• 제목/요약/키워드: CDF (Cumulative Density Function)

검색결과 36건 처리시간 0.034초

질화물 우선석출이 발생하는 결정립계 어긋남 각도의 통계 및 확률적 평가 (II) (Statistical and Probabilistic Assessment for the Misorientation Angle of a Grain Boundary for the Precipitation of in a Austenitic Stainless Steel (II))

  • 이상호;최병학;이태호;김성준;윤기봉;김선화
    • 대한금속재료학회지
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    • 제46권9호
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    • pp.554-562
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    • 2008
  • The distribution and prediction interval for the misorientation angle of grain boundary at which $Cr_2N$ was precipitated during heating at $900^{\circ}C$ for $10^4$ sec were newly estimated, and followed by the estimation of mathematical and median rank methods. The probability density function of the misorientation angle can be estimated by a statistical analysis. And then the ($1-{\alpha}$)100% prediction interval of misorientation angle obtained by the estimated probability density function. If the estimated probability density function was symmetric then a prediction interval for the misorientation angle could be derived by the estimated probability density function. In the case of non-symmetric probability density function, the prediction interval could be obtained from the cumulative distribution function of the estimated probability density function. In this paper, 95, 99 and 99.73% prediction interval obtained by probability density function method and cumulative distribution function method and compared with the former results by median rank regression or mathematical method.

Stochastic Modeling of Plug-in Electric Vehicle Distribution in Power Systems

  • Son, Hyeok Jin;Kook, Kyung Soo
    • Journal of Electrical Engineering and Technology
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    • 제8권6호
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    • pp.1276-1282
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    • 2013
  • This paper proposes a stochastic modeling of plug-in electric vehicles (PEVs) distribution in power systems, and analyzes the corresponding clustering characteristic. It is essential for power utilities to estimate the PEV charging demand as the penetration level of PEV is expected to increase rapidly in the near future. Although the distribution of PEVs in power systems is the primary factor for estimating the PEV charging demand, the data currently available are statistics related to fuel-driven vehicles and to existing electric demands in power systems. In this paper, we calculate the number of households using electricity at individual ending buses of a power system based on the electric demands. Then, we estimate the number of PEVs per household using the probability density function of PEVs derived from the given statistics about fuel-driven vehicles. Finally, we present the clustering characteristic of the PEV distribution via case studies employing the test systems.

An Image Contrast Enhancement Method Using Brightness Preserving on the Linear Approximation CDF

  • Cho, Hwa-Hyun;Choi, Myung-Ryul
    • 한국정보디스플레이학회:학술대회논문집
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    • 한국정보디스플레이학회 2004년도 Asia Display / IMID 04
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    • pp.243-246
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    • 2004
  • In this paper, we have proposed the contrast control method using brightness preserving on the FPD(Flat Panel Display). The proposed algorithms consist of three blocks: the contrast enhancement, the white-level-expander, and the black-level-expander. The proposed method has employed probability density function in order to control the brightness of the image changed extremely. In order for real-time processing, we have calculated cumulative density function using the linear approximation method. The image histogram and image quality were compared with the conventional image enhancement algorithms. The proposed methods have been used in display devices that need image enhancement such as LCD TV, PDP, and FPD.

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거더교량의 횡방향 하중효과의 확률론적 분석 (Statistical Analysis of Transverse Load Effects in Girder Bridges)

  • 오병환;유영;최영철;이준혁;김광수
    • 한국콘크리트학회:학술대회논문집
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    • 한국콘크리트학회 2001년도 가을 학술발표회 논문집
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    • pp.859-864
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    • 2001
  • An effective live load model for analyzing probable maximum live load effects such as moment and shear in transverse direction was developed. The main procedure of this live load model is composed of four parts, i.e., firstly, determination of the appropriate influence lines in longitudinal direction, secondly, application of the characteristics of vehicles and traffic patterns in longitudinal direction, thirdly, determination of the appropriate influence lines in transverse direction, and fourthly, application of the characteristics of vehicles and traffic patterns in transverse direction. Through this procedure, the probabilistic distributions of maximum probable load effects are deduced in the form of probability density function (PDF) and/or cumulative density function(CDF). This live load model is able to consider local or global deterioration of bridges in the structural analysis.

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거더교량의 종방향 하중효과의 확률론적 분석 (Statistical Analysis of Longitudinal Load Effects in Girder Bridges)

  • 오병환;유영;최영철;이준혁;김광수
    • 한국콘크리트학회:학술대회논문집
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    • 한국콘크리트학회 2001년도 가을 학술발표회 논문집
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    • pp.865-870
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    • 2001
  • An effective live load model for analyzing probable maximum live load effects in longitudinal direction such as moment and shear was developed. The main procedure of this live load model is composed of two parts. Firstly, determination of the appropriate influence lines, and secondly, application of the characteristics of vehicles and traffic patterns. Through this procedure, probabilistic distributions of maximum probable load effects are deduced in the form of probability density function (PDF) or cumulative density function (CDF). The proposed live load model is not limited by bridge types(number of spans or girders) and can consider local or global deterioration of bridges in the analysis. Besides, load effects can be determined at any section without restrictions.

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The Exponentiated Weibull-Geometric Distribution: Properties and Estimations

  • Chung, Younshik;Kang, Yongbeen
    • Communications for Statistical Applications and Methods
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    • 제21권2호
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    • pp.147-160
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    • 2014
  • In this paper, we introduce the exponentiated Weibull-geometric (EWG) distribution which generalizes two-parameter exponentiated Weibull (EW) distribution introduced by Mudholkar et al. (1995). This proposed distribution is obtained by compounding the exponentiated Weibull with geometric distribution. We derive its cumulative distribution function (CDF), hazard function and the density of the order statistics and calculate expressions for its moments and the moments of the order statistics. The hazard function of the EWG distribution can be decreasing, increasing or bathtub-shaped among others. Also, we give expressions for the Renyi and Shannon entropies. The maximum likelihood estimation is obtained by using EM-algorithm (Dempster et al., 1977; McLachlan and Krishnan, 1997). We can obtain the Bayesian estimation by using Gibbs sampler with Metropolis-Hastings algorithm. Also, we give application with real data set to show the flexibility of the EWG distribution. Finally, summary and discussion are mentioned.

커널 밀도 윈도우를 이용한 레이더 펄스 클러스터링 (Radar Pulse Clustering using Kernel Density Window)

  • 이동원;한진우;이원돈
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2008년도 하계종합학술대회
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    • pp.973-974
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    • 2008
  • As radar signal environments become denser and more complex, the capability of high-speed and accurate signal analysis is required for ES(Electronic warfare Support) system to identify individual radar signals at real-time. In this paper, we propose the new novel clustering algorithm of radar pulses to alleviate the load of signal analysis process and support reliable analysis. The proposed algorithm uses KDE(Kernel Density Estimation) and its CDF(Cumulative Distribution Function) to compose clusters considering the distribution characteristics of pulses. Simulation results show the good performance of the proposed clustering algorithm in clustering and classifying the emitters.

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Designing Rich-Secure Network Covert Timing Channels Based on Nested Lattices

  • Liu, Weiwei;Liu, Guangjie;Ji, Xiaopeng;Zhai, Jiangtao;Dai, Yuewei
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제13권4호
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    • pp.1866-1883
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    • 2019
  • As the youngest branch of information hiding, network covert timing channels conceal the existence of secret messages by manipulating the timing information of the overt traffic. The popular model-based framework for constructing covert timing channels always utilizes cumulative distribution function (CDF) of the inter-packet delays (IPDs) to modulate secret messages, whereas discards high-order statistics of the IPDs completely. The consequence is the vulnerability to high-order statistical tests, e.g., entropy test. In this study, a rich security model of covert timing channels is established based on IPD chains, which can be used to measure the distortion of multi-order timing statistics of a covert timing channel. To achieve rich security, we propose two types of covert timing channels based on nested lattices. The CDF of the IPDs is used to construct dot-lattice and interval-lattice for quantization, which can ensure the cell density of the lattice consistent with the joint distribution of the IPDs. Furthermore, compensative quantization and guard band strategy are employed to eliminate the regularity and enhance the robustness, respectively. Experimental results on real traffic show that the proposed schemes are rich-secure, and robust to channel interference, whereas some state-of-the-art covert timing channels cannot evade detection under the rich security model.

두 릴레이가 존재할 때 삼중 홉 중계와 베스트 릴레이 선택 후 이중 홉 중계 방식의 아웃티지 확률 비교 (Comparison of Outage Probability Between Best-relay 2-hop Relaying and 3-hop Relaying)

  • 윤유선;김동우
    • 한국통신학회논문지
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    • 제35권1B호
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    • pp.136-143
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    • 2010
  • 본 논문에서는 임의로 분포되어 있는 레일리 페이딩(Rayleigh fading) 채널 하에서 소스노드와 목적지 노드 사이의 직접 경로가 존재하고 복호 후 전송(decode-and-forward) 방식을 사용하여 중계하는 시스템을 고려한다. 이때, 다수의 릴레이 가운데 베스트 릴레이를 선택하여 이중 홉을 사용하여 통신하는 경우와 다중 홉을 사용하여 통신하는 경우의 아웃티지 확률을 구하고, 이를 통해 그 성능을 비교한다. 여기서 소스 노드와 릴레이들로부터 목적지 노드가 받은 모든 신호는 maximum ratio combining (MRC) 기법을 사용하여 결합하였고, 모든 경우에 대하여 목적지 노드에서 받은 수신 신호의 SNR이 갖는 확률 밀도 함수(probability density function, PDF)와 누적 확률 변수(cumulative density function, CDF)를 유도하였다. 이와 같이 구한 아웃티지 확률을 통해 릴레이의 개수가 2개일 때를 가정하고 실험한 결과, 채널 상태가 나쁠수록 다중 홉을 사용하여 통신하는 기법이 베스트 릴레이 선택 기법보다 좋은 성능을 보였다.

색 재현 문제가 없는 동영상 CSTN-LCD 프로세서 구현 (Implementation of Motion Picture Processor for CSTN-LCD without Gamut Problem)

  • 황보현;조화현;최명렬
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2005년도 추계종합학술대회
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    • pp.517-520
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    • 2005
  • In this paper, we propose a motion picture processor for CSTN-LCD without gamut problem. The proposed method employed CDF(Cumulative Density Function) in order to perform a mutual independent in image gradation and color balance. In addition, the proposed method has solved a gamut problem used by conversion of RGB system and CMY system. Also, we apply the BFI (Black Field Insertion) to the design to compensate for response time of a LC (Liquid Crystal). The proposed hardware architecture has been implemented and verified using a FPGA on prototype board. Visual test and standard deviation of histogram were introduced to evaluate the result of the proposed method and the original ones.

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