• Title/Summary/Keyword: monte carlo method

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Nonparametric Detection Methods against DDoS Attack (비모수적 DDoS 공격 탐지)

  • Lee, J.L.;Hong, C.S.
    • The Korean Journal of Applied Statistics
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    • v.26 no.2
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    • pp.291-305
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    • 2013
  • Collective traffic data (BPS, PPS etc.) for detection against the distributed denial of service attack on network is the time sequencing big data. The algorithm to detect the change point in the big data should be accurate and exceed in detection time and detection capability. In this work, the sliding window and discretization method is used to detect the change point in the big data, and propose five nonparametric test statistics using empirical distribution functions and ranks. With various distribution functions and their parameters, the detection time and capability including the detection delay time and the detection ratio for five test methods are explored and discussed via monte carlo simulation and illustrative examples.

Path Planning Method of Home Vacuum Robot with Mapping and Localization (지도 생성과 위치 인식을 적용한 가정용 청소로봇의 경로 탐색 기법)

  • Yang, Si-Hyeon;Lee, Jeong-Hyun;Chung, Duck-Won;Min, Dug-Ki
    • Proceedings of the Korean Information Science Society Conference
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    • 2010.06c
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    • pp.358-363
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    • 2010
  • 본 논문은 가정용 청소로봇이 대중화가 이루어지면서 많은 종류의 청소로봇들이 개발되고 있지만 대부분의 청소로봇들이 외부 환경과 상호적으로 대응하지 못하고 무작위 경로 생성에 가까운 알고리즘들을 적용하고 있는 점에서 착안하였다. 목표로 하고 있는 경로 탐색 기법은 대부분의 가정용 청소로봇이 장착하고 있는 범퍼 센서를 사용하여 논리적인 가상의 지도를 생성하고 이 정보를 활용하여 청소로봇의 위치를 파악하고 최적의 청소 경로를 생성하는 방법이다. 사람이 진공청소기를 사용하여 청소를 하듯이 청소할 공간을 파악하고 일련의 규칙대로 청소하는 무의식의 프로세스를 청소로봇이 최대한 유사하게 작동하기 위해서는 벽뿐만 아니라 소파나 테이블과 같은 로봇의 움직임을 방해하는 각종 요소들을 모두 고려해야 한다. 그러므로 본 논문에서는 Occupancy Grid Map을 생성하여 로봇이 장애물의 위치를 파악하고 청소 경로를 탐색할 수 있도록 한다. 그리고 이러한 경로 탐색 기법을 적용하기 위해서 Monte-Carlo Localization 알고리즘을 사용하며 생성된 Occupancy Grid Map을 통하여 로봇이 자체적으로 위치를 파악할 수 있도록 한다. 청소로봇이 자체의 위치를 파악하게 되면 로봇의 크기와 비교하여 움직일 수 있는 공간과 움직이지 못하는 공간을 구별하여 이동 가능한 영역과는 별개로 청소를 위한 경로 탐색을 수행할 수 있다. 청소를 목적으로 하는 경로 탐색은 청소 영역을 최대화하면서 최적의 경로를 탐색하고 Localization을 통해 해당 경로를 유지하면서 이동할 수 있게 된다. 이러한 경로 탐색 기법을 제시하면서 기존의 청소로봇들과의 알고리즘 차원에서의 비교 및 그 성능 평가는 향후 연구에서 해결하도록 한다.

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Molecular Simulation Studies for Penetrable-Sphere Model: II. Collision Properties (침투성 구형 모델에 관한 분자 전산 연구: II. 충돌 특성)

  • Kim, Chun-Ho;Suh, Soong-Hyuck
    • Polymer(Korea)
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    • v.35 no.6
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    • pp.513-519
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    • 2011
  • Molecular simulations via the molecular dynamics method have been carried out to investigate the dynamic collision properties of penetrable-sphere model fluids. The collision frequencies, the mean free paths, the angle distributions of the hard-type reflection and the soft-type penetration, and the effective packing fractions are computed over a wide range of the packing fraction ${\phi}$ and the repulsive energy ${\varepsilon}^*$. The soft-type collisions are dominated for lower repulsive energy systems, while the hardtype collisions for higher repulsive energy systems. Very interestingly, the ratio of the soft-type (or, the hard-type) collision frequency to the total collision frequency is directly related with the Boltzmann factor of acceptance (or rejection) probabilities in the canonical ensemble Monte Carlo calculations. Such dynamic collision properties are shown to be restricted for highly repulsive and dense systems of ${\varepsilon}^*{\geqq}3.0 $and ${\phi}{\geqq}0.7$, indicating the cluster forming structures in the penetrable-sphere model.

Probabilistic Approach for Fighter Inlet Hammershock Design Pressure (전투기 흡입구 해머쇼크 설계압력에 대한 확률론적 접근법)

  • Bae, Hyo-gil;Lee, Hoon Sik;Kim, Yun-mi;Jeong, In Myon;Lee, SangHyo;Cho, Dae-yeong
    • Journal of Aerospace System Engineering
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    • v.13 no.5
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    • pp.72-78
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    • 2019
  • Inlet hammershock is the critical loads condition for designing the inlet duct structure of a fighter. The sudden flow reduction in engine compressor causes inlet hammershock with high pressure. The traditional method was used to combine extreme conditions (maximum speed, sea level altitude, and cold day) to analyze this compression wave inlet hammershock pressure. However, after the 90s there have been papers that presented the probabilistic approach for the inlet hammershock to achieve the appropriate design pressure. This study shows how to analyze the inlet hammershock pressure by making practical use of the Republic of Korea Air Force real flight usage data under probabilistic approach and then analyze approximately 30% decreased inlet hammershock pressure compared with the traditional valve.

Assessment of Continuous Simulations of Conceptual Ranfall-Runoff Models at Guem River Catchments, Kore (금강 유역의 개념적 강우유출모형의 장기 유출 모의 적용성 평가)

  • Chang, Hyung Joon;Lee, Hyo Sang;Ko, A Ra
    • Proceedings of the Korea Water Resources Association Conference
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    • 2015.05a
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    • pp.99-99
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    • 2015
  • 본 연구에서는 금강 유역을 대상으로 토양저류함수모형기반의 개념적 강우유출모형의 장기 유출모의를 평가하였다. 연구유역인 금강 22개 계측유역을 주요 유역특성인자(면적, 경사도, SCS-CN등)을 수문학적 거리 산정방법을 활용하여 3개의 유역그룹을 선정하였다. 적용모형인 개념적 강우유출모형은 3개의 토양저류함수모형[확률분포모형(PDM: Probability Distributed Moisture), 유역습윤지수모형(CWI: Catchment Wetness Index), 수정펜맨타입모형(MP: Modified Penman type model)]과 3개의 유역추적모형[병렬2선형 저류지 유출 모형(2PAR: 2-conceptual reservoirs in parallel), 빠른 지표하 흐름을 고려한 병렬 2선형 저류지 유출모형(2PMP: 2Macro-pre Approach parallel structure), 병렬 3선형 저류지 유출모형(3PAR: 3-conceptual reservoirs in parallel)]의 조합인 9개의 모형을 사용하였으며, 2006년부터 2012년의 일자료를 바탕으로 검정(Calibration), 2001년부터 2005년의 일자료를 검증(Validation)을 Monte carlo method(Uniform Random Sampling)로 수행 후, 모형의 성능은 NSE(Nash sutcliffe Efficiency)로 평가하였다. 분석결과 유역그룹에 대한 모형성능의 편차는 작아서 유역그룹에 대한 토양저류 함수모형의 뚜렷한 상관성을 확인할 수 없었다. 이는 금강 유역을 단일 유역 그룹으로 적용할 수 있음을 제시하고 있다. 검정 검증성능 및 검정매개변수의 개수를 바탕으로 적용성 평가를 실시한 결과에서 토양저류함수모형인 확률분포모형(PDM)과 유역추적모형의 병렬2선형 저류지 유출모형(2PAR)와 빠른 지표하 흐름을 고려한 병렬2선형 저류지 유출모형(2PMP)의 조합이 금강 22개 유역에서 적용성이 우수함을 확인하였다. 향후 이 모형을 바탕으로 금강유역의 대표적인 강우유출모형을 개발하고자 한다.

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Rocket Plume Analysis with DSMC Method (DSMC 방법을 이용한 로켓 플룸의 해석)

  • Jeon, Woojin;Baek, Seungwook;Park, Jaehyun;Ha, Dongsung
    • Journal of the Korean Society of Propulsion Engineers
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    • v.18 no.5
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    • pp.54-61
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    • 2014
  • In this study, a plume exhausted from rocket nozzle is investigated by using an unstructured 2-dimensional axisymmetirc DSMC code at various altitude. The small back-pressure to total-pressure ratio($P_b/P_o$) and large $P_b/P_o$ represent low and high altitude condition, respectively. At low altitude, the plume shows a typical complicated structure (e.g. Mach disk) of underexpanded jet while the high altitude plume experiences plain expansion. The various features of exhaust plume is discussed including density, translational/rotational temperature, Mach number and Knudsen number. The results shows that even at 20 km altitude where the freestream Knudsen number is small as $1.5{\times}10^{-5}$, the transitional and rarefied flow regimes can occur locally within the plume. It confirms the necessity of DSMC computation at low altitude.

Wind-excited stochastic vibration of long-span bridge considering wind field parameters during typhoon landfall

  • Ge, Yaojun;Zhao, Lin
    • Wind and Structures
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    • v.19 no.4
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    • pp.421-441
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    • 2014
  • With the assistance of typhoon field data at aerial elevation level observed by meteorological satellites and wind velocity and direction records nearby the ground gathered in Guangzhou Weather Station between 1985 and 2001, some key wind field parameters under typhoon climate in Guangzhou region were calibrated based on Monte-Carlo stochastic algorithm and Meng's typhoon numerical model. By using Peak Over Threshold method (POT) and Generalized Pareto Distribution (GPD), Wind field characteristics during typhoons for various return periods in several typical engineering fields were predicted, showing that some distribution rules in relation to gradient height of atmosphere boundary layer, power-law component of wind profile, gust factor and extreme wind velocity at 1-3s time interval are obviously different from corresponding items in Chinese wind load Codes. In order to evaluate the influence of typhoon field parameters on long-span flexible bridges, 1:100 reduced-scale wind field of type B terrain was reillustrated under typhoon and normal conditions utilizing passive turbulence generators in TJ-3 wind tunnel, and wind-induced performance tests of aero-elastic model of long-span Guangzhou Xinguang arch bridge were carried out as well. Furthermore, aerodynamic admittance function about lattice cross section in mid-span arch lib under the condition of higher turbulence intensity of typhoon field was identified via using high-frequency force-measured balance. Based on identified aerodynamic admittance expressions, Wind-induced stochastic vibration of Xinguang arch bridge under typhoon and normal climates was calculated and compared, considering structural geometrical non-linearity, stochastic wind attack angle effects, etc. Thus, the aerodynamic response characteristics under typhoon and normal conditions can be illustrated and checked, which are of satisfactory response results for different oncoming wind velocities with resemblance to those wind tunnel testing data under the two types of climate modes.

Criticality Safety Analysis of Spent Fuel Storage Facility for Bo-Ri Unit 1 (핵연료 저장시설의 임계 안전성 분석)

  • Dong Ha Kim;Un Chul Lee
    • Nuclear Engineering and Technology
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    • v.14 no.2
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    • pp.86-91
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    • 1982
  • In 1977, spent fuel storage capacity of Ko-Ri Unit 1 was raised to contain 4-2/3 core, by reducing the center-to-center spacing between fuel assemblies from 53.34cm to 36cm. In this paper the adequacy is discussed in detail by examining the previous design analysis report. According to the analytic method presented by Core Performance Branch, study on credible abnormal moderator density condition is performed by using KENO-IV for the redesigned spent fuel storage facility. Result shows that 36cm for the center-to-center spacing between fuel assemblies is not enough to keep the storage safe at water density of 0.1143g/㎤, which gives the maximum $K_{eff}$ 0.9958$\pm$0.0048, which exceeds the CPB regulation limit 0.98. From sensitivity study regarding to the center-to-center spacing, it should be maintained to space greater than 43cm in order to meet the CPB requirements.s.

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Investigations on borate glasses within SBC-Bx system for gamma-ray shielding applications

  • Rammah, Y.S.;Tekin, H.O.;Sriwunkum, C.;Olarinoye, I.;Alalawi, Amani;Al-Buriahi, M.S.;Nutaro, T.;Tonguc, Baris T.
    • Nuclear Engineering and Technology
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    • v.53 no.1
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    • pp.282-293
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    • 2021
  • This paper examines gamma-ray shielding properties of SBC-Bx glass system with the chemical composition of 40SiO2-10B2O3-xBaO-(45-x)CaO- yZnO- zMgO (where x = 0, 10, 20, 30, and 35 mol% and y = z = 6 mol%). Mass attenuation coefficient (µ/ρ) which is an essential parameter to study gamma-ray shielding properties was obtained in the photon energy range of 0.015-15 MeV using PHITS Monte Carlo code for the proposed glasses. The obtained results were compared with those calculated by WinXCOM program. Both the values of PHITS code and WinXCOM program were observed in very good agreement. The (µ/ρ values were then used to derive mean free path (MFP), electron density (Neff), effective atomic number (Zeff), and half value layer (HVL) for all the glasses involved. Additionally, G-P method was employed to estimate exposure buildup factor (EBF) for each glass in the energy range of 0.015-15 MeV up to penetration depths of 40 mfp. The results reveal that gamma-ray shielding effectiveness of the SBC-Bx glasses evolves with increasing BaO content in the glass sample. Such that SBC-B35 glass has superior shielding capacity against gamma-rays among the studied glasses. Gamma-ray shielding properties of SBC-B35 glass were compared with different conventional shielding materials, commercial glasses, and newly developed HMO glasse. Therefore, the investigated glasses have potential uses in gamma shielding applications.

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

  • Kim, Youngmin
    • Tunnel and Underground Space
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    • v.31 no.5
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    • pp.360-373
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    • 2021
  • Many sources of uncertainty exist in geotechnical analysis ranging from the material parameters to the sampling and testing techniques. The conventional deterministic stability analysis of a plane failure in rock slope produce a safety factor but not a probability of failure or reliability index. In the conventional slope stability analysis by evaluating the ground uncertainty as an overall safety factor, it is difficult to evaluate the stability of the realistic rock slope in detail. This paper reviews some established probabilistic analysis techniques, such as the MCS, FOSM, PEM, Taylor Series as applied to plane failure of rock slopes in detail. While the Monte - Carlo methods leads to the most accurate calculation of the probability of safety, this method is too time consuming. Therefore, the simplified probability methods could be alternatives to the MCS. In this study, using these simple probability methods, the failure probability estimation of a plane failure in rock slope is presented.