• Title/Summary/Keyword: Acuracy

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Improve Acuracy of Rardar Areal Rainfall using Artificial Neural Network (ANN을 이용한 Radar 면적강우량의 정확도 향상)

  • Kim, Young-Il;Choi, Gi-An;Kim, Tae-Soon;Heo, Jun-Haeng
    • Proceedings of the Korea Water Resources Association Conference
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    • 2009.05a
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    • pp.37-41
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    • 2009
  • 본 연구에서는 티센망을 이용한 면적강우량 산정방법의 대안으로서 최근 들어 수자원공학 분야에의 활용성이 커지고 있는 고해상도 기상레이더의 반사도자료(dBZ)를 활용하여 면적강우량을 산정하였다. 또한 이렇게 산정된 레이더 면적강우량을 티센망으로써 산정된 면적강우량과 비교하여 그 유용성을 판단하였다. 연구지역으로는 소양강댐 유역을 선정하였으며, 연구기간은 2008년 가장 강한 강우를 보였던 상위 5개의 사상을 선정하였다. 본 연구에서는 레이더 반사도를 강우강도로 변환시키는 과정은 인공신경망(artificial neural network, ANN) 중에서 일반적으로 널리 사용되고 있는 다층 퍼셉트론 인공신경망 모형을 적용하였다. 연구방법으로는 선택된 4개의 인자를 입력노드에 넣어 인공신경망을 학습시킨 후 연구지역 내 10개 AWS 지상관측소의 강우량을 추정하여 정확도를 비교 분석하였다. 이를 바탕으로 최종적으로 레이더 면적강우량을 산정하여 기존의 티센망을 이용한 면적강우량과 그 값을 비교하였다. 그 결과 인공신경망을 이용한 레이더 강우량의 경우, 평균제곱오차(mean square error, MSE) 및 상관계수(correlation coefficient, CC)가 매우 양호한 값을 보였다. 또한 유역 내 레이더 면적강우량이 티센망을 이용한 면적강우량에 비하여 약 $7%^{\sim}19%$ 정도 차이가 발생함을 확인하였으며, 레이더 면적강우량이 티센망을 이용한 면적강우량에 비하여 더 정확한 면적강우량을 산정할 수 있다고 판단된다.

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Updating of Digital Map using Digital Image and LIDAR (디지털 영상과 LIDAR 자료를 이용한 수치지도 갱신)

  • Yun, Bu-Yeol;Hong, Jung-Soo
    • Journal of the Korean Geophysical Society
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    • v.9 no.2
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    • pp.87-97
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    • 2006
  • LIDAR(Light Detection and Ranging) is a new technology for obtaining DEM(Digital Elevation Model)ewith high density and high point acuracy. As LIDAR emerged, DEM could be developed in the earthsurface more efficiently and more economically, compared to the conventional aerial photogrametry.In this study, a digital camera is simultaneously used in combined LIDAR surveying, and acquired digitial image and DEM produce digital orthoimage. In this process, methods of combining sensor andorthoimage, GCPs determined by GPS surveying are used. Two digital orthoimage are produced; onewith a few GCP and the other without them. The produced maps can be used to corect or revised1:1,000 or 1:5,000 scale maps acordingly.

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A Study on the Simulation of Beam Trajectory in the Electron-Gun by FDM using the Irregular Mesh (불균등 Mesh를 사용한 유한차분법에 의한 전자총의 Beam 궤적 Simulation에 관한 연구)

  • 김남호;정현열;이무용;정기호
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.16 no.8
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    • pp.719-731
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    • 1991
  • This paper introduces a relatively simple computer simulation method for analyzing trajectory of electron beam in cylindrical electrode of the CRT, which outputs the cutoff voltag, beam current, spot size and plots out the trajectory, rom the input data on physical construction and applied voltages of electron gun. In order to improve computing speed in obtaining potential distibution, the authors have ivided the space into seveal setos and allocated different mesh sizes epending on the acuracy required to each sector and applied the finite difference method in calculation. The plot of trajectoy obtained from the simulation provided useful insight into the focusing mechanism of the CRT. The computed and measured result including beam curent. spot sizs and cutoff voltages for several model guns have ageed within eperimental error. The simulation program enables the designer to compare the effects of varied electrode shpe without the epense of building an actual gun and may be appli in esigning and implementing the electron gun assemply.

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Treatment Planning and Dosimetry of Small Radiation Fields for Stereotactic Radiosurgery (Stereotactic Radiosurgery를 위한 소형 조사면의 선량측정)

  • Chu Sung Sil;Suh Chang Ok;Loh John J.K.;Chung Sang Sup
    • Radiation Oncology Journal
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    • v.7 no.1
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    • pp.101-112
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    • 1989
  • The treatment planning and dosimetry of small fields for stereotactic radiosurgery with 10 MV x-ray isocentrically mounted linear accelerator is presented. Special consideration in this study was given to the variation of absorbed dose with field size, the central axis percent depth doses and the combined moving beam dose distribution. The collimator scatter correction factors of small fields $(1\times1\~3\times3cm^2)$ were measured with ion chamber at a target chamber distance of 300cm where the projected fields were larger than the polystyrene buildup caps and it was calibrated with the tissue equivalent solid state detectors of small size (TLD, PLD, ESR and semiconductors). The central axis percent depth doses for $1\timesl\;and\;3\times3cm^2$ fields could be derived with the same acuracy by interpolating between measured values for larger fields and calculated zero area data, and it was also calibrated with semiconductor detectors. The agreement between experimental and calculated data was found to be under $2\%$ within the fields. The three dimensional dose planning of stereotactic focusing irradiation on small size tumor regions was performed with dose planning computer system (Therac 2300) and was verified with film dosimetry. The more the number of strips and the wider the angle of arc rotation, the larger were the dose delivered on tumor and the less the dose to surrounding the normal tissues. The circular cone, we designed, improves the alignment, minimizes the penumbra of the beam and formats ball shape of treatment area without stellate patterns. These dosimetric techniques can provide adequate physics background for stereotactic radiosurgery with small radiation fields and 10MV x-ray beam.

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Reliability Assessment Based on an Improved Response Surface Method (개선된 응답면기법에 의한 신뢰성 평가)

  • Cho, Tae Jun;Kim, Lee Hyeon;Cho, Hyo Nam
    • Journal of Korean Society of Steel Construction
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    • v.20 no.1
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    • pp.21-31
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    • 2008
  • response surface method (RSM) is widely used to evaluate th e extremely smal probability of ocurence or toanalyze the reliability of very complicated structures. Althoug h Monte-Carlo Simulation (MCS) technique can evaluate any system, the procesing time of MCS dependson the reciprocal num ber of the probability of failure. The stochastic finite element method could solve thislimitation. However, it is limit ed to the specific program, in which the mean and coeficient o f random variables are programed by a perturbation or by a weigh ted integral method. Therefore, it is not aplicable when erequisite programing. In a few number of stage analyses, RSM can construct a regresion model from the response of the c omplicated structural system, thus, saving time and efort significantly. However, the acuracy of RSM depends on the dist ance of the axial points and on the linearity of the limit stat e functions. To improve the convergence in exact solution regardl es of the linearity limit of state functions, an improved adaptive response surface method is developed. The analyzed res ults have ben verified using linear and quadratic forms of response surface functions in two examples. As a result, the be st combination of the improved RSM techniques is determined and programed in a numerical code. The developed linear adapti ve weighted response surface method (LAW-RSM) shows the closest converged reliability indices, compared with quadratic form or non-adaptive or non-weighted RSMs.