• Title/Summary/Keyword: position prediction

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A neural network shelter model for small wind turbine siting near single obstacles

  • Brunskill, Andrew William;Lubitz, William David
    • Wind and Structures
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    • v.15 no.1
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    • pp.43-64
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    • 2012
  • Many potential small wind turbine locations are near obstacles such as buildings and shelterbelts, which can have a significant, detrimental effect on the local wind climate. A neural network-based model has been developed which predicts mean wind speed and turbulence intensity at points in an obstacle's region of influence, relative to unsheltered conditions. The neural network was trained using measurements collected in the wakes of 18 scale building models exposed to a simulated rural atmospheric boundary layer in a wind tunnel. The model obstacles covered a range of heights, widths, depths, and roof pitches typical of rural buildings. A field experiment was conducted using three unique full scale obstacles to validate model predictions and wind tunnel measurements. The accuracy of the neural network model varies with the quantity predicted and position in the obstacle wake. In general, predictions of mean velocity deficit in the far wake region are most accurate. The overall estimated mean uncertainties associated with model predictions of normalized mean wind speed and turbulence intensity are 4.9% and 12.8%, respectively.

The Research of Naval Tracking Filter using IMM3 for Naval Gun Ballistic Computer Unit (IMM3를 이용한 사격제원계산장치 대함필터 연구)

  • Lee, Young-Ju
    • Journal of the Korea Institute of Military Science and Technology
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    • v.8 no.3 s.22
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    • pp.24-32
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    • 2005
  • This paper describes the tracking filter performance for Naval Gun Ballistic Computation Unit(BCU). BCU needs tracing filter for gun firing. Using data of tracking sensor, BCU calculates the future position of Target and Gun order in the time of flight. In this paper, tracing filter is designed with interacting multiple model(IMM). The tracking algorithm based on the IMM requirers a considerable number of sub-model for the various maneuvering target in order to have a good performance. But, in the case of ship target, the maneuvering is restricted compared with the air target. Considering the maneuvering properties and adjusting the mode transition probabilities and the process noise of sub-model, We designed the IMM3 algorithm for Naval tracking filter with three sub-model.

PromSearch: a core-promoter prediction program using neural networks (PromSearch: 신경망을 이용한 코어 프로모터 예측 프로그램)

  • 김병희;김윤희;남진우;임명은;심정섭;박선희;장병탁
    • Proceedings of the Korean Information Science Society Conference
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    • 2003.10b
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    • pp.769-771
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    • 2003
  • PromSearch는 DNA 염기서열 상에서 프로모터의 위치를 예측하는 프로그램이다. 다루는 대상은 인간 DNA의 프로모터이며, 프로모터의 TSS(transcription start site, 전사시작지점)를 예측하는 것을 목표로 한다. 프로모터 영역을 세분하여 각 영역에 대한 프로파일을 PWM(position weight matrix)을 이용해 작성하며, 임의의 염기서열이 입력으로 주어지면 세분한 영역의 점수를 신경망을 이용해 통합하여 프로모터 여부와 TSS의 위치를 결정한다. 프로모터 영역의 분할은 코어 프로모터의 구성 요소인 TATA-box와 Inr, DPE(downstream promoter element), 그리고 코어 프로모터의 위쪽으로 150bp 크기의 영역 등으로 4분할하였다. Fickett의 데이터를 이용한 평가 결과 sensitivity 43%, specificity 88fp(1/376bp)의 성능을 보였다.

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Computer Aided Engineering Design of Power Injection Molding Process for Dental Scaler Top Mold Design

  • Hwang, C.J.;Ko, Y.B.;Park, H.P.;Chung, S.T.;Rhee, B.O.
    • Proceedings of the Korean Powder Metallurgy Institute Conference
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    • 2006.09a
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    • pp.497-498
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    • 2006
  • Powder Injection Molding (PIM) has recently been recognized as an advanced manufacturing technology for low-cost mass production of metal or ceramic parts of complicated geometry. With this regards, design technology of dental scaler tip PIM mold, which has complex shape, with the help of computer-aided analysis for powder injection molding process was developed. Compter aided analysis results, such as filling pattern, weldline formation, and air vent position prediction were investigated and eventually showed good agreements with experimental results.

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A Study of Ceramic Injection Molding of Watch Case Composed of $ZrO_2$ Powder

  • Kwak, T.S.
    • Proceedings of the Korean Powder Metallurgy Institute Conference
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    • 2006.09a
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    • pp.505-506
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    • 2006
  • This study is focused on the manufacturing technique of powder injection molding of watch case made from zirconia powder. A series of computer simulation processes were applied to the prediction of the flow pattern in the inside of the mould and defects as weld-line. The material properties of melted feedstock, including the PVT graph and thermal viscosity flowage properties were measured to obtain the input data to be used in a computer simulation. Also, a molding experiment was conducted and the results of the experiment showed a good agreement with the simulation results for flow pattern and weld line location. On the other hand, gravity and inertia effects have an influence on the velocity of the melt front because of the high density of ceramic powder particles during powder injection molding in comparison with polymer's injection molding process. In the experiment, the position of the melt front was compared with the upper gate and lower gate positions. The gravity and inertia effect could be confirmed in the experimental results.

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Suggestion of assessment height for noise measurement according to the vertical radiation characteristics of railway noise (철도소음의 높이별 방사특성을 고려한 수음 평가 위치 제안)

  • Cho, Jun-Ho;Jang, Kang-Seok
    • Journal of Environmental Impact Assessment
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    • v.23 no.1
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    • pp.29-37
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    • 2014
  • Exact and precise noise measurement is the basis for the reduction measure R&D, impact assessment and prediction modeling for railway noise. In this study, research trend as well as national and international noise measurement standard are investigated. For the estimation of vertical radiation characteristics of railway noise, specially devised zig was used. From the noise measurement and analysis, exact noise height radiated from the railway was characterized. The obtained results will be used for the suggestion of the height of microphone position of railway noise measurements.

Animal Tracking in Infrared Video based on Adaptive GMOF and Kalman Filter

  • Pham, Van Khien;Lee, Guee Sang
    • Smart Media Journal
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    • v.5 no.1
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    • pp.78-87
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    • 2016
  • The major problems of recent object tracking methods are related to the inefficient detection of moving objects due to occlusions, noisy background and inconsistent body motion. This paper presents a robust method for the detection and tracking of a moving in infrared animal videos. The tracking system is based on adaptive optical flow generation, Gaussian mixture and Kalman filtering. The adaptive Gaussian model of optical flow (GMOF) is used to extract foreground and noises are removed based on the object motion. Kalman filter enables the prediction of the object position in the presence of partial occlusions, and changes the size of the animal detected automatically along the image sequence. The presented method is evaluated in various environments of unstable background because of winds, and illuminations changes. The results show that our approach is more robust to background noises and performs better than previous methods.

Analysis of Response of Floating Ring for High Pressure Floating Ring Seal in Turbo Pump (고압 터보 펌프 후로팅 링 실의 후로팅 링 거동 해석)

  • Ha, Tae-Woong
    • Tribology and Lubricants
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    • v.21 no.3
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    • pp.122-129
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    • 2005
  • The floating ring seal has the ability of minimizing clearance without rubbing phenomenon. However, the seal ring can be unstable due to extremely high lock-up eccentricity ratio arisen from the poor design of height and surface finish of the ring. The exact prediction of the lock-up position of the floating ring is necessary to design the floating ring properly. The governing equations are developed and solved numerically. The test facility for the measurement of the boundary-lubrication-friction coefficient of the ring‘s surface has been established. Based on the results of analysis, the geometric conditions of the floating ring seal are suggested for operating at a low lock-up eccentricity ratio.

CAE Analysis of Powder Injection Molding Process for Dental Scaler Mold (치과용 스케일러 금형의 분말사출성형 CAE 해석설계)

  • Ko Y. B.;Park H. P.;Chung S. T.;Rhee B. O.;Hwang C. J.
    • Transactions of Materials Processing
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    • v.14 no.6 s.78
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    • pp.570-576
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    • 2005
  • Powder Injection Molding(PIM) has recently been recognized as an advanced manufacturing technology for low-cost mass production of metal or ceramic parts of complicated geometry With this regards, design technology of dental scaler tip PIM mold, which has complex shape and small core pin (diameter=0.6mm), with the help of computer-aided analysis of powder injection molding process was developed. Computer-aided analysis for dental scaler tip mold was implemented by finite element method with non-Newtonian fluid, modified Cross model viscosity, PvT data of powder/binder mixture. Compter-aided analysis results, such as filling pattern, weldline formation, air vent position prediction were compared with experimental result, and eventually have been shown good agreement. The core pin (diameter=0.6mm) deflection analysis of dental scaler tip PIM mold during PIM filling process was also investigated before mold fabrication.

Prediction of Residual Stresses in the Boron Steel Sheet after Hot Press Forming using Material Properties Modeler and Abaqus (재료 물성 모델러와 Abaqus를 활용한 핫 프레스 포밍 후의 보론 강판내 잔류음력의 예측)

  • Ji, M.W.;Suh, Y.S.;Kim, Y.S.
    • Proceedings of the Korean Society for Technology of Plasticity Conference
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    • 2008.05a
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    • pp.493-496
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    • 2008
  • The residual stress generated in the boron steel blank formed via hot press forming process was predicted by JMatPro, a material property modeler, and Abaqus. The numerical predictions were compared by the experimental measurements obtained by the instrumented indentation. Both the predicted and measured principal stresses monitored at the outer surface of central bending position were qualitatively in good agreement. It was concluded that the residual stresses generated from hot forming process is not negligible as it has been generally assumed, although the spring back deformation is quite small. This should be specially considered from the part design stage since the tensile nature of the residual stress exhibited on the surface may lead to the stress corrosion cracking.

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