• 제목/요약/키워드: Probabilistic methods

검색결과 581건 처리시간 0.026초

영상 검색을 위한 적합성 피드백의 개선 (Improvement of Relevance Feedback for Image Retrieval)

  • 윤사정;박동권;원치선
    • 전자공학회논문지CI
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    • 제39권4호
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    • pp.28-37
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    • 2002
  • 본 논문에서는, 확률적 방법과 질의 위치 이동 방법을 융합하여 검색 성능을 향상시키는 영상검색 방법을 제안한다. 제안한 알고리즘은, 질의 영상과 데이터베이스 영상 사이의 유사도 계산에서, 확률적 방법의 유사도와 질의 위치 이동 방법의 유사도를 융합한다. 본 논문에서 이용된 확률적 방법은 부정적 예제들을 다루기에 적합하다. 반면에, 질의 위치 이동 방법은 긍정적예제의 통계적인 특성을 다룬다. 본 논문의 목적은 이러한 두 방법을 융합함으로써, 각각의 방법이 가지고 있는 단점을 극복하는 것이다. 실험결과는 제안한 방법이 확률적 방법과 질의 위치 이동 방법을 각각 적용한 경우보다 더 나은 성능을 나타낸다는 것을 보여준다.

반응표면방법론과 피어슨 시스템을 이용한 불확실성하의 확률적 설계 (Probabilistic Design under Uncertainty using Response Surface Methodology and Pearson System)

  • 백석흠;조석수;주원식
    • 한국전산구조공학회:학술대회논문집
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    • 한국전산구조공학회 2006년도 정기 학술대회 논문집
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    • pp.275-282
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    • 2006
  • System algorithms estimated by deterministic input may occur the error between predicted and actual output. Especially, actual system can't predict the exact outputs due to uncertainty and tolernce of input parameters. A single output to a set of inputs has a limited value without the variation. Hence, we should consider various scatters caused by the load assessment, material characteristics, stress analysis and manufacturing methods in order to perform the robust design or etimate the reliability of structure. The system design with uncertainty should perform the probabilistic structural optimization with the statistical response and the reliability. This method calculated the probability distributions of the characteristics such as stress by combining stress analysis, response surface methodology and Monte Carlo simulation and got the probabilistic sensitivity. The sensitivity of structural response with respect to in constant design variables was estimated by fracture probability. Therefore, this paper proposed the probabilistic reliability design method for fracture of uncorved freight end beam and the design criteria by fracture probability.

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확률론적 해석법에 의한 연직배수 영향인자 민감도 분석 (Sensitivity Analyses of Influencing Factors on Vertical Drain with Probabilistic Method)

  • 유남재;전상현;정길수;김동건
    • 산업기술연구
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    • 제26권B호
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    • pp.83-92
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    • 2006
  • A probabilistic analysis model. one of reliability analysis methods introducing the concept of variables, was developed to investigate the uncertainty of dominant factors influencing the degree of consolidation in the radial consolidation theories. Based on the developed probabilistic analysis model, sensitivity study of those factors was performed to find their trends of affecting the degree of consolidation in the vertical drain method. Various radial consolidation theories, proposed by Barron(1948), Hansbo(1979), Yoshikuni(1979) and Onoue(1988), were used for this parametric study with the influencing factors such as size of smear zone, reduction ratio of permeability in the smear zone, discharge capacity, permeability for horizontal flow and coefficient of consolidation for horizontal flow. As results of this sensitivity study, for the given consolidation theory, contribution of each factor to the degree of consolidation was figure out and compared to each other. For the given value of each factor, the sensitivity to the degree of consolidation in the various theories was evaluated and their applicability and limitations were assessed.

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NUCLEAR FUEL CYCLE COST ESTIMATION AND SENSITIVITY ANALYSIS OF UNIT COSTS ON THE BASIS OF AN EQUILIBRIUM MODEL

  • KIM, S.K.;KO, W.I.;YOUN, S.R.;GAO, R.X.
    • Nuclear Engineering and Technology
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    • 제47권3호
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    • pp.306-314
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    • 2015
  • This paper examines the difference in the value of the nuclear fuel cycle cost calculated by the deterministic and probabilistic methods on the basis of an equilibrium model. Calculating using the deterministic method, the direct disposal cost and Pyro-SFR (sodium-cooled fast reactor) nuclear fuel cycle cost, including the reactor cost, were found to be 66.41 mills/kWh and 77.82 mills/kWh, respectively (1 mill = one thousand of a dollar, i.e., $10^{-3}$ $). This is because the cost of SFR is considerably expensive. Calculating again using the probabilistic method, however, the direct disposal cost and Pyro-SFR nuclear fuel cycle cost, excluding the reactor cost, were found be 7.47 mills/kWh and 6.40 mills/kWh, respectively, on the basis of the most likely value. This is because the nuclear fuel cycle cost is significantly affected by the standard deviation and the mean of the unit cost that includes uncertainty. Thus, it is judged that not only the deterministic method, but also the probabilistic method, would also be necessary to evaluate the nuclear fuel cycle cost. By analyzing the sensitivity of the unit cost in each phase of the nuclear fuel cycle, it was found that the uranium unit price is the most influential factor in determining nuclear fuel cycle costs.

강 구조물 접합부의 건전성 감시를 위한 램 웨이브와 확률 신경망의 적용 (Application of Lamb Waves and Probabilistic Neural Networks for Health Monitoring of Joint Steel Structures)

  • 박승희;이종재;윤정방;노용래
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2004년도 추계학술대회논문집
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    • pp.625-632
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    • 2004
  • This study presents the NDE (non-destructive evaluation) technique for detecting the loosened bolts on joint steel structures on the basis of TOF (time of flight) and amplitudes of Lamb waves. Probabilistic neural network (PNN) technique which is an effective tool for pattern classification problem was applied to the damage estimation using PZT induced Lamb waves. Two kinds of damages were introduced by dominant damages (DD) which mean loosened bolts within the Lamb waves beam width and minor damages (MD) which mean loosened bolts out of the Lamb waves beam width. They were investigated for the establishment of the optimal decision boundaries which divide each damage class's region including the intact class. In this study, the applicability of the probabilistic neural networks was identified through the test results for the damage cases within and out of wave beam path. It has been found that the present methods are very efficient and reasonable in predicting the loosened bolts on the joint steel structures probabilistically.

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탄산화된 RC구조물의 표면보수에 대한 확률론적 LCC 평가 (Probabilistic LCC evaluation for Surface Repair of carbonated RC structure)

  • 이형민;양현민;이한승
    • 대한건축학회논문집:구조계
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    • 제34권2호
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    • pp.41-48
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    • 2018
  • Carbonation is one of the major detrimental factors to the reinforced concrete structures owing to penetration of atmospheric CO2 through the micro pores, thereby it reduces the durability of the concrete. The maintenance periods and cost for concrete according to the coefficient variation of different finishing materials is documented in literature. However, it is required to carry out the systematic and well planned studies. Therefore, keeping them in mind, surface repair was carried out to the carbonated concrete and the maintenance cost was calculated to measure the durability life after repair with different variable. The deterministic and probabilistic methods were applied for durability and repair cost of the concrete. In the existing deterministic model, the cost of repair materials increases significantly when the concrete structure reaches its service life. In present study using a stochastic model, the maintenance period and cost was evaluated. According to obtained results, there was no significant difference in the number of maintenance of the coefficient variation. The initial durability has a great influence on the maintenance time and cost of the structure. Unlike the deterministic model, the probabilistic cost estimating model reduces the number of maintenance to the target service life expectancy.

암반사면의 평면파괴해석을 위한 간이 확률론적 해석 비교연구 (A Comparative Study of Simplified Probabilistic Analysis Methods for Plane Failure of Rock Slope)

  • 김영민
    • 터널과지하공간
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    • 제31권5호
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    • pp.360-373
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    • 2021
  • 지반공학 분석에는 재료정수의 샘플링 및 실험기술에 이르기까지 많은 불확실성의 원인이 존재한다. 암반사면의 평면파괴에 대한 기존의 결정론적 안정성 분석은 안전율은 계산하지만, 파괴확률이나 신뢰지수를 고려하지 않는다. 기존의 사면안정해석에서는 지반의 불확실성을 전체적 안전율로 평가하여 현실적인 암반사면의 안정성을 자세히 평가하기가 힘들다. 본 논문에서는 암석사면의 평면파괴에 적용되는 MCS, FOSM, PEM, Taylor Series와 같은 기존의 확률론적 분석기법을 자세히 검토한다. 몬테카를로 방법(MCS)은 가장 정확한 확률론적 안전율을 계산한다. 그러나 이 방법은 시간이 많이 걸리는 문제가 발생되므로 간이 확률론적 방법은 MCS에 대한 대안이 될 수 있다. 이 연구에서는 간이 확률론적 방법을 사용하여 암반사면의 평면파괴에 대한 확률분석을 제시하였다.

Applied methods for seismic assessment of scoured bridges: a review with case studies

  • Guo, Xuan;Badroddin, Mostafa;Chen, ZhiQiang
    • Earthquakes and Structures
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    • 제13권5호
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    • pp.497-507
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    • 2017
  • Flooding induced scour has been long recognized as a major hazard to river-crossing bridges. Many studies in recent years have attempted to evaluate the effects of scour on the seismic performance of bridges, and probabilistic frameworks are usually adopted. However, direct and straightforward insight about how foundation scour affects bridges as a type of soil-foundation-structure system is usually understated. In this paper, we provide a comprehensive review of applied methods centering around seismic assessment of scoured bridges considering soil-foundation-structure interaction. When introducing these applied analysis and modeling methods, a simple bridge model is provided to demonstrate the use of these methods as a case study. Particularly, we propose the use of nonlinear modal pushover analysis as a rapid technique to model scoured bridge systems, and numerical validation and application of this procedure are given using the simple bridge model. All methods reviewed in this paper can serve as baseline components for performing probabilistic vulnerability or risk assessment for any river-crossing bridge system subject to flood-induced scour and earthquakes.

결정론적 및 확률론적 방법을 이용한 방사성폐기물 운반 위험도 평가 비교·분석 (Comparison of Radioactive Waste Transportation Risk Assessment Using Deterministic and Probabilistic Methods)

  • 곽민우;김혁재;오가은;이신동;김광표
    • 방사선산업학회지
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    • 제17권1호
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    • pp.83-92
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    • 2023
  • When assessing the risk of radioactive wastes transportation on land, computer codes such as RADTRAN and RISKIND are used as deterministic methods. Transportation risk assessment using the deterministic method requires a relatively short assessment time. On the other hand, transportation risk assessment using the probabilistic method requires a relatively long assessment time, but produces more reliable results. Therefore, a study is needed to evaluate the exposure dose using a deterministic method that can be evaluated relatively quickly, and to compare and analyze the exposure dose result using a probabilistic method. The purpose of this study is to evaluate the exposure dose during transportation of radioactive wastes using deterministic and probabilistic methods, and to compare and analyze them. For this purpose, the main exposure factors were selected and various exposure situations were set. The distance between the radioactive waste and the receptor, the size of the package, and the speed of vehicle were selected as the main exposure factors. The exposure situation was largely divided into when the radioactive wastes were stationary and when they were passing. And the dose (rate) model of the deterministic overland transportation risk assessment computer code was analyzed. Finally, the deterministic method of the RADTRAN computer code and the RISKIND computer code and the probabilistic method of the MCNP 6 computer code were used to evaluate the exposure dose in various exposure situations during transportation of radioactive wastes. Then we compared and analyzed them. As a result of the evaluation, the tendency of the exposure dose (rate) was similar when the radioactive wastes were stationary and passing. For the same situation, the evaluation results of the RADTRAN computer code were generally more conservative than the results of the RISKIND computer code and the MCNP 6 computer code. The evaluation results of the RISKIND computer code and the MCNP 6 computer code were relatively similar. The results of this study are expected to be used as basic data for establishing the radioactive wastes transportation risk assessment system in Korea in the future.

A stochastic adaptive pushover procedure for seismic assessment of buildings

  • Jafari, Mohammad;Soltani, Masoud
    • Earthquakes and Structures
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    • 제14권5호
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    • pp.477-492
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    • 2018
  • Recently, the adaptive nonlinear static analysis method has been widely used in the field of performance based earthquake engineering. However, the proposed methods are almost deterministic and cannot directly consider the seismic record uncertainties. In the current study an innovative Stochastic Adaptive Pushover Analysis, called "SAPA", based on equivalent hysteresis system responses is developed to consider the earthquake record to record uncertainties. The methodology offers a direct stochastic analysis which estimates the seismic demands of the structure in a probabilistic manner. In this procedure by using a stochastic linearization technique in each step, the equivalent hysteresis system is analyzed and the probabilistic characteristics of the result are obtained by which the lateral force pattern is extracted and the actual structure is pushed. To compare the results, three different types of analysis have been considered; conventional pushover methods, incremental dynamic analysis, IDA, and the SAPA method. The result shows an admirable accuracy in predicting the structure responses.