• 제목/요약/키워드: density curve

검색결과 800건 처리시간 0.041초

Density-based Outlier Detection in Multi-dimensional Datasets

  • Wang, Xite;Cao, Zhixin;Zhan, Rongjuan;Bai, Mei;Ma, Qian;Li, Guanyu
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제16권12호
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    • pp.3815-3835
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    • 2022
  • Density-based outlier detection is one of the hot issues in data mining. A point is determined as outlier on basis of the density of points near them. The existing density-based detection algorithms have high time complexity, in order to reduce the time complexity, a new outlier detection algorithm DODMD (Density-based Outlier Detection in Multidimensional Datasets) is proposed. Firstly, on the basis of ZH-tree, the concept of micro-cluster is introduced. Each leaf node is regarded as a micro-cluster, and the micro-cluster is calculated to achieve the purpose of batch filtering. In order to obtain n sets of approximate outliers quickly, a greedy method is used to calculate the boundary of LOF and mark the minimum value as LOFmin. Secondly, the outliers can filtered out by LOFmin, the real outliers are calculated, and then the result set is updated to make the boundary closer. Finally, the accuracy and efficiency of DODMD algorithm are verified on real dataset and synthetic dataset respectively.

피로 자료 분산을 고려한 자동차 부품의 신뢰도 해석 (Evaluation of chassis component reliability considering variation of fatigue data)

  • 남기원;이병채
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 2005년도 춘계학술대회 논문집
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    • pp.690-693
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    • 2005
  • In this paper, probabilistic distribution of fatigue life of chassis component is determined statistically by applying the design of experiments and the Pearson system. To construct $p-\varepsilon-N$ curve, the case that fatigue data are random variables is attempted. Probabilistic density function(p.d.f) for fatigue life is obtained by design of experiment and using this p.d.f fatigue reliability about any aimed fatigue life can be calculated. Lower control arm and rear torsion bar of chassis component are selected as examples for analysis. Component load histories, which are obtained by multi-body dynamic simulation for Belsian load history, are used. Finite element analysis are performed using commercial software MSC Nastran and fatigue analysis are performed using FE Fatigue. When strain-life curve itself is random variable, probability density function of fatigue life has very little difference from log-normal distribution. And the case of fatigue data are random variables, probability density functions are approximated to Beta distribution. Each p.d.f is verified by Monte-Carlo simulation.

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정전용량을 이용한 미분탄 유량계의 개발 (The Development of Pulverized Coal(PC) Flow-Meter using Capacitance)

  • 김재현;이용식;황건호;정성원;여준호;소지영
    • 조명전기설비학회논문지
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    • 제22권4호
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    • pp.61-67
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    • 2008
  • 본 논문은 발전소 보일러 및 제철소 고로의 미분탄 연소방식에 적용이 가능한 유량계 개발에 관한 연구로, 정전 용량을 이용한 미분탄 유량계를 개발하였다. 먼저 관에 흐르는 미분탄의 밀도 측정이 가능한 센서 및 회로를 설계하였고, 측정된 데이터를 분석하고 밀도를 계산하는 알고리즘을 구현하였다. 압송시스템에 설치된 로드셀의 출력 데이터와 측정된 데이터를 비교하여 개발된 유량계의 신뢰성을 확인하였다.

Usefulness of Estimated Height Loss for Detection of Osteoporosis in Women

  • Yeoum, Soon-Gyo;Lee, Jong-Hwa
    • 대한간호학회지
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    • 제41권6호
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    • pp.758-767
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    • 2011
  • Purpose: This study was done to examine the threshold value of estimated height loss at which the risk of osteoporosis increases and to verify its discriminative ability in the detection of osteoporosis. Methods: It was conducted based on epidemiological descriptive methods on 732 Korean women at a public healthcare center in Seoul between July and November 2010. ANOVA, Pearson correlation, logistic regression analysis and receiver operating characteristics (ROC) curve were used for data analysis. Results: There was an age-related correlation between bone mineral density (lumbar spine: F=37.88, p<.001; femur: F=54.27, p<.001) and estimated height loss (F=27.68, p<.001). Estimated height loss increased significantly with decreasing bone mineral density (lumbar spine: r=-.23, p<.001; femur: r=-.34, p<.001). The odds ratio for the point at which the estimated height loss affects the occurrence of osteoporosis was found to increase at a cut-off value of 2 cm and the area under ROC curve was .71 and .82 in lumbar spine and femur, respectively. Conclusion: The optimal cut-off value of the estimated height loss for detection of osteoporosis was 2 cm. Height loss is therefore a useful indicator for the self-assessment and prognosis of osteoporosis.

피로 자료 분산을 고려한 자동차 부품의 신뢰도 해석 (Evaluation of Chassis Component Reliability Considering Variation of Fatigue Data)

  • 남기원;이병채
    • 한국정밀공학회지
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    • 제24권2호
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    • pp.110-117
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    • 2007
  • In this paper, probabilistic distribution of chassis component fatigue life is determined statistically by applying the design of experiments and the Pearson system. To construct p - ${\varepsilon}$ - N curve, the case that fatigue data are random variables is attempted. Probabilistic density function (p.d.f) for fatigue life is obtained by the design of experiment and using this p.d.f fatigue reliability, any aimed fatigue life can be calculated. Lower control arm and rear torsion bar of chassis components are selected as examples for analysis. Component load histories which are obtained by multi-body dynamic simulation for Belsian load history are used. Finite element analysis is performed by using commercial software MSC Nastran and fatigue analysis is performed by using FE Fatigue. When strain-life curve itself is random variable, the probability density function of fatigue life has very little difference from log-normal distribution. And the cases of fatigue data are random variables, probability density functions are approximated to Beta distribution. Each p.d.f is verified by Monte-Carlo simulation.

Relationship between Maximum Stem Volume and Density during a Course of Self-thinning in a Cryptomeria japonica Plantation

  • Ogawa, Kazuharu;Hagihara, Akio
    • The Korean Journal of Ecology
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    • 제27권1호
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    • pp.27-33
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    • 2004
  • Cryptomeria japonica plantation was monitored every year during 15 years from 1983 to 1997 for stem diameter and volume. The reciprocal equation, 1/Y = A + B/N, was applied to the relationship between cumulative volume Y and cumulative number N from the largest tree in the stand each year. The parameters A and B, which means respectively the reciprocal of an asymptotic value of total stand stem volume and the reciprocal of the maximum stem volume, are related by a power function. The power functional relationship between A and B derived a linear relationship of B-points ( $N_{B}$, $V_{B}$; $N_{B}$ = B/A, $Y_{B}$ = 1/2A) of each Y-N curve on log-log coordinates. The gradient of B-point line was so steep that the Y-N curve moved parallel upward year by year. The time trajectory of mean stem volume (W) and density ($\rho$) provided evidence in favor of the 3/2 power law of self-thinning, because the gradient of W - $\rho$ trajectory on log-log coordinates approximated to -3/2 at the final stage of stand development. On the basis of the results of Y-N curves and W - $\rho$ trajectory, the time trajectory of maximum stem volume $W_{max obs}$ and $\rho$ was derived theoretically. The gradient of $W_{max obs}$ - $\rho$ trajectory on log-log coordinates is calculated to be -0.6105 at the final stage. The gradient of $W_{max obs}$ - $\rho$ trajectory was steeper than that of W - $\rho$ trajectory at the early stage, while the former is gentler than the latter at the later stage.stage.e.age.e.

Analysis of Sintering Behaviors in Er-doped $UO_2$

  • Kim, Han-Soo;Kim, Si-Hyung;Na, Sang-Ho;Lee, Young-Woo;Sohn, Dong-Seong
    • 한국원자력학회:학술대회논문집
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    • 한국원자력학회 1996년도 춘계학술발표회논문집(3)
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    • pp.231-237
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    • 1996
  • Defect equilibrium equations were modelled, and the relations of P $o_2$, venus x were derived using the mass action law. The dominant defect species active in a specified region were determined by fitting the curve of experimental data to the calculated curve of log P $o_2$, versus log x for each theoretical model. The calculated curve for (2:1:2) and (Er')$^{x}$ in the hyperstoichiometric $U_{1-y}$E $r_{y}$ $O_{2+x}$ and that for (2Er'quot;)$^{x}$ $_{dec}$ in the hypostoichiometric $U_{1-y}$E $r_{y}$ $O_{2-x}$ are in good agreement with the present experimental results. The sintering behavior of Er-doped U $O_2$ is observed with erbium content in oxidizing and reducing atmospheres. For sintering in oxidizing atmosphere, sintered density decreases as increasing y in $U_{1-y}$E $r_{y}$ $O_{2+x}$. However, in hydrogen atmosphere, sintered density decreases as increasing y at lower erbium content but the density increases again above y=0.10. In oxidizing sintering conditions, the formation of (Er'U')$^{x}$ clusters hinders the diffusion of cations, and hence the sinterability of Er-doped U $O_2$ decreases. In reducing atmosphere of Er-doped U $O_2$ for higher Er concent, the oxygen vacancies make (Er')$^{x}$ cluster decompose by charge compensation and the concentration of mobile cations increases, thereby improving the sinterability.ntration of mobile cations increases, thereby improving the sinterability.ability.

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셰일 저류층에서의 핵밀도 함수를 이용한 확률론적 궁극가채량 예측 (Probabilistic Prediction of Estimated Ultimate Recovery in Shale Reservoir using Kernel Density Function)

  • 신효진;황지유;임종세
    • 한국가스학회지
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    • 제21권3호
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    • pp.61-69
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    • 2017
  • 생산성을 증대시키는 기술의 발달로 상업적인 생산이 가능해진 비전통 가스에 대한 개발이 북미를 중심으로 진행되고 있다. 셰일 저류층은 유체투과도가 낮으며, 일반적인 석유자원과 달리 수압파쇄로부터 생성된 균열을 통해 가스 생산이 이루어지므로 초기의 생산 감퇴율이 큰 반면 후반부에서는 감퇴하는 변화율이 매우 작은 특징을 나타낸다. 이러한 셰일가스의 생산량 변동성으로 인해 단일 예측값을 산출하는 생산감퇴곡선분석기법을 생산량 자료 분석에 적용할 경우 불확실성을 고려하기 어렵다. 이 연구에서는 미국 Eagle Ford 지역의 생산정 자료에 대하여 확률론적 기법 중 하나인 몬테카를로 시뮬레이션을 적용하였으며, 생산감퇴곡선인자에 대한 난수발생 시 핵밀도 함수를 활용하여 분포에 대한 가정 없이 자료의 특성을 반영한 확률분포를 도출하였다. 또한, 일반적으로 사용되고 있는 Arps 쌍곡선함수와 치밀/셰일층의 특성을 고려하여 생산량 예측이 가능한 Modified SEPD 적용에 있어 단일값이 아닌 확률에 따른 궁극가채량을 예측함으로써 불확실성을 최소화하고자 하였다.

Chloride용액에서의 아말감부식에 대한 연구 (A STUDY ON THE CORROSION OF AMALGAMS IN CHLORIDE SOLUTION)

  • 엄정문
    • Restorative Dentistry and Endodontics
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    • 제23권1호
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    • pp.502-514
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    • 1998
  • The purpose of this study is to observe the corrosion characteristcs of four dental amalgams(CAULK FINE CUT, CAULK SPHERICAL, DISPERSALLOY, TYTIN) and to determine a function of chloride concentration through the anodic polarization curve obtained by using a potentiostat. After each amalgam alloy and Hg being triturated, the triturated mass was inserted into the cylinderical metal mold, and condensed by hydrolic pressure. Each specimen was removed from the metal mold. 24 hours after condensation, specimens were polished with the emery paper and stored at room temperature for 6 months. The anodic polarization curves were employed to compare the corrosion behaviours of the amalgam m KCl and KCl-NaCl solution, which had chlonde concentration of 0.4 g/l, 0.8 g/l, 1.2 gil, and 1.6 gil at $37^{\circ}C$ with 3-electrode potentiostat. After the immersion of specimen in electrolyte for 1 hour, the potential scan was begun. The potential scan range was - 1500mV ~+800mV(vs. S.C.E.) in the working electrode and the scan rate was 50mV/sec. The results were as follows, 1. The corrosion potential. the potential of anodic current peak, and transpassive potential in the solution of high chloride concentration shifted to more cathodic direction than those in the solution of low concentration, and the current density in the solution of high chloride concentration was higher than that in the solution of low concentration. 2. The corrosion potential, the potential of anodic current peak, and transpassive potential for CAULK FINE CUT amalgam were the most cathodic among the others, and the current density were the highest among the others. 3. In the solution of low chloride concentration, the corrosion potential, the potential of anodic current peak, and transpassive potential for DISPERSALLOY were the most anodic among the others, however in the solution of high chloride concentration, those for TYTIN were the most anodic among the others. 4. The anodic polarization curve for CAULK SPHERICAL was similar to that for high copper amalgams.

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실트함유율에 따른 낙동강 모래의 불포화 함수특성곡선 (Unsaturated Soil-Water Characteristics Curve with Silt Contents for Nak-Dong River Sand)

  • 문홍득;김대만
    • 한국지반환경공학회 논문집
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    • 제12권2호
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    • pp.23-33
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    • 2011
  • 본 연구에서는 낙동강 모래를 상대밀도 40%, 60%, 80%, 실트 함유율 0%, 10%, 20%, 30%에 대한 함수특성곡선을 구하였다. 시험결과, 동일 실트함유율에 대해서는 상대밀도가 커질수록 그리고 동일 상대밀도에서는 실트함유율이 커질수록 체적함수비의 변화가 작게 나타났다. 기존의 경험식을 통해 구한 함수특성곡선과 시험에서 구한 결과를 비교하여 보면, van Genuchten(1980), Fredlund와 Xing(1994) 경험식에 의한 함수특성곡선은 시험결과의 경향과 비슷한 S자형 곡선을 나타내어 비교적 시험결과와 잘 부합하였다. 특히 Fredlund와 Xing 경험식의 경우 상관계수($R^2$)가 모두 0.99로 나와 거의 일치하는 결과를 보였다.