• Title/Summary/Keyword: result predictions

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Recommendation Algorithm by Item Classification Using Preference Difference Metric (Preference Difference Metric을 이용한 아이템 분류방식의 추천알고리즘)

  • Park, Chan-Soo;Hwang, Taegyu;Hong, Junghwa;Kim, Sung Kwon
    • KIISE Transactions on Computing Practices
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    • v.21 no.2
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    • pp.121-125
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    • 2015
  • In recent years, research on collaborative filtering-based recommendation systems emphasized the accuracy of rating predictions, and this has led to an increase in computation time. As a result, such systems have divergeded from the original purpose of making quick recommendations. In this paper, we propose a recommendation algorithm that uses a Preference Difference Metric to reduce the computation time and to maintain adequate performance. The system recommends items according to their preference classification.

The Present and Future of Research Industry in Korea (우리날 조사산업의 현황과 전망)

  • 박무익
    • Proceedings of the Korean Association for Survey Research Conference
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    • 2000.06a
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    • pp.161-177
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    • 2000
  • Research industry in Korea has shown remarkable development in the past decade, mainly owing to the fact that the confidence level on the research itself has been largely improved as the major predictions based on poll result hit the mark in the past presidential elections, and also the change of management style in Korean business based on the rational decision making process. In the article, I will analyze the change of Korean\\\\`s behavior toward public opinion research in diachronic manner and show the number and activities of Research Organizations in order to look into the present condition of research industry and then think about the future and the desirable direction of Korea research industry.

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Prediction of Relative Density by Hardness in Compressed Sintered-Metal Powder (경도를 이용한 소결압축금속분말의 상대밀도 예측)

  • 김진영;박종진
    • Transactions of Materials Processing
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    • v.6 no.6
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    • pp.508-516
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    • 1997
  • Forging process on sintered powder metals has been applied to produce automotive parts which require a high level of strength. In those parts, the measurement of relative density is very important because a low relative density density causes deterioration of strength. In the present study, an indentation force equation was proposed by which the result obtained from the hardness measurement is used to evaluate the relative density. This equation was applied to the prediction of the relative density in cylindrical specimens which were first sintered and then forged at the room temperature and at an elevated temperature. The experimental results were compared with predictions with and without consideration of the workhardening effect on the powder.

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The Prediction of Tool Wear by Cutting Force Model in the Machining of Die Material (금형강 가공에서 절삭력 모델에 의한 공구마멸의 예측)

  • 조재성;강명창;김정석
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 1994.10a
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    • pp.61-66
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    • 1994
  • Tool condition monitoring is one of the most important aspects to improve productivity and quality and to achieve intelligent machining system. The tool state is classified into three groups as chipping, wear and fracture. In this study, wear of a ceramic cutting tool for hardened die material (SKD11) was investigated. Flank wear was occured more dominant than crarer wear. Therefore, to predict flank wear, the modeling of cutting force has been performed. The modeling of cutting force by an assumption that act the stress distribution on the tool face obtained through a numerical analysis. The relationships between the cutting force and the tool wear can be constructed by machining paraneters with cutting conditions. Experiments were performed under the various cutting conditions to ensure the validity of force models. The theoretical predictions of the flank wear is approximately in good agreement with experimental result.

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Prototype of NMR Based Sensor For Non-Destructive Sugar Content Measurement in Fruits

  • Cho, Seoung-In;Chung, Chang-Ho
    • Proceedings of the Korean Society for Agricultural Machinery Conference
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    • 1996.06c
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    • pp.305-312
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    • 1996
  • A 4.1MHz 1H Nuclear Magnetic Resonance (NMR) sensor was designed and manufactured to evaluate the internal quality of fruit. The magnet console having 963 gauss magnetic field induction was used for the NMR sensor. To optimize evaluate the NMR sensor, glycerol and sugar-water solutions were used. 1H(proton) resonance signals were use of to estimate the sugar contents in fruits the proton resonance signals and were validated . The standard errors of predictions(SEP) were 0.565(apple) , 0.394(pear) and 0.415(kiwi) respectively. The result implied that is possible to evaluate apple , pear and kiwi into 3 grades using the NMR sensor.

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The 3D Numerical Analysis on the Predictions of Flight Stability at Take-off and Landing (Crosswind 60°) (이.착륙 비행 안정성 예측을 위한 3차원 수치해석(측풍 60° 방향))

  • Sheen, Dong-Jin
    • Journal of the Korean Society for Aviation and Aeronautics
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    • v.20 no.1
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    • pp.94-102
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    • 2012
  • The aim of this paper is to research the change in the turbulent flow and the AOA occurred by $60^{\circ}$ crosswind to the direction of runway through the three-dimensional numerical analysis and to predict the take-off and landing flight stability. As a result, the maximum amplitude of AOA variation on runway reached $4.88^{\circ}$ within 7 second because of the wake formed by the constructions in the vicinity of the airport, and the overall effects appeared as an irregular aperiodic forms. Additionally, it was observed that the layout and shape of the buildings effected on the strength of turbulence directly, and the rapid flow generated between the buildings changed into stronger wake and eventually expected that the flow raises serious take-off and landing flight instability.

2.5 Inch HDD Spindle Vibration with Flexible Base Plate

  • Heo, Bae-Kho
    • 정보저장시스템학회:학술대회논문집
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    • 2005.10a
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    • pp.210-214
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    • 2005
  • The purpose of this paper is to study the effects of the flexibility of HDD base plates on spindle vibration via theoretical predictions and experimental measurements. The flexibility of the base plate can significantly affect HDD spindle vibration. This is the most prominent feature in 2.5 inch HDD. Nevertheless, theoretical analysis of the spindle vibration often neglects the flexibility of the non-rotating part including spindle, base plate, and top cover. Our theoretical model developed in University of Washington can include the flexibilities of spindle and base plate. As a result, our theoretical prediction generally agrees well with our experimental measurements in vibration analysis. Moreover, Because of its small form factor, industrial practice is to use flanged disks instead of regular disks in vibration testing of prototypes. Our experimental measurements indicate that flanged disks and regular disks have very different behavior when the frequency is above 1 KHz.

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Porewater Pressure Predictions on Hillside Slopes for Assessing Landslide Risks(III)-Model Parameter Identification- (산사태 위험도 추정을 위한 간극수압 예측에 관한 연구 (III)-모델 매개변수 분석-)

  • 이인모;박경호
    • Geotechnical Engineering
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    • v.8 no.4
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    • pp.41-50
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    • 1992
  • In general, the conceptual lumped-parameter groundwater flow model to predict the groundwater fluctuations in hillside slopes has unknown model parameters to be estimated from the known input -output data. The purpose of this study is to estimate the optimal model parameters of the groundwater flow model developed by authors. The Mazilnum A Posteriori( MAP) estimation method is utilized for this purpose and it is applied to a site which shows the typical landslide in Korea. The result of application shows tllat the 반AP estimation method can estimate the unknown parameters properly well. The groundwater model developed along with estimation technique applied in this paper will be used for assessing risk of landslides.

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Design rules for creating sensing and self-actuating microcapsules

  • Kolmakov, German V.;Yashin, Victor V.;Balazs, Anna C.
    • Smart Structures and Systems
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    • v.7 no.3
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    • pp.199-211
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    • 2011
  • Using computational modeling, we design a pair of biomimetic microcapsules that exploit chemical mechanisms to communicate and alter their local environment. As a result, these synthetic objects can undergo autonomous, directed motion. In the simulations, signaling microcapsules release "agonist" particles, while target microcapsules release "antagonist" particles and the permeabilities of both capsule types depend on the local particle concentration in the surrounding solution. Additionally, the released nanoscopic particles can bind to the underlying substrate and thereby create adhesion gradients that propel the microcapsules to move. Hydrodynamic interactions and the feedback mechanism provided by the dissolved particles are both necessary to achieve the cooperative behavior exhibited by these microcapsules. Our model provides a platform for integrating both the spatial and temporal behavior of assemblies of "artificial cells", and allows us to design a rich variety of structures capable of exhibiting complex dynamics. Due to the cell-like attributes of polymeric microcapsules and polymersomes, material systems are available for realizing our predictions.

경사진 고체 표면 위를 내려가는 액적의 미글림 유동

  • 김진호;김호영;강병하;이재헌
    • Korean Journal of Air-Conditioning and Refrigeration Engineering
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    • v.13 no.10
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    • pp.1025-1033
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    • 2001
  • A scaling analysis is provided which predicts the sliding velocity of a liquid drop down an inclined surface. The analysis is based on the balance of the gravitational work rate that drives the drop sliding and the resistances by capillary and viscous forces. The capillary resistance is accounted for via the contact angle hysteresis, which is quantified by measuring the critical inclination causing the drop to start sliding. The sliding of the drop is governed by the rate of the viscous dissipation of the Stokes flow. The analysis result in its limit form for small contact angles is consistent with previous results. In the experiments to verify the analysis results, the measured sliding velocity of various liquid drops are shown to obey the predictions made in this study.

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