• Title/Summary/Keyword: 위성 군집

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Reconstruction of 3D Building Model from Satellite Imagery Based on the Grouping of 3D Line Segments Using Centroid Neural Network (중심신경망을 이용한 3차원 선소의 군집화에 의한 위성영상의 3차원 건물모델 재구성)

  • Woo, Dong-Min;Park, Dong-Chul;Ho, Hai-Nguyen;Kim, Tae-Hyun
    • Korean Journal of Remote Sensing
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    • v.27 no.2
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    • pp.121-130
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    • 2011
  • This paper highlights the reconstruction of the rectilinear type of 3D rooftop model from satellite image data using centroid neural network. The main idea of the proposed 3D reconstruction method is based on the grouping of 3D line segments. 3D lines are extracted by 2D lines and DEM (Digital Elevation Map) data evaluated from a pair of stereo images. Our grouping process consists of two steps. We carry out the first grouping process to group fragmented or duplicated 3D lines into the principal 3D lines, which can be used to construct the rooftop model, and construct the groups of lines that are parallel each other in the second step. From the grouping result, 3D rooftop models are reconstructed by the final clustering process. High-resolution IKONOS images are utilized for the experiments. The experimental result's indicate that the reconstructed building models almost reflect the actual position and shape of buildings in a precise manner, and that the proposed approach can be efficiently applied to building reconstruction problem from high-resolution satellite images of an urban area.

Parallel Processing of K-means Clustering Algorithm for Unsupervised Classification of Large Satellite Imagery (대용량 위성영상의 무감독 분류를 위한 K-means 군집화 알고리즘의 병렬처리)

  • Han, Soohee
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.35 no.3
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    • pp.187-194
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    • 2017
  • The present study introduces a method to parallelize k-means clustering algorithm for fast unsupervised classification of large satellite imagery. Known as a representative algorithm for unsupervised classification, k-means clustering is usually applied to a preprocessing step before supervised classification, but can show the evident advantages of parallel processing due to its high computational intensity and less human intervention. Parallel processing codes are developed by using multi-threading based on OpenMP. In experiments, a PC of 8 multi-core integrated CPU is involved. A 7 band and 30m resolution image from LANDSAT 8 OLI and a 8 band and 10m resolution image from Sentinel-2A are tested. Parallel processing has shown 6 time faster speed than sequential processing when using 10 classes. To check the consistency of parallel and sequential processing, centers, numbers of classified pixels of classes, classified images are mutually compared, resulting in the same results. The present study is meaningful because it has proved that performance of large satellite processing can be significantly improved by using parallel processing. And it is also revealed that it easy to implement parallel processing by using multi-threading based on OpenMP but it should be carefully designed to control the occurrence of false sharing.

A Study on the Correction of Shadow Effects in High Resolution Satellite Images: Approach on the using Samples (고해상도 위성영상의 그림자 효과 보정에 관한 연구 - 표본을 통한 접근 -)

  • 윤아영
    • Proceedings of the KGS Conference
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    • 2004.05a
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    • pp.104-104
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    • 2004
  • 본 연구는 고해상도 위성영상에서 나타나는 그림자 효과를 보정하여 공간정보 획득을 향상하는데 목적이 있다. 이를 위한 방법으로 그림자 효과를 받은 화소와 그렇지 않은 화소의 군집을 표본으로. 사용하여 그림자 효과를 보정하는 방법을 제시한다. 표본은 그림자 효과를 받은 화소와 그렇지 않은 화소를 대상으로 각기 생성된다. (중략)

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Introduction of Military Nanosatellite Communication System Using Anti-Jamming and Low Probability of Detection (LPD) Waveforms (항재밍/저피탐 웨이브폼이 적용된 군 초소형 위성 통신체계 소개)

  • Ju Hyung Lee;Hae-Won Park;Kil Soo Jeong
    • Journal of Space Technology and Applications
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    • v.3 no.2
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    • pp.144-153
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    • 2023
  • The existing military satellite communication system was based on geostationary satellites equipped with special communication payloads against enemy's jamming and signal reception. With the advent of new weapon systems such as unmanned systems, the need for low-orbit satellite-based communication system is increasing. This paper introduces various waveform technologies suitable for cube satellite-based communication system and the operational concept of a future military nanosatellite communication system.

Development of Drag Augmentation Device for Post Mission Disposal of Nanosatellite (초소형위성의 폐기 기동을 위한 항력 증대 장치 개발)

  • Kim, Ji-Seok;Kim, Hae-Dong
    • Journal of Space Technology and Applications
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    • v.2 no.1
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    • pp.1-12
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    • 2022
  • In this paper, we described the development of a drag augmentation device for nanosatellite. Recently, space industry has entered the New Space era, and barriers to entry into Low Earth Orbit (LEO) for artificial objects such as small rockets and nanosatellite mega constellations have been significantly lowered. As a result, the number of space debris is increasing exponentially, and it is approaching as a major threat to satellite currently in operation as well as satellites to be launched in near future. To prevent this, international organizations like Inter-Agency Space Debris Coordination Committee (IADC) have been proposed space debris mitigation guidelines. The Korea Aerospace Research Institute (KARI) conducted KARI Rendezvous & Docking demonstration SATellite (KARDSAT) project, the first nanosatellites for rendezvous and docking technology demonstration in Korea, and we also developed drag augmentation device for KARDSAT Target nanosatellite that complied with the international guideline of post-mission disposal.

A Study on Reliability Optimal Design of Satellite system(Based on MSC System's structure of KOMPSAT-2) (인공위성 시스템의 신뢰도 최적 설계에 관한 연구(아리랑위성 2호의 MSC 시스템 구조를 중심으로))

  • Kim, Heung-Seob;Jeon, Geon-Wook
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.39 no.12
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    • pp.1150-1159
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    • 2011
  • Reliability is defined as a probability that a system will operate properly for a specified period of time under the design operating conditions without failure. Reliability-Redundancy Optimization Problem(RROP) involves selection of components with multiple choices, redundancy levels and redundancy strategy(Active or Standby) for maximizing system reliability with constraints such as cost, weight, etc. Based on the design configuration of Multi-Spectral Camera(MSC) system of KOMPSAT-2, the mathematical programming model for RROP is suggested in this study. Due to the nature of RROP, i.e. NP-hard problem, Parallel Particle Swarm Optimization(PPSO) algorithm is proposed to solve it. The result of the numerical experiment for RROP is presented as instance of recommended design configuration at some mission time.

A Edge Detection Method using The Fuzzy Function in Satellite Remote Sensing Image (위성탐사 영상에서 퍼지함수를 이용한 윤곽선 추출기법)

  • 전영준;김진일
    • Proceedings of the Korea Multimedia Society Conference
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    • 2000.04a
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    • pp.178-183
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    • 2000
  • 본 연구는 위성탐사 이미지에서 탑재 센서가 갖는 한계인 공간해상도의 문제를 퍼지함수의 정의를 이용하여 해석하는 방법을 제안한다. 이는 한 화소(SPOT 의 HRV의 경우 20 m$\times$20m)에 포함된 혼합정보들의 내용을 예측할 수 있으며, 대비되는 화소 군집들간에서의 윤곽선 추출이 가능해진다. 본 연구의 결과는 Landsat TM 위성이미지에서 강 유역의 경계선과 교량의 중앙선 추출에 적용시켜 보았으며 ,만족할 만한 결과를 보였다.

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Extraction of rectangular boundaries from areial image data (위성영상에서의 건물 윤곽선 검출 알고리즘)

  • Huyen, Nguyen Thi Bich;Kim, Tae-Hyun;Kim, Dong-Chul
    • Proceedings of the KIEE Conference
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    • 2009.07a
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    • pp.1907_1908
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    • 2009
  • 본 논문은 위성사진 데이터에서 경계선 추출에 대한 새로운 알고리즘을 제안한다. 새로운 알고리즘은 조각 선소들을 연결하기 위하여 몇 가지의 Heuristics를 사용하고, CNN(Centroid Neural Network)을 이용해 선소들을 군집화 하는 방법을 제시한다. 제안된 새로운 알고리즘은 실제의 위성영상 데이터에 대한 실험을 통해 그 유용성이 확인 되었다.

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New Space Response and Industrialization Strategy for Micro & Small Satellites ((초)소형위성의 New Space 대응 및 산업화 전략)

  • Seo, Inho;Jeong, Hyun-Jae
    • Journal of Space Technology and Applications
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    • v.1 no.2
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    • pp.256-267
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    • 2021
  • In this paper, the New Space characteristics and response of micro & small satellite, and space industrialization strategy using domestic technologies are described. Recently, micro & small satellites are developed worldwide, including Starlink, having the characteristics of low-cost, light-weight and satellite constellation. Therefore, it is necessary to prepare for the constellation operation by considering the use of Commercial Off-The-Shelf (COTS) parts, satellite weight, shape and mass production. In particular, it is necessary to develop Multi Input Multi Output (MIMO) technology in consideration of the frequency interference during constellation operation, and to prepare and make efforts to secure frequencies in the government. Among the commercial-grade memories of Samsung Electronics and SK Hynix, the space-grade memory field using radiation tolerant memory and the high reliable packaging and space environment test technology has potential as a space industrialization strategy.

Extraction of Water Body Area using Micro Satellite SAR: A Case Study of the Daecheng Dam of South korea (초소형 SAR 위성을 활용한 수체면적 추출: 대청댐 유역 대상)

  • PARK, Jongsoo;KANG, Ki-Mook;HWANG, Eui-Ho
    • Journal of the Korean Association of Geographic Information Studies
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    • v.24 no.4
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    • pp.41-54
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    • 2021
  • It is very essential to estimate the water body area using remote exploration for water resource management, analysis and prediction of water disaster damage. Hydrophysical detection using satellites has been mainly performed on large satellites equipped with optical and SAR sensors. However, due to the long repeat cycle, there is a limitation that timely utilization is impossible in the event of a disaster/disaster. With the recent active development of Micro satellites, it has served as an opportunity to overcome the limitations of time resolution centered on existing large satellites. The Micro satellites currently in active operation are ICEYE in Finland and Capella satellites in the United States, and are operated in the form of clusters for earth observation purposes. Due to clustering operation, it has a short revisit cycle and high resolution and has the advantage of being able to observe regardless of weather or day and night with the SAR sensor mounted. In this study, the operation status and characteristics of micro satellites were described, and the water area estimation technology optimized for micro SAR satellite images was applied to the Daecheong Dam basin on the Korean Peninsula. In addition, accuracy verification was performed based on the reference value of the water generated from the optical satellite Sentinel-2 satellite as a reference. In the case of the Capella satellite, the smallest difference in area was shown, and it was confirmed that all three images showed high correlation. Through the results of this study, it was confirmed that despite the low NESZ of Micro satellites, it is possible to estimate the water area, and it is believed that the limitations of water resource/water disaster monitoring using existing large SAR satellites can be overcome.