• 제목/요약/키워드: location-scale model

검색결과 308건 처리시간 0.025초

Families of Distributions Arising from Distributions of Ordered Data

  • Ahmadi, Mosayeb;Razmkhah, M.;Mohtashami Borzadaran, G.R.
    • Communications for Statistical Applications and Methods
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    • 제22권2호
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    • pp.105-120
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    • 2015
  • A large family of distributions arising from distributions of ordered data is proposed which contains other models studied in the literature. This extension subsume many cases of weighted random variables such as order statistics, records, k-records and many others in variety. Such a distribution can be used for modeling data which are not identical in distribution. Some properties of the theoretical model such as moment, mean deviation, entropy criteria, symmetry and unimodality are derived. The proposed model also studies the problem of parameter estimation and derives maximum likelihood estimators in a weighted gamma distribution. Finally, it will be shown that the proposed model is the best among the previously introduced distributions for modeling a real data set.

A Comparison Study of the Test for Right Censored and Grouped Data

  • Park, Hyo-Il
    • Communications for Statistical Applications and Methods
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    • 제22권4호
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    • pp.313-320
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    • 2015
  • In this research, we compare the efficiency of two test procedures proposed by Prentice and Gloeckler (1978) and Park and Hong (2009) for grouped data with possible right censored observations. Both test statistics were derived using the likelihood ratio principle, but under different semi-parametric models. We review the two statistics with asymptotic normality and consider obtaining empirical powers through a simulation study. The simulation study considers two types of models the location translation model and the scale model. We discuss some interesting features related to the grouped data and obtain null distribution functions with a re-sampling method. Finally we indicate topics for future research.

A Scene-Specific Object Detection System Utilizing the Advantages of Fixed-Location Cameras

  • Jin Ho Lee;In Su Kim;Hector Acosta;Hyeong Bok Kim;Seung Won Lee;Soon Ki Jung
    • Journal of information and communication convergence engineering
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    • 제21권4호
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    • pp.329-336
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    • 2023
  • This paper introduces an edge AI-based scene-specific object detection system for long-term traffic management, focusing on analyzing congestion and movement via cameras. It aims to balance fast processing and accuracy in traffic flow data analysis using edge computing. We adapt the YOLOv5 model, with four heads, to a scene-specific model that utilizes the fixed camera's scene-specific properties. This model selectively detects objects based on scale by blocking nodes, ensuring only objects of certain sizes are identified. A decision module then selects the most suitable object detector for each scene, enhancing inference speed without significant accuracy loss, as demonstrated in our experiments.

Optimal Bayesian MCMC based fire brigade non-suppression probability model considering uncertainty of parameters

  • Kim, Sunghyun;Lee, Sungsu
    • Nuclear Engineering and Technology
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    • 제54권8호
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    • pp.2941-2959
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    • 2022
  • The fire brigade non-suppression probability model is a major factor that should be considered in evaluating fire-induced risk through fire probabilistic risk assessment (PRA), and also uncertainty is a critical consideration in support of risk-informed performance-based (RIPB) fire protection decision-making. This study developed an optimal integrated probabilistic fire brigade non-suppression model considering uncertainty of parameters based on the Bayesian Markov Chain Monte Carlo (MCMC) approach on electrical fire which is one of the most risk significant contributors. The result shows that the log-normal probability model with a location parameter (µ) of 2.063 and a scale parameter (σ) of 1.879 is best fitting to the actual fire experience data. It gives optimal model adequacy performance with Bayesian information criterion (BIC) of -1601.766, residual sum of squares (RSS) of 2.51E-04, and mean squared error (MSE) of 2.08E-06. This optimal log-normal model shows the better performance of the model adequacy than the exponential probability model suggested in the current fire PRA methodology, with a decrease of 17.3% in BIC, 85.3% in RSS, and 85.3% in MSE. The outcomes of this study are expected to contribute to the improvement and securement of fire PRA realism in the support of decision-making for RIPB fire protection programs.

비정상성 확률분포 및 재현기간을 고려한 홍수빈도분석 (Flood Frequency Analysis Considering Probability Distribution and Return Period under Non-stationary Condition)

  • 김상욱;이영섭
    • 한국수자원학회논문집
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    • 제48권7호
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    • pp.567-579
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    • 2015
  • 본 연구에서는 모수(parameter)가 시간에 따라 변화하는 비정상성 확률분포를 훙수빈도분석에 적용하였다. 또한, 비정상성을 가정한 재현기간 및 위험도를 추정하였다. GEV (Generalized Extreme Value) 분포를 사용하여 정상성 및 비정상성 모형 4개를 구축하였으며 비정상성 모형은 위치모수(location parameter)만 선형경향성을 가지는 경우, 규모모수(scale parameter)만 선형경향성을 가지는 경우, 위치 및 규모모수가 모두 선형경향성을 가지는 경우의 3가지로 구분되었다. 구축된 4개의 모형 중 적합모형을 선정하기 위해 상대적 우도비 검정과 Akaike 정보기준을 사용하였으며, 우리나라의 8개 다목적댐(충주댐, 소양강댐, 안동댐, 임하댐, 합천댐, 대청댐, 섬진강댐, 주암댐)으로부터 취득된 과거 관측 댐 유입량을 사용하여 제안된 절차를 적용하고 결과를 비교분석하였다. 적합모형 선정 결과 합천댐과 섬진강댐이 비정상성 GEV 모형에 적합한 것으로 분석되었고, 나머지 6개 지점의 다목적댐들은 정상성 모형에 적합한 것으로 분석되었다. 특히 합천댐과 섬진강댐의 경우 비정상성 가정에서 산정된 재현기간이 정상성 가정에서 산정된 재현기간보다 작게 산정되었음을 알 수 있었다.

TES 소성하중 기준의 감육엘보 기기건전성 평가 (Integrity Evaluation of Thinned Elbow Based on TES Plastic Load)

  • 이성호;박치용;이정근;박재학
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2008년도 추계학술대회A
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    • pp.281-286
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    • 2008
  • Wall thinning defect due to flow accelerated corrosion is one of major aging phenomena in most power plant industries, and it results in reducing load carrying capacity of the piping systems. A failure testing system was set up for real scale elbows containing various simulated wall thinning defects, and monotonic in-plane bending tests were performed under internal pressure to find out the failure behavior of thinned elbows. Various finite element models were generated and analysed to figure out and simulate the behavior for other thinning shapes and loading conditions. This paper presents the decreasing trends of load carrying capacity according to the thinning dimensions which were revealed from the investigation of finite element analysis results. A mechanical integrity evaluation model for thinned elbows was proposed, also. This model can be used to calculate the TES plastic load of thinned elbows for general internal pressure, thinning location, and in-plane bending direction.

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Experimental study of the loads induced by a large-scale tornado simulation on a HAWT model

  • Lopez, Juan P.;Hangan, Horia;El Damatty, Ashraf
    • Wind and Structures
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    • 제33권6호
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    • pp.437-446
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    • 2021
  • As wind turbine rotors increase, the overall loads and dynamic response become an important issue. This problem is augmented by the exposure of wind turbines to severe atmospheric events with unconventional flows such as tornadoes, which need specific designs not included in standards and codes at present. An experimental study was conducted to analyze the loads induced by a tornado-like vortex (TLV) on horizontal-axis wind turbines (HAWT). A large-scale tornado simulation developed in The Wind Engineering, Energy and Environment (WindEEE) Dome at Western University in Canada, the so-called Mode B Tornado, was employed as the TLV flow acting on a rigid wind turbine model under two rotor operational conditions (idling and parked) for five radial distances. It was observed that the overall forces and moments depend on the location and orientation of the wind turbine system with respect to the tornado vortex centre, as TLV are three-dimensional flows with velocity gradients in the radial, vertical, and tangential direction. The mean bending moment at the tower base was the most important in terms of magnitude and variation in relation to the position of the HAWT with respect to the core radius of the tornado, and it was highly dependent on the rotor Tip Speed Ratio (TSR).

Experimental study of the loads induced by a large-scale tornado simulation on a HAWT model

  • Lopez, Juan P.;Hangan, Horia;El Damatty, Ashraf
    • Wind and Structures
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    • 제34권3호
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    • pp.303-312
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    • 2022
  • As wind turbine rotors increase, the overall loads and dynamic response become an important issue. This problem is augmented by the exposure of wind turbines to severe atmospheric events with unconventional flows such as tornadoes, which need specific designs not included in standards and codes at present. An experimental study was conducted to analyze the loads induced by a tornado-like vortex (TLV) on horizontal-axis wind turbines (HAWT). A large-scale tornado simulation developed in The Wind Engineering, Energy and Environment (WindEEE) Dome at Western University in Canada, the so-called Mode B Tornado, was employed as the TLV flow acting on a rigid wind turbine model under two rotor operational conditions (idling and parked) for five radial distances. It was observed that the overall forces and moments depend on the location and orientation of the wind turbine system with respect to the tornado vortex centre, as TLV are three-dimensional flows with velocity gradients in the radial, vertical, and tangential direction. The mean bending moment at the tower base was the most important in terms of magnitude and variation in relation to the position of the HAWT with respect to the core radius of the tornado, and it was highly dependent on the rotor Tip Speed Ratio (TSR).

비점착성 사면의 그물식 뿌리말뚝의 보강효과 (Reinforcing Effect of Cohesionless Slope by Reticulated Root Piles)

  • 유남재;박병수;최종상
    • 산업기술연구
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    • 제18권
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    • pp.7-16
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    • 1998
  • This paper is an experimental study of investigating the reinforcing effect and the behavior of cohesionless slope installed with reticulated root pils. Reduced scale model tests with plane strain conditions were performed to study the behavior of the strip footing located on the surface of cohesionless slopes reinforced with root piles. Model tests were carried out with Jumunjin Standard Sand of 45% relative density prepared by raining method to have an uniform slope foundation during tests. Slope of model foundation was 1 : 1.5 and a rigid model slop. Parametric model tests were performed with changing location of model footing, arrangements of root piles and angles of pile installation. On the other hands, the technique with camera shooting was used to monitor sliding surface formed with discontinuty of dyed sand prepared during formation o foudation. From test results, parameters affecting the behavior of model footing were analyzed qualitatively to evaluate their effects on the characteristic of load - settlement, ultimate bearing capacity of model footing and failure mechanism based on the formation of failure surface.

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상권경쟁을 고려한 신규점포의 입지선정에 관한 연구 - 서울시 대형마트를 대상으로 - (A Study for Locating of a New Store Considering Competition for Trading Area: Focusing on the Case of Hypermarket in Seoul Metropolitan Area)

  • 태경섭;임병준
    • 대한지리학회지
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    • 제45권5호
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    • pp.609-627
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    • 2010
  • 입지는 모든 산업에 있어서 성공의 핵심적인 결정요소이기 때문에 잘못 선정된 입지는 아무리 유능한 운영자라 할지라도 많은 어려움을 겪기 마련이다. 이에 본 연구는 보다 합리적이고 간편한 소매점의 입지 선정 모델을 만들고자 서울시 소재 대형마트를 대상으로 허프의 확률이론을 적용하여 점포별 점유인구를 산출하였다. 점유인구를 바탕으로 모든 단위 구역을 상점간 경쟁 상대를 나타내는 4개의 시장유형, 즉 독점시장, 과점시장, 경쟁시장 비경쟁시장으로 구분하였다. 신규점포가 입지에 가장 합리적인 장소는 점유인구를 가장 많이 확보할 수 있는 지점으로, 비경쟁시장을 최대한 확보할 수 있으면서, 경쟁시장에서 멀리 떨어진 곳이다.