• Title/Summary/Keyword: Modeling Approach

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Effect of Disturbance Modeling on IMMU-Based Orientation Estimation Accuracy (교란성분 모델링이 IMMU기반 자세추정 정확성에 미치는 영향)

  • Choi, Mi Jin;Lee, Jung Keun
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.41 no.8
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    • pp.783-789
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    • 2017
  • In terms of 3D orientation estimation based on nine-axis IMMU(inertial and magnetic measurement unit), there are two disturbance components decreasing estimation accuracy: one is external acceleration disturbing accelerometer's signals and the other is magnetic disturbance related to magnetometer's signals. In order to minimize effects by these two disturbances, two approaches including switching approach and model-based approach have been suggested and further research comparing these two has also been conducted. Nevertheless, effect of disturbance modeling differences on orientation estimation accuracy in model-based approach has not been studied before. This paper compares the recently reported two orientation estimation algorithms that have difference in disturbance models, in order to investigate the effect of disturbance models on accuracy of IMMU-based orientation estimation under various operating conditions. This research shows that the difference in disturbance models leads to difference in process noise covariance matrix. Consequently, this affected the orientation estimation, i.e., the estimation differences between the algorithms were root mean square errors of $1.35^{\circ}$ in average and $3.63^{\circ}$ in yaw estimation.

Contextual Modeling in Context-Aware Conversation Systems

  • Quoc-Dai Luong Tran;Dinh-Hong Vu;Anh-Cuong Le;Ashwin Ittoo
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.17 no.5
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    • pp.1396-1412
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    • 2023
  • Conversation modeling is an important and challenging task in the field of natural language processing because it is a key component promoting the development of automated humanmachine conversation. Most recent research concerning conversation modeling focuses only on the current utterance (considered as the current question) to generate a response, and thus fails to capture the conversation's logic from its beginning. Some studies concatenate the current question with previous conversation sentences and use it as input for response generation. Another approach is to use an encoder to store all previous utterances. Each time a new question is encountered, the encoder is updated and used to generate the response. Our approach in this paper differs from previous studies in that we explicitly separate the encoding of the question from the encoding of its context. This results in different encoding models for the question and the context, capturing the specificity of each. In this way, we have access to the entire context when generating the response. To this end, we propose a deep neural network-based model, called the Context Model, to encode previous utterances' information and combine it with the current question. This approach satisfies the need for context information while keeping the different roles of the current question and its context separate while generating a response. We investigate two approaches for representing the context: Long short-term memory and Convolutional neural network. Experiments show that our Context Model outperforms a baseline model on both ConvAI2 Dataset and a collected dataset of conversational English.

Worm Virus Modeling and Simu1ation Methodology Using Artificial Life (인공생명 기반의 웜바이러스 모델링 및 시뮬레이선 방법론)

  • You, Yong-Jun;Chae, Soo-Hoan;Chi, Sung-Do;Oh, Ji-Yeon
    • Journal of the Korea Society for Simulation
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    • v.15 no.4
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    • pp.1-10
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    • 2006
  • Computer virus modeling and simulation research has conducted with focus on the network vulnerability analysis. But computer virus shows the biological virus characters such as proliferation, reproduction and evolution. Therefore it is necessary to research the computer virus modeling and simulation using the Artificial life technique. The approach of computer modeling and simulation using Artificial life provides the analysis method about the effects on the network by computer virus and the behavior mechanism of computer virus. Hence this paper proposes the methodology of computer virus modeling and simulation using Artificial life, which is effected to contribute the research on the computer virus vaccine.

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Numerical Study on Variation of Penetration Performance into Concrete with Reinforcement Modeling Methods (철근 모사 방법에 따른 콘크리트 관통성능 변화에 관한 수치적 연구)

  • Baek, Seung-Ju
    • Journal of the Korea Society for Simulation
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    • v.25 no.3
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    • pp.97-105
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    • 2016
  • This paper discusses the effect of numerical reinforcement modeling methods on the penetration performance of a penetrator into a concrete target. AUTODYN-3D has been used to conduct the numerical penetration analyses. In order to validate the computational approach, experimental data of Hanchak have been compared to a computation result and a reasonably good agreement could be obtained. The strength and the diameter of a reinforcement have been changed to find out the effect of reinforcement modeling methods on the penetration performance. The impact locations and velocities of a penetrator are also changed to investigate the effect of reinforcement modeling methods. Residual velocities of a penetrator are quantitatively compared in detail for the evaluation of reinforcement modeling effects on the penetration performance.

A Case Study on the Design-First Approach and using UML for a Video Rental Store (Design-First Approach 와 UML이용)

  • Kook, Joong-Kak
    • Journal of the Korea Computer Industry Society
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    • v.8 no.1
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    • pp.1-8
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    • 2007
  • In this paper, teaching object-oriented design in a programming course is a big challenge for instructors. "Objects-first" is a popular strategy for teaching object-oriented programming in the educational settings, by introducing the concepts of objects, classes, and instances before procedural elements of a programming language. Still, this approach emphasizes coding rather than other critical aspects of software development, notably problem-solving and design. We propose a "design-first" approach, which subsumes an objects-first approach into lessons that also introduce object-oriented analysis and design, using elements of UML before implementing any code. We also present video rental store (SRS) that uses the design-first approach to help students of various teaming styles in a software engineering course. It interfaces with an IDE we have chosen specifically to support the design-first approach, and SRS which has been shown to be effective in helping students learn object-oriented programming concepts.

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Prediction of Turbulent Premixed Flamefield in Bunsen Burner (Bunsen Buner 난류 예혼합 화염장의 해석)

  • Cho, Ji-Ho;Kim, Hoo-Joong;Kim, Yong-Mo
    • 한국연소학회:학술대회논문집
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    • 2003.05a
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    • pp.195-199
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    • 2003
  • The stoichiometric methan/air premixed turbulent flames at the axisymmetric Bunsen burner situation are numerically investigated. To account for the chemistry-turbulence interaction in the turbulent premixed flames, the steady laminar flamelet library method has been adopted. The flame front is tracked by using the Level-Set Approach. Turbulence is represented by the ${\kappa}-{\varepsilon}$ modeling with a Pope's correction. The detailed comparison between prediction and measurement has made for the flame field in terms of velocity, turbulent kinetic energy, and normarlized temperature.

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Solution method of the uncapacitated facility location problem using GAMS and Benders' decomposition approach (저장능력이 무한대인 장소입지문제에 벤더즈 분해기법과 GAMS의 적용)

  • 이상진
    • Korean Management Science Review
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    • v.12 no.2
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    • pp.63-75
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    • 1995
  • The uncapacitated facility location problem considered here is to determine facility location sites, minimizing the total cost of establishing facilities and serving customer demand points which require primary and back-up services. To solve this problem effectively, we propose two things in this study. First, we propose an idea of Benders' decomposition approach as a solution method of the problem. Second, we implement the problem on GAMS. Using GAMS (general Algebraic Modeling System) can utilize an mixed-integer programming solver such as ZOOM/XMP and provide a completely general automated implementation with a proposed solution method.

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Self-organizing neuro-tracking of non-stationary manufacturing processes

  • Wang, Gi-Nam;Go, Young-Cheol
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 1996.04a
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    • pp.403-413
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    • 1996
  • Two-phase self-organizing neuro-modeling (SONM). the global SONM and local SONM, is designed for tracking non-stationary manufacturing processes. Radial basis function (RBF) neural network is employed, and self-tuning estimator is also developed for the determination of RBF network parameters on-line. A pattern recognition approach is presented for identifying a correct RBF neural network, which is used for identifying current manufacturing processes. Experimental results showed that the proposed approach is suitable for tracking non-stationary processes.

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Using Spreadsheets with Mathematically Gifted Students

  • Arganbright Deane
    • Research in Mathematical Education
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    • v.10 no.1 s.25
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    • pp.33-47
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    • 2006
  • Finding good ways to support the further development of mathematically gifted students is a challenge for all mathematics educators. Simply moving able students on more rapidly to the next level of traditional mathematical instruction seems to be a limited approach, while providing supplementary enrichment material or specialized mathematical software requires us to ensure that doing so is truly worthwhile for the students. This paper presents an approach that the author has used with students of diverse capabilities in both technologically advanced and developing nations investigating mathematical ideas using a spreadsheet.

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Simplified Seismic Response Analysis of a RC Bridge (철근콘크리트 교량의 단순화된 내진응답해석)

  • 이도형;전종수;박대효
    • Proceedings of the Korea Concrete Institute Conference
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    • 2003.05a
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    • pp.949-954
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    • 2003
  • In this paper, simplified modeling approach describing the hysteretic behavior of reinforced concrete columns is discussed. The inelastic response of a reinforced concrete column or pier subjected to cyclic deformation reversals or earthquake ground motion is evaluated by use of lumped hysteretic representation. For this purpose, the hystertic model under axial force variation is developed and implemented into a nonlinear finite element analysis program. The analytical predictions obtained with the new formulation are compared with test results and reveal accuracy and applicability in terms of strength and stiffness. In addition, comparison between results with and without axial force variation stresses the importance of the proposed approach.

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