• Title/Summary/Keyword: Merging technique

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Digital Change Detection by Post-classification Comparison of Multitemporal Remotely-Sensed Data

  • Cho, Seong-Hoon
    • Korean Journal of Remote Sensing
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    • v.16 no.4
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    • pp.367-373
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    • 2000
  • Natural and artificial land features are very dynamic, changing somewhat repidly in our lifetime. It is important that such changes are inventoried accurately so that the physical and human processes at work can be more fully understood. Change detection is a technique used to determine the change between two or more time periods of a particular object of study. Change detection is an important process in monitoring and managing natural resources and urban development because it provides quantitative analysis of the spatial distribution in the population of interest. The purpose of this research is to detect environmental changes surrounding an area of Mountain Moscow, Idaho using Landsat Thematic Maper (TM) images of (July 8, 1990 and July 20, 1991). For accurate classification, the Image enhancement process was performed for improving the image quality of each image. A SPOT image (Aug. 14, 1992) was used for image merging in this research. Supervised classification was performed using the maximum likelihood method. Accuracy assessments were done for each classification. Two images were compared on a pixel-by-pixel basis using the post-classification comparison method that is used for detecting the changes of the study area in this research. The 'from-to' change class information can be detected by post classification comparison using this method and we could find which class change to another.

Performance of conditional merging spatial interpolation technique combining AMSR-E soil moisture and In-situ soil moisture data over the Korean peninsula (조건부 합성기법을 이용한 AMSR-E 토양수분과 지상관측 토양수분의 공간보간 성능 평가 : 한반도 전역에 대하여)

  • Lee, Jaehyeon;Choi, Minha;Cho, Eunsang;Kim, Dongkyun
    • Proceedings of the Korea Water Resources Association Conference
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    • 2015.05a
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    • pp.185-185
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    • 2015
  • 미계측 지역에서의 토양수분을 예측하기 위한 공간보간 기법으로 크리깅 방법과 조건부합성기법을 한반도에 적용하여 비교 분석하였다. 연구에 사용된 토양수분 자료는 2011년 5월 1일부터 2011년 9월 30일까지이며, Advanced Microwave Scanning Radiometer-Earth observing system(AMSR-E)의 위성관측 자료와 농촌진흥청에서 제공하는 지상관측 자료를 이용하였다. leave-one-out 교차검증 방법을 사용하여 공간보간 성능을 평가했고, 관측지점별 시계열 분석 결과 총 24개 관측지점 중 14개 관측지점에서 CM의 결과가 우세한 것으로 나타났다. 특정 관측일에 대해 예측 성능 분석 결과 총 113일 중 68일에 대해 CM의 결과가 우세한 것으로 나타났다. 각 관측지점의 예측 성능을 공간적으로 분석하기 위하여 관측소별 예측 성능 지도를 작성하여 공간적인 특성을 분석한 결과 관측소가 밀집되어있는 한반도의 서쪽지역에서 예측이 성능이 좋게 나왔다. 이러한 결과는 위성으로부터 관측된 토양수분 자료의 공간적인 특성을 고려하여 지상관측 자료와 합성하는 것이 토양수분의 공간적인 보간성능을 향상 시킬 수 있다는 것을 의미한다.

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Estimation of Precipitation in Ungaged Watershed using a Conditional Merging Technique Coupled with Different Interpolation Schemes (조건부 합성기법을 활용한 미계측유역의 강수 추정)

  • Kim, Tae-Jeong;Lee, Dong-Ryul;Kwon, Hyun-Han
    • Proceedings of the Korea Water Resources Association Conference
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    • 2017.05a
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    • pp.226-226
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    • 2017
  • 최근 국지성 집중호우 및 돌발홍수와 같은 급격한 기상변화로 인한 기상재해의 발생빈도가 증가함에 따라 고해상도의 기상레이더 강수자료를 사용한 수공학 분야의 연구가 활발하게 진행되고 있다. 레이더 강수자료를 수문분석에 활용하는 목적은 레이더 강수량이 제공하는 공간분포를 최대한 활용하는데 있다. 기상레이더는 광범위한 영역에 대하여 시공간적으로 연속적인 관측이 가능하므로 지상 강수자료에 비하여 고해상도의 강수자료를 확보하는데 이점이 있다. 본 연구에서는 고해상도의 레이더 강수자료의 공간분포 특성을 유지하면서 지상 강수자료의 양적특성을 유지할 수 있는 조건부 합성기법을 개발하였다. 레이더 강수자료와 지상 강수자료를 조건부 합성하기 위하여 널리 활용되고 있는 Kriging, 역거리 가중법 및 Spline 보간법을 적용하였다. 조건부 합성결과는 지상 강수패턴을 현실성 있게 재현하였다. 추가적으로 미계측 지점으로 간주하여 보간법에 적용되지 않은 강수자료와 조건부 합성기법 결과에 대하여 교차검증을 수행한 결과 조건부 합성기법을 통한 강수정보는 수문분석에 직접적으로 활용될 수 있는 가능성을 확인하였다. 본 연구결과를 향후 초단기 레이더 강수예측기법과 연계하여 수문모형의 입력 자료로 활용한다면 보다 진보된 수문해석이 가능할 것으로 판단된다.

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Performance of conditional merging spatial interpolation technique combining AMSR2 soil moisture and In-situ soil moisture data (조건부 합성기법을 이용한 AMSR2 토양수분과 지상관측 토양수분의 공간보간 성능 평가)

  • Lee, Jaehyeon;Choi, Minha;Kim, Dongkyun
    • Proceedings of the Korea Water Resources Association Conference
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    • 2016.05a
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    • pp.141-141
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    • 2016
  • 미계측 지역에서의 토양수분을 예측하기 위하여 조건부합성방법을 한반도에 적용하여 비교 분석하였다. 토양수분 자료는 농촌진흥청에서 제공하는 지상관측 자료와 GCOM-W1 위성의 Advanced Microwave Scanning Radiometer2 (AMSR2) 센서의 자료를 사용하였다. 위성관측 토양수분자료의 오차를 제거하기 위하여 지상관측자료에 정규화 하였고, 정규화된 위성관측 자료와 지상관측자료를 조건부합성 방법을 이용하여 합성하였다. 조건부 합성방법의 성능을 평가하기 위하여 leave-one-out 교차검증 방법을 사용하였고, 분석 결과 지상관측자료에 위성자료를 합성한 조건부합성방법이 지상관측자료만을 사용한 크리깅 방법에 비해 우세하게 나타났다. 또한 각 관측지점에서의 조건부합성 방법을 이용한 토양수분 예측 성능을 공간분포 시켜 지역적인 특성을 분석한 결과 관측소의 밀도와 지형적인 특성이 조건부합성방법의 성능에 영향을 미치는 것으로 나타났다. 본 연구의 결과는 원격탐사기법으로 관측된 토양수분 자료의 공간적인 특성을 고려하여 지상 관측 자료와 합성하는 것이 토양수분 공간보간성능을 향상 시킬 수 있다는 것을 의미한다.

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A Minimum Cost Model for Merging Production Process with Final Product Quality Constraints (최종품질제약하의 병합공정을 갖는 생산라인의 최소비용 모형)

  • 이경록;박명규
    • Journal of the Korea Safety Management & Science
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    • v.5 no.4
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    • pp.169-185
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    • 2003
  • Recently many researchers contributed to the understanding of Quality Control System, but the use of economics in the design of quality assurance system is limited in treatment of the relationship between the average incoming quality level (or average process quality level) of the incoming lot and the average outgoing quality level of this lot. In this study, a traditional concept of sampling inspection plan for the quality assurance system is extended to a consideration of economic aspects in total production system by representing and analyzing the effects between proceeding and succeeding production process including inspection process. This approach recognizes that the decision at each manufacturing process (or assembly process), is to be determined not only by the cost and the average outgoing quality level of that process, but also by the input parameters of the cost and the incoming quality to the succeeding process. By analyzing the effects of the average incoming and outgoing quality, manufacturing or assembly process quality level and sampling inspection plan on the production system, mathematical models and solution technique to minimize the total production cost for a general product manufacturing system with specified average outgoing quality limit are suggested.

GT-PSO- An Approach For Energy Efficient Routing in WSN

  • Priyanka, R;Reddy, K. Satyanarayan
    • International Journal of Computer Science & Network Security
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    • v.22 no.4
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    • pp.17-26
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    • 2022
  • Sensor Nodes play a major role to monitor and sense the variations in physical space in various real-time application scenarios. These nodes are powered by limited battery resources and replacing those resource is highly tedious task along with this it increases implementation cost. Thus, maintaining a good network lifespan is amongst the utmost important challenge in this field of WSN. Currently, energy efficient routing techniques are considered as promising solution to prolong the network lifespan where multi-hop communications are performed by identifying the most energy efficient path. However, the existing scheme suffer from performance related issues. To solve the issues of existing techniques, a novel hybrid technique by merging particle swarm optimization and game theory model is presented. The PSO helps to obtain the efficient number of cluster and Cluster Head selection whereas game theory aids in finding the best optimized path from source to destination by utilizing a path selection probability approach. This probability is obtained by using conditional probability to compute payoff for agents. When compared to current strategies, the experimental study demonstrates that the proposed GTPSO strategy outperforms them.

A Study on Infra-Technology of RCP Mobility System

  • Kim, Seung-Woo;Choe, Jae-Il;Im, Chan-Young
    • 제어로봇시스템학회:학술대회논문집
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    • 2004.08a
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    • pp.1435-1439
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    • 2004
  • Most recently, CP(Cellular Phone) has been one of the most important technologies in the IT(Information Tech-nology) field, and it is situated in a position of great importance industrially and economically. To produce the best CP in the world, a new technological concept and its advanced implementation technique is required, due to the extreme level of competition in the world market. The RT(Robot Technology) has been developed as the next generation of a future technology. Current robots require advanced technology, such as soft computing, human-friendly interface, interaction technique, speech recognition, object recognition etc. unlike the industrial robots of the past. Therefore, this paper explains conceptual research for development of the RCP(Robotic Cellular Phone), a new technological concept, in which a synergy effect is generated by the merging of IT & RT. RCP infra consists of $RCP^{Mobility}$ $RCP^{Interaction}$, $RCP^{Integration}$ technologies. For $RCP^{Mobility}$, human-friendly motion automation and personal service with walking and arming ability are developed. $RCP^{Interaction}$ ability is achieved by modeling an emotion-generating engine and $RCP^{Integration}$ that recognizes environmental and self conditions is developed. By joining intelligent algorithms and CP communication network with the three base modules, a RCP system is constructed. Especially, the RCP mobility system is focused in this paper. $RCP^{Mobility}$ is to apply a mobility technology, which is popular robot technology, to CP and combine human-friendly motion and navigation function to CP. It develops a new technological application system of auto-charging and real-world entertainment function etc. This technology can make a CP companion pet robot. It is an automation of human-friendly motions such as opening and closing of CPs, rotation of antenna, manipulation and wheel-walking. It's target is the implementation of wheel and manipulator functions that can give service to humans with human-friendly motion. So, this paper presents the definition, the basic theory and experiment results of the RCP mobility system. We confirm a good performance of the RCP mobility system through the experiment results.

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Dynamic Generation Methods of the Wireless Map Database using Generalization and Filtering (Generalization과 Filtering을 이용한 무선 지도 데이터베이스의 동적 생성 기법)

  • Kim, Mi-Ran;Choe, Jin-O
    • The KIPS Transactions:PartD
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    • v.8D no.4
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    • pp.367-376
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    • 2001
  • For the electronic map service by wireless, the existing map database cannot be used directly. This is because, the data volume of a map is too big to transfer by wireless and although the map is transferred successfully, the devices to display the map usually don’t have enough resources as the ones for desktop computers. It is also not acceptable to construct map database for the exclusive use of wireless service because of the vast cost. We propose new technique to generate a map for wireless service dynamically, from the existing map database. This technique includes the generalization method to reduce the map data volume and filtering method to guarantee that the data volume don’t exceed the limit of bandwidth. The generalization is performed in 3 steps :ㅁ step of merging the layers, a step of reducing the size of spatial objects, and a step of processing user interface. The filtering is performed by 2 module, counter and selector module. The counter module checks whether the data blume of generated map by generalization, exceeds the bandwidth limit. The selector module eliminates the excess objects and selects the rest, on the basis of distance.

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Three-dimensional QR Code Using Integral Imaging (집적 영상을 활용한 3차원 QR code)

  • Kim, Youngjun;Cho, Ki-Ok;Han, Jaeseung;Cho, Myungjin
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.20 no.12
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    • pp.2363-2369
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    • 2016
  • In this paper, we propose three-dimensional (3D) quick-response (QR) code generation technique using passive 3D integral imaging and computational integral imaging reconstruction technique. In our proposed method, we divide 2D QR code into 4 planes with different reconstruction depths and then we generate 3D QR code using synthetic aperture integral imaging and computational reconstruction. In this 3D QR code generation process, we use integral imaging which is one of 3D imaging technologies. Finally, 3D QR code can be scanned by reconstructing and merging 3D QR codes at 4 different planes with computational reconstruction. Therefore, the security level for QR code scanning may be enhanced when QR code is scanned. To show that our proposed method can improve the security level for QR code scanning, in this paper, we carry out the optical experiments and computational reconstruction. In addition, we show that 3D QR code can be scanned when reconstruction depths are known.

1:5000 Scale DSM Extraction for Non-approach Area from Stereo Strip Satellite Imagery (스테레오 스트립 위성영상을 이용한 비 접근지역의 1:5000 도엽별 DSM 추출 가능성 연구)

  • Rhee, Sooahm;Jung, Sungwoo;Park, Jimin
    • Korean Journal of Remote Sensing
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    • v.36 no.5_2
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    • pp.949-959
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    • 2020
  • In this paper, as a prior study related to the generation of topographic information using the CAS500-1/2 satellite, we propose a method of extraction DSM for each 1:5000 scaled map in North Korea using KOMPSAT-3A strip images. This technique is designed to set the processing area by receiving shape file, only to generate output for every 1:5000 scaled map. In addition, dense point clouds and the DSM were extracted by applying MDR, a robust stereo image matching technique. Considering that the strip images are input in the units of scenes, we attempted to extract a DSM by processing and merging multiple image pairs in one 1:5000 map area. As a result, it was possible to confirm the generation of an integrated DSM with minimal separation at the junction, and as a result of the accuracy analysis, it was confirmed that the accuracy was within 5m compared to GCP.