• Title/Summary/Keyword: power-law모델

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Reliability Analysis of the Spur Gear with Accelerated Life Testing Model (가속수명시험 모델에 따른 평기어의 신뢰성 해석)

  • Kim, Chul-Su;Kwon, Yeo-Hyoun;Kim, Joo-Hyung;Kim, Jung-Kyu
    • Proceedings of the KSME Conference
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    • 2004.11a
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    • pp.136-141
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    • 2004
  • The gear in various mechanical components easily occurs at damages by the external torque. The main failure modes of the gear are surface pitting with the tooth surface and breakage with tooth root by caused fatigue. Therefore, the gear is very important role in the reliability research since it may cause fatal damage of entire system such as the gear box in automobile transmission. In this study, the failure mode of the gear was analyzed and accelerated durability analysis was employed for the life estimation of spur gears. In the case of assumed load spectrums, the reliability of spur gears was evaluated by inverse power law-Weibull accelerated life test model with cumulative damage exposure.

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Distribution Characteristics on the Parameters of Vertical Tidal Current Profile at Uldolmok, Jindo, Korea (진도 울돌목의 조류 연직 프로파일 매개변수 분포 특성)

  • Ko, Dong Hui;Park, Jin Soon;Cho, Hong Yeon;Park, Jun Seok;Lee, Gi Seop;Choi, Hyukjin
    • Journal of Korean Society of Coastal and Ocean Engineers
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    • v.29 no.6
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    • pp.279-285
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    • 2017
  • In general, the power law and logarithmic profile are commonly used as flow vertical velocity profile model. However, since the parameters of profile vary with characteristics of coastal environment, it is necessary to estimate these values from measured data using regression analysis. In this paper, we estimated the power law exponent (n), friction velocity ($u^*$) and roughness length ($z_0$) of logarithmic profile by analyzing measured tidal current data that are averaged at a interval of 30 min. In the results of analysis, power law exponent (n) was estimated to be about 10.75 during flood and about 9.3 during ebb. Meanwhile, $u^*$ of logarithmic profile was estimated to be about 0.084 m/s, 0.105 m/s during flood and ebb, respectively. Also, $z_0$ was estimated to be 0.004 m and 0.006 m, respectively.

Prediction of Agricultural Wind and Gust Using Local Ensemble Prediction System (국지앙상블시스템을 활용한 농경지 바람 및 강풍 예측)

  • Jung Hyuk Kang;Geon-Hu Kim;Kyu Rang Kim
    • Korean Journal of Agricultural and Forest Meteorology
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    • v.26 no.2
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    • pp.115-125
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    • 2024
  • Wind is a meteorological factor that has a significant impact on agriculture. Gust cause damage such as fruit drop and damage to facilities. In this study, low-altitude wind speed prediction was performed by applying physical models to Local Ensemble Prediction System (LENS). Logarithmic Law (LOG) and Power Law (POW) were used as the physical models, and Korea Ministry of Environment indicators and Moderate Resolution Imaging Spectroradiometer (MODIS) data were applied as indicator variables. We collected and verified wind and gust data at 3m altitude in 2022 operated by the Rural Development Administration, and presented the results in scatter plot, correlation coefficient, Root Mean Square Error (RMSE), Normalized Root Mean Square Error (NRMSE), and Threat Score (TS). The LOG-applied model showed better results in wind speed, and the POW-applied model showed better results in gust.

An Experimental Study on AutoEncoder to Detect Botnet Traffic Using NetFlow-Timewindow Scheme: Revisited (넷플로우-타임윈도우 기반 봇넷 검출을 위한 오토엔코더 실험적 재고찰)

  • Koohong Kang
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.33 no.4
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    • pp.687-697
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    • 2023
  • Botnets, whose attack patterns are becoming more sophisticated and diverse, are recognized as one of the most serious cybersecurity threats today. This paper revisits the experimental results of botnet detection using autoencoder, a semi-supervised deep learning model, for UGR and CTU-13 data sets. To prepare the input vectors of autoencoder, we create data points by grouping the NetFlow records into sliding windows based on source IP address and aggregating them to form features. In particular, we discover a simple power-law; that is the number of data points that have some flow-degree is proportional to the number of NetFlow records aggregated in them. Moreover, we show that our power-law fits the real data very well resulting in correlation coefficients of 97% or higher. We also show that this power-law has an impact on the learning of autoencoder and, as a result, influences the performance of botnet detection. Furthermore, we evaluate the performance of autoencoder using the area under the Receiver Operating Characteristic (ROC) curve.

Prediction of Long-term Settlement of Refuse Landfill by Several Proposed Models (기존 침하모델들에 근거한 쓰레기 매립지 장기 침하 예측)

  • 박현일;이승래
    • Journal of the Korean Geotechnical Society
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    • v.16 no.2
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    • pp.41-50
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    • 2000
  • 본 연구에서는 여러 침하모델들을 매립경과기간이 다른 아홉 개 지역의 실제 스레기 매립지 침하자료들에 적용하였다. 침하모델들을 적용한 결과, 매립연한이 증가할수록 향후 발생가능한 장기침하량도 상당히 감소하는 경향을 보였다. 신선한 쓰레기 매립지에서는 침하모델들마다 예측정도에서 큰 차이를 보이지만, 매립연한이 오래된 매립지들에서는 Power creep law를 제외하고는 예측정도에 있어서 큰 차이를 보이지 않음을 알 수 있었다.

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Dynamic Control of Random Constant Spreading Worm Using the Power-Law Network Characteristic (멱함수 네트워크 특성을 이용한 랜덤확산형 웜의 동적 제어)

  • Park Doo-Soon;No Byung-Gyu
    • Journal of Korea Multimedia Society
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    • v.9 no.3
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    • pp.333-341
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    • 2006
  • Recently, Random Constant worm is increasing The worm retards the availability of the overall network by exhausting resources such as CPU resource and network bandwidth, and damages to an uninfected system as well as an infected system. This paper analyzes the Power-Law network which possesses the preferential characteristics to restrain the worm from spreading. Moreover, this paper suggests the model which dynamically controls the spread of the worm using information about depth distribution of the delivery node which can be seen commonly in such network. It has also verified that the load for each node was minimized at the optimal depth to effectively restrain the spread of the worm by a simulation.

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Steady Shear Flow and Dynamic Viscoelastic Properties of Semi-Solid Food Materials (반고형 식품류의 정상유동특성 및 동적 점탄성)

  • 송기원;장갑식
    • The Korean Journal of Rheology
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    • v.11 no.2
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    • pp.143-152
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    • 1999
  • Using a Rheometrics Fluids Spectrometer(RFS II), the steady shear flow and the small-amplitude dynamic viscoelastic properties of three kinds of semi-solid food materials(mayonnaise, tomato ketchup, and wasabi) have been measured over a wide range of shear rates and angular frequencies. The shear rate dependence of steady flow behavior and the angular frequency dependence of dynamic viscoelastic behavior were reported from the experimentally measured data. In addition, some viscoplastic flow models with a yield stress term were employed to make a quantitative evaluation of the steady flow behavior, and the applicability of these models was also examined in detail. Furthermore, the correlations between steady shear flow(nonlinear behavior) and dynamic viscoelastic(linear behavior)properties were discussed using the modified power-law flow equations. Main results obtained from this study can be summarized as follows : (1) Semi-solid food materials are regarded as viscoplastic fluids having a finite magnitude of yield stress, and their flow behavior shows shear-thinning characteristics, exhibiting a decrease in steady flow viscosity with increasing shear rate. (2) The Herschel-Bulkley, Mizrahi-Berk, and Heinz-Casson models are all applicable to describe the steady flow behavior of semi-solid food materials. Among these models, the Heinz-Casson model has the best validity. (3) Semi-solid food materials show a stronger shear-thinning behavior at shear rate region higher than a critical shear rate where a more progressive structure breakdown takes place. (4) Both the storage and loss moduli are increased with increasing angular frequency, but they have a slight dependence on angular frequency. The elastic behavior is dominant to the viscous behavior over a wide range of angular frequencies. (5) All of the steady flow, dynamic, and complex viscosities are well satisfied with the power-law model behavior. The relationships between steady shear flow and dynamic viscoelastic properties can well be described by the modified forms of the power-law flow equations.

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The Settlement Characteristics of Incheon Unsanitary Solid Waste Landfill (인천지역 비위생 매립지반의 침하특성 연구)

  • Cho, Seok-Ho;Lim, Ju-Hyun;Kim, Hak-Moon
    • Journal of the Korean Geotechnical Society
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    • v.24 no.7
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    • pp.37-42
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    • 2008
  • This paper estimates the long-term settlement of Incheon unsanitary solid waste landfill, which is 20 years old. The unsanitary solid waste landfill was subjected to pre-loading system over a period of 1 year, and 300 settlement monitoring provided the long term settlement data. This landfill contains relatively small amount of organic component, and therefore the initial stage of settlement was very small. The existing settlement models were examineed by comparing the observed behaviors of this site, and also they were used to predict the long-term settlement. Power Creep Law (PCL) model showed good agreement with the measured settlement obtained from the initial stage of the measurement, but other models showed satisfactory agreements after $50{\sim}70$ days of measurement.

A Kinetic Study of Allylchloride Epoxidation using Titanium Silicalite-1 Catalyst (Titanium Silicalite-1 촉매를 이용한 Allylchloride 에폭시화 반응: 속도론적 고찰)

  • Yang, Seung-Tae;Choi, Jung-Sik;Kwon, Young-Chul;Lee, Sang-Wook;Ahn, Wha-Seung
    • Korean Chemical Engineering Research
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    • v.46 no.1
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    • pp.142-146
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    • 2008
  • Titanium silicalite-1 catalyst was prepared using a $SiO_2-TiO_2$ xerogel and applied to allylchloride (ALC) epoxidation by $H_2O_2$ as oxidant in a batch reactor. The reaction temperature was varied from 25 to $55^{\circ}C$, and the concentrations of ALC and $H_2O_2$ were changed from 0.2 to 3 M and from 0.2 to 1.5 M, respectively. The kinetic data obtained were applied to the power rate law, Eley-Rideal, and a Langmuir-Hinshelwood model, and power rate law fits the experimental data best. Activation energy was 27.9 kJ/mol, and the reaction orders with respect to $H_2O_2$ and ALC were determined to be 0.41 and 0.52, respectively.

Shape optimization of polymer extrusion die using three-dimensional flow simulation and non-Newtonian fluid models (3차원 흐름 모사와 비뉴톤 유체모델을 이용한 고분자 압출 다이의 형상 최적화)

  • 나수연;이태용
    • 제어로봇시스템학회:학술대회논문집
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    • 1997.10a
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    • pp.1754-1757
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    • 1997
  • Three-dimensional optimum design of coat-hanger die is performed using power-law and Carreau models. It is found that the three-dimensional optimum design algorithm shows good convergence with the non-Newtonian fludis. the nore realistic optimum design is accomplished by employing Carreau model with the three-dimensional design method. The effect of vixcosity modles is investigated by comparing the optimum manifold profiles and flow rate distributions of power-law and Carreau modles. Through the accurated viscosity representation of Carreau model, the effect of total flow rate on the optimum manifold profile is investigated.

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