• Title/Summary/Keyword: 다중밴드

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Attention Gated FC-DenseNet for Extracting Crop Cultivation Area by Multispectral Satellite Imagery (다중분광밴드 위성영상의 작물재배지역 추출을 위한 Attention Gated FC-DenseNet)

  • Seong, Seon-kyeong;Mo, Jun-sang;Na, Sang-il;Choi, Jae-wan
    • Korean Journal of Remote Sensing
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    • v.37 no.5_1
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    • pp.1061-1070
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    • 2021
  • In this manuscript, we tried to improve the performance of the FC-DenseNet by applying an attention gate for the classification of cropping areas. The attention gate module could facilitate the learning of a deep learning model and improve the performance of the model by injecting of spatial/spectral weights to each feature map. Crop classification was performed in the onion and garlic regions using a proposed deep learning model in which an attention gate was added to the skip connection part of FC-DenseNet. Training data was produced using various PlanetScope satellite imagery, and preprocessing was applied to minimize the problem of imbalanced training dataset. As a result of the crop classification, it was verified that the proposed deep learning model can more effectively classify the onion and garlic regions than existing FC-DenseNet algorithm.

A Dynamically Segmented DCT Technique for Grid Artifact Suppression in X-ray Images (X-ray 영상에서 그리드 아티팩트 개선을 위한 동적 분할 기반 DCT 기법)

  • Kim, Hyunggue;Jung, Joongeun;Lee, Jihyun;Park, Joonhyuk;Seo, Jisu;Kim, Hojoon
    • KIPS Transactions on Software and Data Engineering
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    • v.8 no.4
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    • pp.171-178
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    • 2019
  • The use of anti-scatter grids in radiographic imaging has the advantage of preventing the image distortion caused by scattered radiation. However, it carries the side effect of leaving artifacts in the X-ray image. In this paper, we propose a grid line suppression technique using discrete cosine transform(DCT). In X-ray images, the grid lines have different characteristics depending on the shape of the object and the area of the image. To solve this problem, we adopt the DCT transform based on a dynamic segmentation, and propose a filter transfer function for each individual segment. An algorithm for detecting the band of grid lines in frequency domain and a band stop filter(BSF) with a filter transfer function of a combination of Kaiser window and Butterworth filter have been proposed. To solve the blocking effects, we present a method to determine the pixel values using multiple structured images. The validity of the proposed theory has been evaluated from the experimental results using 140 X-ray images.

A Study on Monitoring the Land Surface Temperature Changes Caused by Constructions of Rainwater Villages Using the Multi-temporal Landsat-8 Satellite Images (다중시기 Landsat-8 위성영상을 활용한 빗물마을 조성 사업에 의한 지표면 온도 변화 모니터링에 관한 연구)

  • CHOUNG, Yun-Jae;YU, Ki-Kwang;LEE, Yong Ik
    • Journal of the Korean Association of Geographic Information Studies
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    • v.23 no.1
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    • pp.30-40
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    • 2020
  • Monitoring the urban environmental changes caused by the urban regeneration project is necessary for evaluating the effect of the various types of urban regeneration projects that have been carried out in Seoul, South Korea. However, there is few available data and professional expert for evaluating the effect of these urban regeneration projects. This research evaluated the effect of the construction of rainwater village in Jangwi-dong area, constructed through the Seoul urban regeneration project, by utilizing the land surface temperatures derived from the multi-temporal Landsat-8 satellite images through the following steps. In the first step, the land surface temperature images were generated using the multispectral bands of the Landsat-8 satellite images. In the final step, the effect of constructing the rainwater villages was assessed by calculating the seasonal LST statistics for Jangwi-dong area, its neighbor area and entire Seoul area. The experimental results led the following conclusion: the construction of rainwater villages did not have the significant effect on the land surface temperature changes in Jangwi-dong area.

Extraction of 3D Building Information by Modified Volumetric Shadow Analysis Using High Resolution Panchromatic and Multi-spectral Images (고해상도 전정색 영상과 다중분광 영상을 활용한 그림자 분석기반의 3차원 건물 정보 추출)

  • Lee, Taeyoon;Kim, Youn-Soo;Kim, Taejung
    • Korean Journal of Remote Sensing
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    • v.29 no.5
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    • pp.499-508
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    • 2013
  • This article presents a new method for semi-automatic extraction of building information (height, shape, and footprint location) from monoscopic urban scenes. The proposed method is to expand Semi-automatic Volumetric Shadow Analysis (SVSA), which can handle occluded building footprints or shadows semi-automatically. SVSA can extract wrong building information from a single high resolution satellite image because SVSA is influenced by extracted shadow area, image noise and objects around a building. The proposed method can reduce the disadvantage of SVSA by using multi-spectral images. The proposed method applies SVSA to panchromatic and multi-spectral images. Results of SVSA are used as parameters of a cost function. A building height with maximum value of the cost function is determined as actual building height. For performance evaluation, building heights extracted by SVSA and the proposed method from Kompsat-2 images were compared with reference heights extracted from stereo IKONOS. The result of performance evaluation shows the proposed method is a more accurate and stable method than SVSA.

A Multi-Polarization Reconfigurable Microstrip Antenna Using PIN Diodes (PIN 다이오드를 이용한 다중 편파 재구성 마이크로스트립 안테나)

  • Song, Taeho;Lee, Youngki;Park, Daesung;Lee, Seokgon;Kim, Hyoungjoo;Choi, Jaehoon
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
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    • v.24 no.5
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    • pp.492-501
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    • 2013
  • In this paper, a multi polarization reconfigurable microstrip antenna that can be used selectively for four polarizations(vertical polarization, horizontal polarization, right hand circular polarization, left hand circular polarization) at the S-band is presented. The proposed antenna consists of four PIN diodes and a microstrip patch with a cross slot and a circular slot and is fed by utiliting electromagnetic coupling between the microstrip patch and the feed line. The proposed antenna has a DC bias network to supply DC voltage to each PIN diode and the polarization can be determined by controlling the ON /OFF states of four PIN diodes. The fabricated antenna has a VSWR below 2 in the vertical polarization(3.17~3.21 GHz), the horizontal polarization(3.16~3.20 GHz), the left hand circular polarization (3.08~3.19 GHz), and the right hand circular polarization(3.10~3.2 GHz) frequency bands. The designed antenna has the cross polarization level higher than 20 dB, a gain over 5 dBi for the linear polarization states, and 3 dB axial ratio bandwidth wider than 50 MHz in the circular polarization states.

The Study on Optimal Image Processing and Identifying Threshold Values for Enhancing the Accuracy of Damage Information from Natural Disasters (자연재해 피해정보 산출의 정확도 향상을 위한 최적 영상처리 및 임계치 결정에 관한 연구)

  • Seo, Jung-Taek;Kim, Kye-Hyun
    • Spatial Information Research
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    • v.19 no.5
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    • pp.1-11
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    • 2011
  • This study mainly focused on the method of accurately extracting damage information in the im agery change detection process using the constructed high resolution aerial im agery. Bongwha-gun in Gyungsangbuk-do which had been severely damaged from a localized torrential downpour at the end of July, 2008 was selected as study area. This study utilized aerial im agery having photographing scale of 30cm gray image of pre-disaster and 40cm color image of post-disaster. In order to correct errors from the differences of the image resolution of pre-/post-disaster and time series, the prelim inary phase of image processing techniques such as normalizing, contrast enhancement and equalizing were applied to reduce errors. The extent of the damage was calculated using one to one comparison of the intensity of each pixel of pre-/post-disaster im aged. In this step, threshold values which facilitate to extract the extent that damage investigator wants were applied by setting difference values of the intensity of pixel of pre-/post-disaster. The accuracy of optimal image processing and the result of threshold values were verified using the error matrix. The results of the study enabled the early exaction of the extents of the damages using the aerial imagery with identical characteristics. It was also possible to apply to various damage items for imagery change detection in case of utilizing multi-band im agery. Furthermore, more quantitative estimation of the dam ages would be possible with the use of numerous GIS layers such as land cover and cadastral maps.

청색과 녹색 GaN계 LED 및 LD소자를 이용한 자발 발광 시 효율 감소 현상에 대한 연구

  • Jeong, Gyu-Jae;Lee, Jae-Hwan;Han, Sang-Hyeon;Lee, Seong-Nam
    • Proceedings of the Korean Vacuum Society Conference
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    • 2014.02a
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    • pp.311-311
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    • 2014
  • III-N계 물질로 이루어진 GaN 기반의 광 반도체는 직접 천이형 넓은 밴드갭 구조를 갖고 있기 때문에 적외선부터 가시광선 및 자외선까지를 포함한 폭 넓은 발광파장 조절이 가능하여 조명 및 디스플레이 관련 차세대 광원으로 많은 관심을 받고 있다. 하지만, GaN기반의 발광 다이오드는 많은 연구기관들의 오랜 연구에도 불구하고 고출력을 내는데 있어 여전히 많은 문제들이 존재한다. 그 중, 주입전류 증가에 따른 효율감소 현상은 출력을 저해하는 대표적인 요소로 알려져 있는데, 이전의 연구 결과에서 알려진 효율감소 현상의 원인으로 결정결함에 의한 누설전류, Auger 재결합, 이송자 넘침 현상 그리고 p-n접합부의 온도 상승 등의 현상이 알려져 있다 [1-2]. 하지만 여전히 주입 전류 증가에 따른 효율 감소 현상의 원인에 대해 명확한 해답은 없으며 아직도 많은 논의가 이루어 지고 있다. 따라서, 본 연구에서는 GaN기반의 청색 및 녹색 LD와 LED소자를 이용하여 주입전류 밀도의 변화에 따른 자발 발광 영역에서의 효율감소 현상의 원인을 규명하고 한다. 유기금속화학증착법(MOCVD)를 이용하여 c면 사파이어 위에 서로 다른 발광파장을 가지는 InGaN/GaN 다중양자우물구조의 질화물계 LED와 LD 박막을 제작하였으며 성장 구조에 의한 특성으로 인해 발생하는 효율 저하 현상을 방지하고자 InGaN/GaN으로 이루어진 다중양자우물층의 조성만 제어하여 청색과 녹색으로 발광하도록 하였다. 청색 및 녹색 LD 웨이퍼들을 이용하여 주입전류 증가에 따른 발광특성을 조사하기 위해 LD와 LED는 표준 팹 공정에 의해 제작되었다. 전계 발광 측정을 위해 상온에서 직류 전류를 주입하여 GaN계 청색 및 녹색 LED와 LD에 각 5 mA/cm2에서 50 mA/cm2까지 전류밀도를 증가시킴에 따라 LD 및 LED칩 형태에 상관없이 청색 LD와 LED의 파장은 약 465nm에서 약 458nm로 감소하였고 녹색 LD와 LED의 파장은 약 521nm에서 약 511~513 nm까지 단파장화가 발생했다. 이는 동일한 웨이퍼에 동일한 전류 밀도를 주입하였기 때문에 발생하는 것으로 판단된다. 그러나, 청색 LED의 효율은 50 mA/cm2에서 약 70%정도로 감소하고 반면 녹색 LED의 경우 동일한 전류밀도 하에 약 52%정도로 감소하였지만, 청색과 녹색 LD의 경우 동일한 전류 밀도의 범위 내에서 더욱 낮은 효율저하 현상을 나타내었다. 또한, 접합 온도를 측정한 바 청색소자가 녹색 소자에 비하여 낮은 접합 온도를 나타낼 뿐아니라, 청색 및 녹색 LD의 경우 LED 보다 낮은 접합 온도를 나타내고 있었다. 이는 InGaN 활성층의 In 조성이 증가할수록 비발광 센터에 의한 접합온도 상승 뿐 아니라, LD ridge 구조에서 더 많은 열이 방출되어 접합 온도가 감소될 수 있는 것으로 판단된다. 우리는 동일한 웨이퍼에 LED와 LD를 제작하였고, 동일한 전류 주입밀도를 인가하였기 때문에 LD와 LED의 효율 감소 현상의 차이는 이송자 넘침 현상, 결정 결함, 오제 재결합 등이 원인보다 활성층의 접합 온도 상승이 가장 큰 영향이 될 수 있을 것으로 판단된다.

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Multiphonon relaxation and frequency upconversion of $Er^{3+}$ ions in heavy metal oxide glasses ($Er^{3+}$첨가 중금속 산화물 유리의 다중포논 완화와 주파수 상향 전이 현상)

  • Choi, yong-Gyu;Kim, Kyong-Hon;Heo, Jong
    • Korean Journal of Optics and Photonics
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    • v.9 no.4
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    • pp.221-226
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    • 1998
  • Ternary heavy metal oxide glasses in the $PbO-Bi_2O_3-Ga_2O_3$ system doped with $Er_2O_3$ were prepared and their spectroscopic properties, such as radiative transition probability, calculated and measured radiative lifetimes and cross-sections of 1.5 $\mu\textrm{m}$ and 2.7 $\mu\textrm{m}$ emissions were analyzed. Enhanced quantum efficiencies of some electronic transitions were evident mainly because of the low vibrational phonon energy ($~500cm^{-1}$) inherent in the host glasses. This seems to be the main reason for obtaining the 2.7 $\mu\textrm{m}$ luminescence which is normally quenched in the conventional oxide glasses. In addition, green and red fluorescence emissions were observed through the frequency upconversion processes of the 798 nm excitation. Non-radiative transition due to the multiphonon relaxation is a dominant lifetime-shortening mechanism in the 4f-4f transitions in $Er^{3+}$ ion except for the $^4S_{3/2}{\rightarrow}^4I_{15/2}$ transition where a non-radiative transfer to band-gap excitation of the host glasses is dominant. Melting of glasses under an inert gas atmosphere and (or) addition of the typical glass-network former into glasses is necessary in order to enhance the quantum efficiency of the transition.

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Current Status of Hyperspectral Remote Sensing: Principle, Data Processing Techniques, and Applications (초분광 원격탐사의 특성, 처리기법 및 활용 현용)

  • Kim Sun-Hwa;Ma Jung-Rim;Kook Min-Jung;Lee Kyu-Sung
    • Korean Journal of Remote Sensing
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    • v.21 no.4
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    • pp.341-369
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    • 2005
  • Hyperspectral images have emerged as a new and promising remote sensing data that can overcome the limitations of existing optical image data. This study was designed to provide a comprehensive review on definition, data processing methods, and applications of hyperspectral data. Various types of airborne, spaceborne, and field hyperspectral image sensors were surveyed from the available literatures and internet search. To understand the current status of hyperspectral remote sensing technology and research development, we collected several hundreds research papers from international journals (IEEE Transactions on Geoscience and Remote Sensing, International Journal of Remote Sensing, Remote Sensing of Environment and AVIRIS Workshop Proceedings), and categorized them by sensor types, data processing techniques, and applications. Although several hyperspectral sensors have been developing, AVIRIS has been a primary data source that the most hyperspectral remote sensing researches were relied on. Since hyperspectral data have very large data volume with many spectral bands, several data processing techniques that are particularly oriented to hyperspectral data have been developed. Although atmospheric correction, spectral mixture analysis, and spectral feature extraction are among those processing techniques, they are still in experimental stage and need further refinement until the fully operational adaptation. Geology and mineral exploration were major application in early stage of hyperspectral sensing because of the distinct spectral features of rock and minerals that could be easily observed with hyperspectral data. The applications of hyperspectral sensing have been expanding to vegetation, water resources, and military areas where the multispectral sensing was not very effective to extract necessary information.

A Method to Improve Matching Success Rate between KOMPSAT-3A Imagery and Aerial Ortho-Images (KOMPSAT-3A 영상과 항공정사영상의 영상정합 성공률 향상 방법)

  • Shin, Jung-Il;Yoon, Wan-Sang;Park, Hyeong-Jun;Oh, Kwan-Young;Kim, Tae-Jung
    • Korean Journal of Remote Sensing
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    • v.34 no.6_1
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    • pp.893-903
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    • 2018
  • The necessity of automatic precise georeferencing is increasing with the increase applications of high-resolution satellite imagery. One of the methods for collecting ground control points (GCPs) for precise georeferencing is to use chip images obtained by extracting a subset of an image map such as an ortho-aerial image, and can be automated using an image matching technique. In this case, the importance of the image matching success rate is increased due to the limitation of the number of the chip images for the known reference points such as the unified control point. This study aims to propose a method to improve the success rate of image matching between KOMPSAT-3A images and GCP chip images from aerial ortho-images. We performed the image matching with 7 cases of band pair using KOMPSAT-3A panchromatic (PAN), multispectral (MS), pansharpened (PS) imagery and GCP chip images, then compared matching success rates. As a result, about 10-30% of success rate is increased to about 40-50% when using PS imagery by using PAN and MS imagery. Therefore, using PS imagery for image matching of KOMPSAT-3A images and aerial ortho-images would be helpful to improve the matching success rate.