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An Ensemble Classifier using Two Dimensional LDA

  • Park, Cheong-Hee
    • Journal of Korea Multimedia Society
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    • v.13 no.6
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    • pp.817-824
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    • 2010
  • Linear Discriminant Analysis (LDA) has been successfully applied for dimension reduction in face recognition. However, LDA requires the transformation of a face image to a one-dimensional vector and this process can cause the correlation information among neighboring pixels to be disregarded. On the other hand, 2D-LDA uses 2D images directly without a transformation process and it has been shown to be superior to the traditional LDA. Nevertheless, there are some problems in 2D-LDA. First, it is difficult to determine the optimal number of feature vectors in a reduced dimensional space. Second, the size of rectangular windows used in 2D-LDA makes strong impacts on classification accuracies but there is no reliable way to determine an optimal window size. In this paper, we propose a new algorithm to overcome those problems in 2D-LDA. We adopt an ensemble approach which combines several classifiers obtained by utilizing various window sizes. And a practical method to determine the number of feature vectors is also presented. Experimental results demonstrate that the proposed method can overcome the difficulties with choosing an optimal window size and the number of feature vectors.

Design and Analysis of Aircraft Composite Window Frame (항공기용 복합재 윈도우 프레임 설계 및 해석)

  • HONG D.J.;KIM W.D.;LEE G.Y.;KIM J.S.
    • Proceedings of the Korean Society For Composite Materials Conference
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    • 2004.10a
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    • pp.232-235
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    • 2004
  • This is the preliminary study to develop composite window frame of commercial aircraft using VaRTM process. For two candidate carbon fabric(triaxial fabric, sleeving braider dry carbon fiber), specimens were fabricated using VaRTM process ,and then the physical & mechanical tests were performed to gain material property according to ASTM. FEM analysis for each candidate carbon fabric were performed to find the minimum ply number and weight for composite window frame. In this study Tsai-Wu strength failure criteria was utilized to evaluate the safety of structure.

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Optimization of an Electron Microwave Oven Window Injection Mold Using Kriging Based Approximation Model (크리깅을 이용한 전자 오븐 윈도우 부품용 사출금형의 최적설계)

  • Ryu M. R.;Lee K. H.;Kim Y. H.;Park H. S.
    • Journal of the Korean Society for Precision Engineering
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    • v.22 no.7 s.172
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    • pp.177-184
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    • 2005
  • Recently, the engineering designer of injection mould has become more and more dependent on the CAE. In the design factors of injection mould, the shrinkage rate should be considered as one of the important performances to produce the reliable products. therefore the shrinkage rate can be mostly calculated by the MoldFlow and Pro-engineering. in the design process. However it is not easy to predict the shrinkage rate of a plastic injection mold in its design process because the analysis can take minutes to hours, the high computational costs of performing the analysis limit their use in design optimization. In this study, the surrogate models, DACE model, based on the Kriging in order to optimize the shrinkage rate of electric microwave oven window is used in lieu of the original models, facilitating design optimization.

A Study on the Behavior Characteristics of Tsunami Damper for the Nuclear Power Plant (원자력 발전소용 쓰나미 댐퍼의 거동특성에 관한 연구)

  • Seo, Ji-Hwan;Kim, Byung-Tak;Chin, Do-Hun
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.13 no.4
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    • pp.106-112
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    • 2014
  • This study presents the mechanical behavior of a ventilating window (a tsunami damper) on the building wall of a nuclear power plant. The window, which is under development, is used to ventilate a machinery room and the building under normal conditions, but it also provides a safety barrier for critical equipment against a tsunami caused by an earthquake. A finite element analysis was conducted to investigate the deflection and the stress distribution of the window under given loading conditions. With symmetry, a one-quarter portion of one window was modeled, and the pressure due to a great tide is assumed to be 7 bar. A structural analysis of the assembled frame, composed of a blade and casing, was also conducted using contact conditions to find the stress and strain configurations caused by the applied pressure.

Effects of $C_2F_{6}$ Gas on Via Etching Characteristics ($C_2F_{6}$ 가스가 Via Etching 특성에 미치는 영향)

  • Ryu, Ji-Hyeong;Park, Jae-Don;Yun, Gi-Wan
    • Journal of the Institute of Electronics Engineers of Korea SD
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    • v.39 no.1
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    • pp.31-38
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    • 2002
  • In order to improve the 0.35 $mutextrm{m}$-via hole etching process the etching characteristic of the gas $C_2F_{6}$ has been analyzed. The samples were triple-layer films(TEOS/SOG/TEOS) on 8-inch wafers and the orthogonal array matrix technique was used for the process. The equipment for etching was the transformer coupled plasma (TCP) source which is a type of high density plasma(HDP). This experiment showed the etching rate for $C_2F_{6}$ was 0.8 $mutextrm{m}$/min-1.1 $mutextrm{m}$/min and the measured uniformity was under $pm$6.9% in the matrix window. The CD skew comparison between pre and post-etching was under 10% which is an outstanding results in the window of profile in anisotropic etching. There was no problem in C2F6 with the flow rate of 20sccm, but when 14sccm of $C_2F_{6}$ was supplied there was a recess problem on the inner wall of SOG film. Consequently the etching characteristic of $C_2F_{6}$ shows a fast etching rate and a very wide process window in HDP TCP.

Determination of closet position by room style based on movable furniture layout preference of residents (거주자 가구배치 선호경향을 고려한 실 유형별 붙박이장 위치선정)

  • 진경일
    • Korean Institute of Interior Design Journal
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    • no.40
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    • pp.86-93
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    • 2003
  • Korean traditionally prefer a house with a southern exposure to other styles. Moreover, pretty part of dwelling style in Korea is apartment building. But generally, there are much more north oriented rooms than opposite one in apartment. Generally, most Korean tends to consider the direction of the room as an important factor to decide the arrangement of their furniture. Also, the location of window, door, bed, and closet can affect on the decision-making process of furniture layout. So, the closet position should be determined by not only window direction and door position, but also the furniture arrangement preference of residents. After considering the window and door position, there are 16 alternatives in a room. (Multiplied 4 window directions by 4 door positions under the assumption that the window and the door cannot be on the same side of the wall.) Also, this study analyzed each room style ratio considering the symmetry of each plan by comparing the apartment building plan. This paper studied the bedroom style by analyzing the 180 apartment building plans and survey of furniture layout; the furniture in this study represents bed and desk those are mainly laid in Korean bedroom. Finally, this paper suggested the methodology to find optimal alternatives of furniture and closet layout for high-rise apartment residents, based on the door and window position, and the furniture layout preference of residents.

Structural Safety Assessments for Viewing Window of Semi-Submersible Catamaran (반 잠수형 쌍동선에 설치된 수중관람용 관람창 설계 및 구조 안전성 평가)

  • Hwang, Se Yun;Kim, Hosung;Lee, Kyeong Hoon;Kim, Yooil;Lee, Jang Hyun
    • Journal of the Society of Naval Architects of Korea
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    • v.51 no.4
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    • pp.291-299
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    • 2014
  • In the design process of ship or its comprising components, the key to the successful design is how to guarantee the structural safety satisfying the international standard and regulation, which sometimes is not clear enough to cover the detail designs. This study deals with the design procedure for submersible viewing window installed in catamaran. As the window material, the Plexiglass, a type of reinforced plastic, is considered to satisfy the design requirements of international standard. Window thickness is calculated using geometric nonlinear finite element analysis, in order to take into account possible large deformation due to low stiffness of the Plexiglass, and the results are compared with those determined by the procedure specified in ISO12216. Finally, for the validation of proposed design, the pressure test had been carried out following the procedure specified in the standard, and structural safety was checked.

The Building Energy Efficiency Rating Evaluation of Apartment depending on SC and Window area ratio (차폐계수와 창면적비에 따른 공동주택의 건물에너지효율등급 평가)

  • Jang, Cheol-Yong;Han, Hye-Sim;Lee, Jin-Sook
    • Journal of the Korean Solar Energy Society
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    • v.30 no.5
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    • pp.38-43
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    • 2010
  • Enhancement of exterior's insulation performance like wall or window etc. is general way for building's energy efficient and thermal performance. But exterior's opening plan is important for minimizing the energy consumption and heat loss. In this paper, energy saving rate will be analyzed and compared considering the window area's rate and window's SC(Shading Coefficient) in a apartment with Building Energy Efficiency Rating System's evaluation tool. In the process of evaluation, energy saving rate is measured at each stage of the window area's rate from 20% to 60% every 10% term and the shading coefficient value from 1.0 to 0.6. As a result of this research, energy saving evaluation could not be measured exactly with existing evaluation tool. Accord this research, Building Energy Rating System's evaluation range is needed to be broaden for exact evaluation of energy saving rate.

The Development of Evaluation Process for Dynamic Characteristics of Door Module (자동차용 모듈화 도어의 동특성 평가 시험법 개발)

  • Bae, Chul-Yong;Kim, Chan-Jung;Kwon, Seong-Jin;Lee, Bong-Hyun;Jang, Woon-Sung;Lee, Joon-Woo
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 2007.11a
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    • pp.291-296
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    • 2007
  • This study presents the evaluation process for door module. Its objective evades the resonance generated at module plate due to the operation of window regulator motor. For this study, the design improvement process is composed of experimental methods having three steps. First step is modal analysis at door assembly status for acquisition of dynamic characteristics which are modal frequency and damping. Second step is a vibration experiment to get the test mode considered an efficiency of window regulator motor. Last step is a vibration measurement by the form of $6{\times}6$ array on module plate. A vibration measurement of 6x6 array form can be got to three analysis results which are a transfer path of vibration using cross correlation function, a vibration map using OA level and a contribution by frequency band using coherent output power spectrum on module plate. These results are applied to SDM(structural dynamic modification) for design improvement to get around the resonance on module plate by the excitation of window regulator motor.

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A Study on the Window Planning of School Building Using ECOTECT Simulation -By Dynamic Daylight Simulation Using Weather Data- (ECOTECT 시뮬레이션을 활용한 학교건축의 창호계획에 관한 연구 -기상데이터 기반 동적 자연채광 시뮬레이션을 기반으로-)

  • Choi, Woo Ram;Han, Seok Jong;Yun, Young Il
    • KIEAE Journal
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    • v.13 no.6
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    • pp.77-82
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    • 2013
  • Light environment in the school building is one of the most important elements of the plan in order to improve student's ability to learn and the healthy growth. Thus, the window plan of the school building is a great addition to improve environmental-friendly performance through the daylight control. Daylight is highly beneficial for improving the indoor environmental quality and reducing building energy consumption, daylighting applications are scarcely considered, especially during the school building design process, because of lack of previous studies on the light environment of student and complex simulation process. Therefore, daylighting process were performed using ECOTECT, which has various advantage such as easy user interface and simple simulation processes. ECOTECT simulation were performed using weather data. As a result, ECOTECT simulation are performed for daylight autonomy and useful daylight illuminance. Using this data, Window planing is to propose and effective method in the early stages of design.