 2010년 홍수가 발생한 시기인 2009년 12월 19일부터 2010년 1월 18일까지의 1시간 간격의 위성강우자료와 1일 관측 지상계측자료를 합성하여 위성보정강우량을 추정하였다. 보정 방법은 순위상관방법을 적용하였다. 사용한 모형은 일본 ICHARM에서 개발한 IFAS와 한국건설기술연구원의 MapWindow 기반 GRM 모형(mwGRM)을 이용하였다. 모형의 적용 결과 세부강 유역 본류의 첨두유출량은 $6,010m^3/s$(mwGRM)과 $5,878m^3/s$(IFAS)로 분석되었다. 향후 위성강우 및 지상계측 강우의 시계열적 정확도와 총강우량 등의 정확도 평가를 수행할 계획이다.

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Temperature Correction of Solar Radiation on Clear Sky Using by Modified Pyranometer (특수일사계를 이용한 맑은 날 일사량의 온도 보정)

  • Zo, Il-Sung;Jeong, Myeong-Jae;Lee, Kyu-Tae;Jee, Joon-Bum;Kim, Bu-Yo
    • Journal of the Korean Solar Energy Society
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    • v.35 no.1
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    • pp.9-19
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    • 2015
  • Pyranometer have many uncertainty factors (sensitivity function, thermal offset, other spectral effect, geometric, environment, and equipment etc.) than pyrheliometer. The solution for most of the uncertainty factors have been researched, but the problem for thermal offset is being continued research so far. Under the clear sky, due to the thermal offset of pyranometer, the diffuse and global radiation have been negative value for the nighttime and lower value for the daytime, respectively. In order to understand the uncertainty of the thermal offset effect, solar radiation are observed and analyzed using Ji and Tsay method and data from modified pyranometer. As a result of performing temperature correction using the modified pyranometer, the slope (dome factor; k) and intercept ($r_0$) from a linear regression method are 0.064 and $3.457g{\cdot}m^{-2}{\cdot}k^{-1}$, respectively. And the solar radiation is decreased significantly due to the effect of thermal offset during nighttime. The solar radiation from modified pyranometer increased approximately 8% higher than its observed by general pyranometer during daytime. By the way, these results did not generalize because its result is for only single case in clear sky. Accordingly, it is to required for accurate results obtained by the various cases (clear, cloudy and rainy) with longterm observations.

A Study on Atmospheric Correction in Satellite Imagery Using an Atmospheric Radiation Model (대기복사모형을 이용한 위성영상의 대기보정에 관한 연구)

  • Oh, Sung-Nam
    • Atmosphere
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    • v.14 no.2
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    • pp.11-22
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    • 2004
  • A technique on atmospheric correction algorithm to the multi-band reflectance of Landsat TM imagery has been developed using an atmospheric radiation transfer model for eliminating the atmospheric and surface diffusion effects. Despite the fact that the technique of satellite image processing has been continually developed, there is still a difference between the radiance value registered by satellite borne detector and the true value registered at the ground surface. Such difference is caused by atmospheric attenuations of radiance energy transfer process which is mostly associated with the presence of aerosol particles in atmospheric suspension and surface irradiance characteristics. The atmospheric reflectance depend on atmospheric optical depth and aerosol concentration, and closely related to geographical and environmental surface characteristics. Therefore, when the effects of surface diffuse and aerosol reflectance are eliminated from the satellite image, it is actually corrected from atmospheric optical conditions. The objective of this study is to develop an algorithm for making atmospheric correction in satellite image. The study is processed with the correction function which is developed for eliminating the effects of atmospheric path scattering and surface adjacent pixel spectral reflectance within an atmospheric radiation model. The diffused radiance of adjacent pixel in the image obtained from accounting the average reflectance in the $7{\times}7$ neighbourhood pixels and using the land cover classification. The atmospheric correction functions are provided by a radiation transfer model of LOWTRAN 7 based on the actual atmospheric soundings over the Korean atmospheric complexity. The model produce the upward radiances of satellite spectral image for a given surface reflectance and aerosol optical thickness.

위성 영상 탑재체에 관련된 영상품질 인자의 특성

  • Cho, Young-Min
    • Aerospace Engineering and Technology
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    • v.1 no.2
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    • pp.66-74
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    • 2002
  • The characteristics of the satellite image quality parameters driven by satellite imaging instrument are investigated. Since the satellite image is directly produced by the satellite imaging instrument, the satellite image quality depends on the imager performance highly. This is why the imager performance parameters are considered as an important part of the satellite image quality parameters. The imager performance parameters consist of spectral band parameters, ground sample distance(GSD) parameters, swath width parameters, imager Modulation Transfer Function (MTF), imager Signal to Noise Ratio(SNR), radiometric response characteristics parameters, pixel registration, and imager calibration.

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