• 제목/요약/키워드: level of error

검색결과 2,495건 처리시간 0.028초

Application of deterministic models for obtaining groundwater level distributions through outlier analysis

  • Dae-Hong Min;Saheed Mayowa Taiwo;Junghee Park;Sewon Kim;Hyung-Koo Yoon
    • Geomechanics and Engineering
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    • 제35권5호
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    • pp.499-509
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    • 2023
  • The objective of this study is to perform outlier analysis to obtain the distribution of groundwater levels through the best model. The groundwater levels are measured in 10, 25 and 30 piezometers in Seoul, Daejeon and Suncheon in South Korea. Fifty-eight empirical distribution functions were applied to determine a suitable fit for the measured groundwater levels. The best fitted models based on the measured values are determined as the Generalized Pareto distribution, the Johnson SB distribution and the Normal distribution for Seoul, Daejeon and Suncheon, respectively; the reliability is estimated through the Anderson-Darling method. In this study, to choose the appropriate confidence interval, the relationship between the amount of outlier data and the confidence level is demonstrated, and then the 95% is selected at a reasonable confidence level. The best model shows a smaller error ratio than the GEV while the Mahalanobis distance and outlier labelling methods results are compared and validated. The outlier labelling and Mahalanobis distance based on median shown higher validated error ratios compared to their mean equivalent suggesting, the methods sensitivity to data structure.

Error Adaptive Transport Protocol in Variable Error Rate Environment for Wireless Sensor Networks

  • Dang, Quang-Bui;Hwang, Won-Joo
    • 한국통신학회논문지
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    • 제32권4B호
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    • pp.208-216
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    • 2007
  • Wireless Sensor Networks (WSNs) are characterized by low capacity on each nodes and links. Wireless links have high bit error rate (BER) parameter that changes frequently due to the changes on network topology, interference, etc. To guarantee reliability in an error-prone environment, a retransmission mechanism can be used. In this mechanism, the number of retransmissions is used as a parameter that controls reliability requirement level. In this paper, we propose an Error Adaptive Transport Protocol (EATP) for WSNs that updates the number of retransmissions regularly to guarantee reliability during bit error rate changes as well as to utilize energy effectively. The said algorithm uses local information, thus, it does not create overhead problem.

Recurrent Neural Network with Multiple Hidden Layers for Water Level Forecasting near UNESCO World Heritage Site "Hahoe Village"

  • Oh, Sang-Hoon
    • International Journal of Contents
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    • 제14권4호
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    • pp.57-64
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    • 2018
  • Among many UNESCO world heritage sites in Korea, "Historic Village: Hahoe" is adjacent to Nakdong River and it is imperative to monitor the water level near the village in a bid to forecast floods and prevent disasters resulting from floods.. In this paper, we propose a recurrent neural network with multiple hidden layers to predict the water level near the village. For training purposes on the proposed model, we adopt the sixth-order error function to improve learning for rare events as well as to prevent overspecialization to abundant events. Multiple hidden layers with recurrent and crosstalk links are helpful in acquiring the time dynamics of the relationship between rainfalls and water levels. In addition, we chose hidden nodes with linear rectifier activation functions for training on multiple hidden layers. Through simulations, we verified that the proposed model precisely predicts the water level with high peaks during the rainy season and attains better performance than the conventional multi-layer perceptron.

Optical Flow Estimation of Large Displacements from Real Sequential Images

  • Kim, Jin-Woo
    • Journal of information and communication convergence engineering
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    • 제9권3호
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    • pp.319-324
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    • 2011
  • In computing the optical flow. Horn and Schunck's method which is a representative algorithm is based on differentiation. But it is difficult to estimate the velocity for a large displacement by this algorithm. To cope with this problem multigrid method has been proposed. In this paper, we have proposed a scaled multigrid algorithm which the initial flow for a level is calculated by the summation of the optimally scaled flow and error flow. The optimally scaled flow is the scaled expanded flow of the previous level, which can generate an estimated second image having the least RMS error with respect to the original second image, and the error flow is the flow between the estimated second image (generated by the optimally scaled flow) and the original second image. The flow for this level is then estimated using the original first and second images and the initial flow for that level. From among the various coarsest starting levels of the multigrid algorithm, we select the one that finally gives the best estimated flow. Better results were achieved using our proposed method compared with Horn and Schunck's method and a conventional multigrid algorithm.

Reliability computation technique for ball bearing under the stress-strength model

  • Nayak, S.;Seal, B.
    • International Journal of Reliability and Applications
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    • 제17권1호
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    • pp.51-63
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    • 2016
  • Stress function of ball bearing is function of multiple stochastic factors and this system is so complex that analytical expression for reliability is difficult to obtain. To address this pressing problem, in this article, we have made an attempt to approximate system reliability of this important item based on reliability bounds under the stress strength setup. This article also provides level of error of this item. Numerical analysis has been adopted to show the closeness between the upper and lower bounds of this item.

ESTIMATING THE SIMULTANEOUS CONFIDENCE LEVELS FOR THE DIFFERENCE OF PROPORTIONS FROM MULTIVARIATE BINOMIAL DISTRIBUTIONS

  • Jeong, Hyeong-Chul;Jhun, Myoung-Shic;Lee, Jae-Won
    • Journal of the Korean Statistical Society
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    • 제36권3호
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    • pp.397-410
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    • 2007
  • For the two groups data from multivariate binomial distribution, we consider a bootstrap approach to inferring the simultaneous confidence level and its standard error of a collection of the dependent confidence intervals for the difference of proportions with an experimentwise error rate at the a level are presented. The bootstrap method is used to estimate the simultaneous confidence probability for the difference of proportions.

다치 직교 Partial Response Signaling 시스템의 특성에 관한 연구 (The Performance Analysis of Multi-Level Quadrature Partial Response Signaling System)

  • 이광열;고봉진;조성준
    • 한국통신학회논문지
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    • 제13권4호
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    • pp.285-301
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    • 1988
  • 다치 직교 PRS(Partial Response Signaling) 시스템이 잡음, 간섭, 캐리어옵\ulcornerV, 위상지터, 페이딩 등에 의해 개별적으로 또는 복합적으로 영향을 받았을 경우에 대한 PRS 신호의 오율식을 유도하였다. 유도된 식에 의해 반송파 대잡음 전력비, 반송파 대 간섭파 전력비, 위상에러, 임펄스 지수, 가우스성 잡음전력 대 임펄스성 잡음 전력비, PLL(Phase Locked Loop)의 신호 대 잡음전력비, 페이딩 지수 등을 함수로 하여 수치계산을 통해 각 경우의 오율특성을 구했다. 얻은 결과로부터, 일반적으로 임펄스성 잡음보다 오율 특성을 보다 더 열화시키지만 일단 신호가 페이딩을 받게되면 그 반대로 가우스성 잡음이 임펄스성 잡음보다 더욱 에러를 발생시킨다는 것을 알 수 있었다.

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위성 통신 링크에서 강우 감쇠 보상을 위한 신호 레벨 예측기법 (A Signal-Level Prediction Scheme for Rain-Attenuation Compensation in Satellite Communication Linkes)

  • 임광재;황정환;김수영;이수인
    • 한국통신학회논문지
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    • 제25권6A호
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    • pp.782-793
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    • 2000
  • 본 논문은 10GHz이상의 주파수 대역을 사용하는 위성 통신 링크에서 강우에 의해 감쇠된 신호 레벨을 동적으로 예측하기 위한 비교적 간단한 예측 기법을 제시한다. 예측 기법은 이산시간 저역 통과 필터링, 기울기에 근거한 예측, 평균 오차 보정, 고정 및 가변 혼합 예측 여유 할당의 4가지 기능 블록을 갖는다. Ku 대역의 측정 데이터로부터 주파수 스케일링에 의해 얻어진 Ka 대역 강우 감쇠 데이터를 이용하여 시뮬레이션을 수행하였다. 평균 오차 보정을 갖는 기울기 예측 기법은 1dB 이하의 표준 편차를 가지며, 평균 오차 보정에 의해 약 1.5~2.5 배의 예측 오차 감소를 보인다. 요구되는 평균 여유 면에서, 혼합 예측 여유 할당은 고정 여유 방법과 가변 여유 방법에 비해 더 적은 평균 여유를 요구한다.

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LOD 메쉬 생성을 위한 새로운 이산 곡률 오차 척도 (New Discrete Curvature Error Metric for the Generation of LOD Meshes)

  • 김선정;임수일;김창헌
    • 한국정보과학회논문지:시스템및이론
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    • 제27권3호
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    • pp.245-254
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    • 2000
  • 본 논문은 LOD 메쉬 생성을 위한 이산 곡률을 이용한 새로운 오차 척도를 제안한다. 메쉬의 간략화를 위한 이산 곡률은, 부드러운 곡면 추정의 과정 없이 꼭지점 중심의 표면각과 표면적, 이면각 등 의 기하학적 속성만을 이용하여 계산되는 곡률로서, 표면의 특징을 잘 표현하고 있다. 그러므로 이산 곡률에 기반한 새로운 이산 곡률 오차 척도는 원래 모델의 기하학적 형상을 최대로 유지하여 간략화 모델의 정확성을 증가 시키고, 전역 오차 척도로 사용될 수 있다. 또한, 본 논문에서는 LOD 모델을 간략화 비율이 아닌, 오차 척도를 기준으로 생성할 것을 제안한다. 왜냐 하면 LOD는 원래 모델과 각 단계의 간략화된 모델 사이의 근접도에 따라 나누어진 단계를 뜻하기 때문이다. 따라서 이산 곡률 오차 척도는 기존의 오차 척도에 비해 비교적 많은 수학적 연산이 필요하나, 각 단계의 LOD 모델이 원래 모델의 형상을 잘 유지하면서 간략화 비율이 아닌 상세도의 차이를 가지도록 효과적으로 LOD를 생성, 제어할 수 있다.

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PDP에서 가중치 오차확산 보정 (Weighted error diffusion in PDP)

  • 정한영;이동호
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2005년도 심포지엄 논문집 정보 및 제어부문
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    • pp.179-181
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    • 2005
  • There is asymmetric in horizontal and vertical side of PDP cell. Every vertical line has BM(Black Mask) to improve luminance contrast. When error diffusion is processed in PDP system, these problems make an error bigger. In 4 inch PDP system, every red, green, blue color of test pattern is presented and each luminance is measured. That is called horizontal(H), diagonal right(R), diagonal left(L) and vertical(V). In red channel, high luminance descending order is V-H-R-L. In green channel, V-H-L-R. In blue channel, V-M-R=L. After average luminance of each direction is calculated. new weighted error diffusion(Weighted ED) is proposed. In digital image signal processing, the error in weighted ED is differ from ED's. The image of weighted ED is more less error compare to conventional ED and close to original image. As the gray level linearity and big size panel is adopted, weighted ED could produce good image.

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