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New Two Phases Training Algorithm for Multilayer Perceptrons (다층 퍼셉트론의 새로운 두 단계 학습 알고리즘)

  • Choi Hyoungjoon;Lee Jaewook
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2003.05a
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    • pp.849-856
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    • 2003
  • 본 논문에서는 다층 퍼셉트론의 학습을 위한 새로운 두 단계 학습방법을 제안하였다. 첫 번째 단계는 국소최적해로 빨리 수렴하기 위해 Levenberg-Marquardt 알고리즘을 이용한 국소 탐색 단계이다. 두 번째 단계는 첫 번째 단계에서 찾은 국소최적해가 원하는 수준에 미치지 못할 경우 새로운 국소최적해로 벗어나기 위한 선형탐색을 기반의 터널링 단계이다. 이 방법은 연결가중치 공간에서 전역최적해를 빠르게 찾을 수 잇는 새로운 방법을 제공한다. 4가지 벤치마크 문제에 기존의 다층 퍼셉트론의 학습 알고리즘과 비교 실험을 통해, 제안된 알고리즘이 빠른 수렴 속도와 낮은 오차값을 가짐을 알 수 있었다.

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Exploring the Creativity of the Scientific Gifted from Analyzing Descriptive Experiment-Design (서술적 실험 설계분석을 통한 과학 영재 창의성 탐색)

  • Kim, Se-Mi;Cho, Mi-Young;Kim, Sung-Won
    • Journal of The Korean Association For Science Education
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    • v.32 no.1
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    • pp.129-145
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    • 2012
  • This study investigated factors of creativity and interaction between factors that are revealed when gifted students designed scientific experiments. For this, we firstly developed items which required the written process of designing experiments to explore creativity factors. Then, we used these items as a part for letters of self-introduction to students who applied for 2011 correspondence education of general physics for the Korea Physics Olympiad. 513th letters of self-introduction which were analyzed to investigate factors of creativity in view of creativity definition after researchers' consultation, which specifically means a combination of divergent and convergent thinking. The results were as follows; (1) in the step of hypothesis building, we could not only find Originality and the Flexibility & Fluency, which were factors of divergent thinking, but also Coherency and Elaborateness, which were factors of convergent thinking. (2) in the step of the hypothesis testing, we could explore Originality, Flexibility & Fluency in divergent thinking and Coherency, Reliability, Clarity, Elaborateness in convergent thinking. (3) we also figured out three creativity types of gifted students from the viewpoint that creativity is a consequence of interaction between divergent thinking and convergent thinking; a) Type A showed divergent and convergent factors of creativity in the step of hypothesis building. However, type A did not include divergent factors of creativity on the process of the hypothesis testing. b) Type B had divergent and convergent factors of creativity on the process of the hypothesis testing, but it had not convergent factors of creativity on the step of hypothesis building. c) Finally, in Type C, only divergent factors of creativity appeared on the process of the hypothesis testing, but convergent factors of creativity could be found on the step of hypothesis building and hypothesis testing.

Initialization of Secondary Path for Fast Convergence of Active Noise Control (ANC의 빠른 수렴을 위한 2차 경로 초기화 기술)

  • Kim, Ki-Jun;Jang, Woo-Jin;Shin, Seong-Hyeon;Youn, Ho-Won;Park, Hochong
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2015.07a
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    • pp.1-2
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    • 2015
  • 본 논문에서는 ANC 시스템의 빠른 수렴을 위하여 2차 경로 필터를 초기화하는 방법을 제안한다. 대부분의 ANC 시스템에서는 2차 경로 필터를 설계하기 위하여 LMS 알고리즘을 사용한다. 그러나 기존의 방법들은 2차 경로 필터의 초기 계수 값을 0으로 설정하기 때문에 필터의 수렴 시간이 길어진다. 이를 해결하기 위하여 본 논문에서는 미리 구한 계수 값을 2차 경로 필터의 초기값으로 설정하여 필터의 수렴 시간을 줄이는 방법을 제안한다. 제안한 방법을 사용하면 2차 경로 필터의 초기 단계부터 에러가 작게 나타내며, 이에 따라 ANC 시스템의 수렴이 빨라진다. 상용 헤드셋을 이용하여 제안하는 방법을 실험하였으며, 기존 방법보다 빠르게 ANC 시스템이 수렴하는 것을 확인하였다.

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Novel Variable Step-Size Gradient Adaptive Lattice Algorithm for Active Noise Control (능동 소음 제어를 위한 새로운 가변 수렴 상수 Gradient Adaptive Lattice Algorithm)

  • Lee, Keunsang;Kim, Seong-Woo;Im, Jaepoong;Seo, Young-Soo;Park, Youngcheol
    • The Journal of the Acoustical Society of Korea
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    • v.33 no.5
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    • pp.309-315
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    • 2014
  • In this paper, a novel variable step-size filtered-x gradient adaptive lattice (NVSS-FxGAL) algorithm for active noise control system is proposed. The gradient adaptive lattice (GAL) algorithm is capable of controlling the narrow band noise effectively. The GAL algorithm can achieve both fast convergence rate and low steady-state level using the variable step-size. However, it suffers from the convergence performance for varying signal characteristic since the global variable step-size is equally applied to all lattice stages. Therefore, the proposed algorithm guarantees the stable and consistency convergence performance by using the local variable step-size for the suitable each lattice stage. Simulation results confirm that the proposed algorithm can obtain the fast convergence rate and low steady-state level compared to the conventional algorithms.

Suggesting Online Whiteboard Tool Concepts for the Convergence Process of Online Collaboration (온라인 협업의 수렴과정 개선을 위한 온라인 화이트보드 툴 콘셉트 제안)

  • Wu Seok Lim;Sang Hoon Jeong
    • Smart Media Journal
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    • v.12 no.11
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    • pp.198-210
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    • 2023
  • After COVID-19, team's collaborations are conducted online using whiteboard tools as remote working increases. In order to understand the problems of the convergence process using online whiteboard tools, an observation study comparing online and offline collaboration and a focus group interview were conducted. In addition, a questionnaire was conducted to confirm the found problem, and a solution idea was proposed. through in-depth interviews, we validate the proposed ideas. The convergence process of collaboration using online whiteboard tools had problems ; "excessive amount of information", "shift of view", "role of facilitator". To solve the problems, we proposed the idea of classifying each stage of the collaboration process, providing a navigator, and facilitator request system window. This paper proposed an idea that can effectively help the convergence process directly related to decision-making during the online collaboration process through analysis of advantages and problems of online and offline collaboration.

Semi-rigid Elasto-Plastic Post Buckling Analysis of Space Frame by Using the Explicit Arc-Length Method (명시적 호장법을 이용한 공간프레임의 반강접 탄소성 후좌굴 해석)

  • Lee, Kyoung-Soo;Han, Sang-Eul
    • Journal of Korean Society of Steel Construction
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    • v.23 no.5
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    • pp.535-546
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    • 2011
  • In this paper, semi-rigid elasto-plastic post-buckling analysis of a space frame was performed using various explicit arc-length methods. Various explicit arc-length methodsand a large-deformation and small-strain elasto-plastic 3D space frame element with semi-rigid connections and plastic hinges were developed. This element can be appliedto both explicit and implicit numerical algorithms. In this study, the Dynamic Relaxation method was adopted in the predictor and corrector processesto formulate an explicit arc-length algorithm. The developed "explicit-predictor" or "explicit-corrector" were used in the elasto-plastic post-buckling analysis. The Eulerian equations for a beam-column with finite rotation, which considers the bowing effects, were adopted for the elastic system and extended to theinelastic system with a plastic hinge concept. The derived tangent stiffness matrix was asymmetrical due to the finite rotation. The joint connection elements were introduced for semi-rigidity using a static condensation technique. Semi-rigid elasto-plastic post-buckling analyses were carried out to demonstrate the potential of the developed explicit arc-length method and advanced space frame element in terms of accuracy and efficiency.

Exploration study for draw Functional Area of Sport Event (스포츠 이벤트 기능영역 도출을 위한 탐험적 연구)

  • Kwon, Kisung;Oh, Jawang;Kang, Joon-Ho;Oh, Taeyeon
    • 한국체육학회지인문사회과학편
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    • v.55 no.4
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    • pp.285-292
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    • 2016
  • There are efforts to optimize costs and maximize effectiveness of sports events with changing cognition. Proper organizational structure can be initiative to do these, so there are necessities of propose functional areas at the management perspective. With these background, the purpose of this study is to classify functional areas of Olympic at the management aspect. For this purpose, this study conduct four steps delphi research with total 7 experts. First step, experts conduct categorizing and itemizing based on 69 functional areas of 2016 Rio Olympic. Second step, experts provide opinion about first step results and third step, experts propose their point of view regarding to core issues. Fourth step, experts conduct group discussion for drawing final results.

An Adaptive Finite Element Method for Semiconductor Device Analysis (반도체 소자 해석을 위한 적응 유한요소법)

  • 최경;경종민;한민구;함송엽
    • The Transactions of the Korean Institute of Electrical Engineers
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    • v.37 no.4
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    • pp.205-213
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    • 1988
  • It has been very difficult to solve the semiconductor problems by numerical analysis techique due to the strong nonlinearity of the governing equations. Thus, we proposed a double structured adaptive refinement scheme to the finite element analysis of semiconductor devices, which guarantees a succesive convergency and gives better quality to the solutions.i.e., in the first step, the main factor of divergence in the current continuity equation is eliminated and the next, the solution quality is improved by reducing the discontinuity of current. The result of test application to the GaAs MESFET model shows that the proposed method is much dffective and efficient in the numerical analysis of semiconductor.

Study of a Measuring Method for 3DTV Visual Fatigue based on EEG test (EEG(뇌파)실험을 기반한 3DTV 시각피로도 연구)

  • Lee, Kook-See;Moon, Nammee
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2011.11a
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    • pp.258-259
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    • 2011
  • 3DTV를 시청하는 경우 조절거리는 TV 화면까지의 거리에 해당하지만, 수렴거리는 좌 우 영상의 화면 시차에 따라 영상의 도출과 후퇴의 깊이가 변하게 되고 수렴거리와 조절거리에 불일치가 발생하게 된다. 3DTV의 입체영상을 시청할 때 발생하는 시각적 불편감은 이러한 수렴과 조절과정의 불일치가 가장 주된 원인으로 알려졌다. 본 연구에서는 입체영상의 시각적 자극으로 눈에서부터 시작된 시각피로감이 인체에 전해지는 단계, 즉 정보의 최종 통합기관인 뇌에 전달결과로서의 생체적 반응을 EEG 방법으로 측정하였다. 3DTV 시청 전 후의 뇌파측정과 뇌기능지수 분석에 의한 방법으로 실험한 결과 시각피로는 ${\delta}$, ${\theta}$, ${\alpha}$, SMR, ${\beta}$Low, ${\beta}$High 파 등 여러 종류의 뇌파 밴드에 영향을 미치고 있었다.

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Automatic Face Tracking based on Active Contour Model using Two-Level Composite Gradient Map (두 단계 합성 기울기 맵을 이용한 활성 외곽선 모델 기반 자동 얼굴 추적)

  • Kim, Soo-Kyung;Jang, Yo-Jin;Hong, Helen
    • Journal of KIISE:Software and Applications
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    • v.36 no.11
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    • pp.901-911
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    • 2009
  • In this paper, we propose a construction technique of two-level composite gradient map to automatically track a face with large movement in successive frames. Our method is composed of three main steps. First, the gradient maps with two-level resolution are generated for fast convergence of active contour. Second, to recognize the variations of face between successive frames and remove the neighbor background, weighted composite gradient map is generated by combining the composite gradient map and difference mask of previous and current frames. Third, to prevent active contour from converging local minima, the energy slope is generated by using closing operation. In addition, the fast closing operation is proposed to accelerate the processing time of closing operation. For performance evaluation, we compare our method with previous active contour model-based face tracking methods using a visual inspection, robustness test and processing time. Experimental results show that our method can effectively track the face with large movement and robustly converge to the optimal position even in frames with complicated background.