• Title/Summary/Keyword: 공간보간

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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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Applicability Analysis of Measurement Data Classification and Spatial Interpolation to Improve IUGIM Accuracy (지하공간통합지도의 정확도 향상을 위한 계측 데이터 분류 및 공간 보간 기법 적용성 분석)

  • Lee, Sang-Yun;Song, Ki-Il;Kang, Kyung-Nam;Kim, Wooram;An, Joon-Sang
    • Journal of the Korean Geotechnical Society
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    • v.38 no.10
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    • pp.17-29
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    • 2022
  • Recently, the interest in integrated underground geospatial information mapping (IUGIM) to ensure the safety of underground spaces and facilities has been increasing. Because IUGIM is used in the fields of underground space development and underground safety management, the up-to-dateness and accuracy of information are critical. In this study, IUGIM and field data were classified, and the accuracy of IUGIM was improved by spatial interpolation. A spatial interpolation technique was used to process borehole data in IUGIM, and a quantitative evaluation was performed with mean absolute error and root mean square error through the cross-validation of seven interpolation results according to the technique and model. From the cross-validation results, accuracy decreased in the order of nonuniform rational B-spline, Kriging, and inverse distance weighting. In the case of Kriging, the accuracy difference according to the variogram model was insignificant, and Kriging using the spherical variogram exhibited the best accuracy.

Image Magnification Using Median Filter and Spatial Variation (메디안 필터와 공간 변화량을 이용한 영상 확대)

  • Kwak, Nae-Joung
    • The Journal of the Korea Contents Association
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    • v.7 no.9
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    • pp.72-80
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    • 2007
  • Image magnification is the estimation of a few pixel in images with high quality from a pixel of an image with low resolution and there have been studied many techniques to make images with high quality. In this paper, we propose an image interpolation method using median filter and spatial information. The proposed method makes an interpolating pixel using an average value of a median filtered value and an average value of two pixels correlated with an interpolating pixel tightly. Also we make the magnified image with improved quality to add the directional information of surrounding pixels and the characteristic of ones using average value and max value of spatial variation. We evaluate the performance using PSNR in the quality of enlarged image comparing the proposed method with existing methods. The results show the proposed method improves PSNR than the existing methods and make images preserving the characteristic of original imges.

Generation of Interpolated Precipitation Data using ArcGIS Model Builder in Not Covered Area of Climate Change Scenario (ArcGIS Model Builder를 이용한 기후변화시나리오 강수누락지역의 보간강수량 생성)

  • Jang, Dong Woo;Park, Hyo Seon;Jung, Ji Seong;Cho, Sung Yoon
    • Proceedings of the Korea Water Resources Association Conference
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    • 2015.05a
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    • pp.518-518
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    • 2015
  • 이 연구에서는 ESRI사의 ArcGIS 프로그램을 이용하여, 한반도 남한지역 중 기후변화시나리오에 의한 강수량이 제공되지 않는 해안선지역에 대해 기후변화시나리오를 이용하여 장래 강수량을 생성할 수 있는 모형을 개발하였다. 기상청에서 제공하는 기후변화 시나리오에 의한 장래강수데이터의 경우 복잡한 해안선지역에 대해 장래 강수데이터를 제공하고 있지 않기 때문에 최근의 지형도를 적용하여 기상청에서 제공하지 않는 지역에 대해 보완격자를 생성하고, 공간보간 기법을 이용하여 이를 해결할 수 있다. 1km 격자단위의 강수데이터를 생성하기 위하여 GIS내에 여러 툴(tools)의 기능을 단계적으로 모형화하여 순서화된 작업을 자동적으로 수행할 수 있는 model builder를 사용하였다. 데이터 변환작업을 위한 전처리, 데이터 보간 추출 기능과 공간보간기법을 적용하여 기후변화 시나리오가 적용된 데이터누락지역에서의 장래 강수예측데이터를 생성할 수 있도록 하였다. 기상청에서 제공하는 RCP 8.5 시나리오를 이용하였고, 일부 해안선과 섬 지역에 대해 장래강수량을 생성할 수 있는 보간기법이 적용된 모형으로 한반도 남한지역 중 강수자료가 제공되지 않는 총 4,186개의 격자에 대해 적합한 공간보간기법을 선택하여, 일단위 및 월단위 강수자료를 생산할 수 있도록 하였다. 기상청에서 제공하는 강수데이터의 경우 'ASCII' 파일 형식으로 기후변화 데이터를 제공하기 때문에 사용자가 별도의 프로그램을 이용하여 강수예측자료를 얻어야 하는 문제가 있다. 강수예측자료를 텍스트파일 형태로 사용자가 원하는 좌표를 선택 한 후 데이터를 추출할 수 있도록 격자화하여 저장되도록 하였다.

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A Duvall Beamformer with Spatial Interpolation to Solve Coherent Interferences Problem (코히어런트 간섭문제 해결을 위한 공간보간 Duvall 빔형성기)

  • Yun, Dong-Hyeon;Han, Dong-Seok;Go, Gwang-Sik;Jo, Myeong-Je
    • Journal of the Institute of Electronics Engineers of Korea SP
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    • v.39 no.1
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    • pp.77-86
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    • 2002
  • This paper proposes a modified Duvall beamformer performing spatial smoothing with spatial interpolation. In the proposed beamformer, virtual array signals are generated by spatial interpolation between each neighbor array elements, then all signals are used to perform spatial smoothing. The proposed beamformer overcomes the loss of degrees of freedom caused by spatial smoothing by forming subarrays with interpolated signals. Mathematical description shows that the proposed beamformer can restore the rank of away covariance matrix. Accordingly, the proposed beamformer can minimize the loss of degrees of freedom. Simulation results show that the proposed beamformer can remove all coherent interferences while conventional beamformers cannot.

Applying Spitz Trace Interpolation Algorithm for Seismic Data (탄성파 자료를 이용한 Spitz 보간 알고리즘의 적용)

  • Yang Jung Ah;Suh Jung-Hee
    • Geophysics and Geophysical Exploration
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    • v.6 no.4
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    • pp.171-179
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    • 2003
  • In land and marine seismic survey, we generally set receivers with equal interval suppose that sampling interval Is too narrow. But the cost of seismic data acquisition and that of data processing are much higher, therefore we should design proper receiver interval. Spatial aliasing can be occurred on seismic data when sampling interval is too coarse. If we Process spatial aliasing data, we can not obtain a good imaging result. Trace interpolation is used to improve the quality of multichannel seismic data processing. In this study, we applied the Spitz algorithm which is widely used in seismic data processing. This algorithm works well regardless of dip information of the complex underground structure. Using prediction filter and original traces with linear event we interpolated in f-x domain. We confirm our algorithm by examining for some synthetic data and marine data. After interpolation, we could find that receiver intervals get more narrow and the number of receiver is increased. We also could see that continuity of traces is more linear than before Applying this interpolation algorithm on seismic data with spatial aliasing, we may obtain a better migration imaging.

The Analysis of Soil Salinity in Saemangeum Agricultural Land using Spatial Analysis Method (공간분석 기법을 활용한 새만금 농업용지 토양 염도 분석)

  • KIM, Young-Joo;LEE, Geun-Sang
    • Journal of the Korean Association of Geographic Information Studies
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    • v.22 no.3
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    • pp.37-50
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    • 2019
  • In this study, we analyzed the soil salinity of Saemangeum agricultural land using GIS spatial interpolation method. Dominant soils series of experimental sites were Munpo (coarseloamy, mixed, non-acid, mesic, typically fluvaquents), which was based on the fluvio-marine deposit. Soil samples were periodically collected at 0~20cm and 20~40cm layer from each site. First, the distribution characteristics of EC, ESP, and SAR according to spatial interpolation were analyzed using 142 sample points. Through the error analysis of 143 validation points, the IDW method for EC and SAR, and the Kriging interpolation method for ESP were selected as the optimal interpolation method. Using the optimal interpolation method, the characteristics of EC, ESP, and SAR were analyzed for the change of soil salinity from 2014 to 2016. As a result, EC, ESP and SAR were decreased by 0.26mg/L, 5.97mg/L and 0.73mg/L respectively due to the dilution effect caused by rainfall.

Integration of Categorical Data using Multivariate Kriging for Spatial Interpolation of Ground Survey Data (현장 조사 자료의 공간 보간을 위한 다변량 크리깅을 이용한 범주형 자료의 통합)

  • Park, No-Wook
    • Spatial Information Research
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    • v.19 no.4
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    • pp.81-89
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    • 2011
  • This paper presents a multivariate kriging algorithm that integrates categorical data as secondary data for spatial interpolation of sparsely sampled ground survey data. Instead of using constant mean values in each attribute of categorical data, disaggregated local mean values at target grid points are first estimated by area-to-point kriging and then are used as local mean values in simple kriging with local means. This algorithm is illustrated through a case study of spatial interpolation of a geochemical copper element with geological map data. Cross validation results indicates that the presented algorithm leads to significant respective improvement of 15% and 25% in prediction capability, compared with univariate ordinary kriging and conventional simple kriging with constant mean values. It is expected that the multivariate kriging algorithm applied in this study would be effectively applied for spatial interpolation with categorical data.

Effects of Spatial Resolution on PSO Target Detection Results of Airplane and Ship (항공기와 선박의 PSO 표적탐지 결과에 공간해상도가 미치는 영향)

  • Yeom, Jun Ho;Kim, Byeong Hee;Kim, Yong Il
    • Journal of Korean Society for Geospatial Information Science
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    • v.22 no.1
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    • pp.23-29
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    • 2014
  • The emergence of high resolution satellite images and the evolution of spatial resolution facilitate various studies using high resolution satellite images. Above all, target detection algorithms are effective for monitoring of traffic flow and military surveillance and reconnaissance because vehicles, airplanes, and ships on broad area could be detected easily using high resolution satellite images. Recently, many satellites are launched from global countries and the diversity of satellite images are also increased. On the contrary, studies on comparison about the spatial resolution or target detection, especially, are insufficient in domestic and foreign countries. Therefore, in this study, effects of spatial resolution on target detection are analyzed using the PSO target detection algorithm. The resampling techniques such as nearest neighbor, bilinear, and cubic convolution are adopted to resize the original image into 0.5m, 1m, 2m, 4m spatial resolutions. Then, accuracy of target detection is assessed according to not only spatial resolution but also resampling method. As a result of the study, the resolution of 0.5m and nearest neighbor among the resampling methods have the best accuracy. Additionally, it is necessary to satisfy the criteria of 2m and 4m resolution for the detection of airplane and ship, respectively. The detection of airplane need more high spatial resolution than ship because of their complexity of shape. This research suggests the appropriate spatial resolution for the plane and ship target detection and contributes to the criteria of satellite sensor design.

Study on Real Time Color Gamut Mapping Using Tetrahedral Interpolation (사면체 보간을 이용한 실시간 색역폭 사상)

  • Kwon, Do-Hyung;Lee, Hak-Sung;Han, Dong-Il
    • Proceedings of the KIEE Conference
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    • 2005.07d
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    • pp.2864-2866
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    • 2005
  • 색역폭 사상은 디스플레이 장치간의 색재현성 차이를 보정하기 위한 기법이다. 본 논문에서는 사면체 보간에 의한 실시간 색역폭 사상을 제안하고자 한다. 기존의 제안된 육면체 보간 방식에 비해 이 논문에서 제안된 사면체 보간(tetrahedral interpolation) 방법은 색공간의 분할을 통해 분할된 각각의 사면체 색 공간에서 색역폭 사상이 수행됨으로서 왜곡이 감소되고 육면체 보간이 8개의 룩업테이블을 사용하는데 비해 4개의 룩업 테이블을 사용함으로서 실시간 처리속도의 향상과 하드웨어의 구현 시 비용절감을 기대할 수가 있다.

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