• Title/Summary/Keyword: Modeling and Characteristics

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Investigating Students' Profiles of Mathematical Modeling: A Latent Profile Analysis in PISA 2012

  • SeoJin Jeong;Jihyun Hwang;Jeong Su Ahn
    • Research in Mathematical Education
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    • v.26 no.3
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    • pp.235-252
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    • 2023
  • We investigated the classification of learner groups for students' mathematical modeling competency and analyzed the characteristics in each profile group for each country and variable using PISA 2012 data from six countries. With a perspective on measuring sub-competency, we applied the latent profile analysis method to student achievement for mathematical modeling variables - Formulate, Employ, Interpret. The findings showed the presence of 4-6 profile groups, with the variables exhibiting high and low achievement within each profile group varying by country, and a hierarchical structure was observed in the profile group distribution in all countries, interestingly, the Formulate variable showed the largest difference between high-achieving and low-achieving profile groups. These results have significant implications. Comparison by country, variable, and profile group can provide valuable insights into understanding the various characteristics of students' mathematical modeling competency. The Formulate variable could serve as the most suitable predictor of a student's profile group and the score range of other variables. We suggest further studies to gain more detailed insights into mathematical modeling competency with different cultural contexts.

A Method for Generation of Contour lines and 3D Modeling using Depth Sensor (깊이 센서를 이용한 등고선 레이어 생성 및 모델링 방법)

  • Jung, Hunjo;Lee, Dongeun
    • Journal of Korea Society of Digital Industry and Information Management
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    • v.12 no.1
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    • pp.27-33
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    • 2016
  • In this study we propose a method for 3D landform reconstruction and object modeling method by generating contour lines on the map using a depth sensor which abstracts characteristics of geological layers from the depth map. Unlike the common visual camera, the depth-sensor is not affected by the intensity of illumination, and therefore a more robust contour and object can be extracted. The algorithm suggested in this paper first abstracts the characteristics of each geological layer from the depth map image and rearranges it into the proper order, then creates contour lines using the Bezier curve. Using the created contour lines, 3D images are reconstructed through rendering by mapping RGB images of the visual camera. Experimental results show that the proposed method using depth sensor can reconstruct contour map and 3D modeling in real-time. The generation of the contours with depth data is more efficient and economical in terms of the quality and accuracy.

Modeling of Nuclear Power Plant Steam Generator using Neural Networks (신경회로망을 이용한 원자력발전소 증기발생기의 모델링)

  • 이재기;최진영
    • Journal of Institute of Control, Robotics and Systems
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    • v.4 no.4
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    • pp.551-560
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    • 1998
  • This paper presents a neural network model representing complex hydro-thermo-dynamic characteristics of a steam generator in nuclear power plants. The key modeling processes include training data gathering process, analysis of system dynamics and determining of the neural network structure, training process, and the final process for validation of the trained model. In this paper, we suggest a training data gathering method from an unstable steam generator so that the data sufficiently represent the dynamic characteristics of the plant over a wide operating range. In addition, we define the inputs and outputs of neural network model by analyzing the system dimension, relative degree, and inputs/outputs of the plant. Several types of neural networks are applied to the modeling and training process. The trained networks are verified by using a class of test data, and their performances are discussed.

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Modeling and Dynamic Analysis of Microturbine and Fuel Cell Using EMTP (EMTP를 이용한 마이크로터빈과 연료전지의 모델링 및 동특성 해석)

  • Kwon, Kyung-Ha;Baek, Young-Sik;Jyung, Tae-Young
    • Proceedings of the KIEE Conference
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    • 2008.07a
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    • pp.1170-1171
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    • 2008
  • Microsources supply high quality power from 1kW to a matter of MW with higher reliability and energy efficiency than the existing large power facilities. In this paper, we designed dynamic modeling of Microturbine and Fuel cell being worthy as a small distributed energy source. Using EMTP we designed the dynamic modeling and confirmed characteristics of steady-state and dynamic analysis. In this paper, we designed dynamic modeling of Microturbine and Fuel cell being worthy as a small distributed energy source and analyzed dynamic characteristics corresponding to load variation.

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Reasonable Load Characteristic Experiment for Component Load Modeling (개별 부하모델링을 위한 부하의 합리적인 특성실험)

  • Ji, Pyeong-Sik;Lee, Jong-Pil;Im, Jae-Yun;Chu, Jin-Bu;Kim, Jeong-Hun
    • The Transactions of the Korean Institute of Electrical Engineers A
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    • v.51 no.2
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    • pp.45-52
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    • 2002
  • Load modeling is classified into two methods according to approaching method, so called the measurement and component-based method. The measurement method is to model the load characteristics measured directly at substations and feeders. But it is difficult to measure continuously load characteristics from naturally occurring. system variation. The component-based method consists of the fellowing process; component load modeling, composition rate estimation and aggregation of component loads, etc. In this paper, the characteristic experiment of component loads was performed to obtain data for the component load modeling as the component-based method. At first, representative component loads were selected by the proposed method considering the accuracy of load modeling and the performance possibility of component load experiment in the laboratory. Also an algorithm was Proposed to identify the reliability of data obtained from the component load characteristic experiments. In addition, the results were presented as the case studies.

Modeling and Vibration Control of the Precision Positioning Stage with Flexible Hinge Mechanism (유연힌지형 정밀스테이지의 모델링 및 진동제어)

  • Kim, J.I.;Hwang, Y.S.;Kim, Y.S.; Kim, I.S.; Kim, K.B.
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 2009.04a
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    • pp.239-244
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    • 2009
  • This paper suggests a precision positioning control technique of a precision positioning stage with coupling effects. The precision positioning stage is supported by four flexible spring hinges and driven by two piezoelectric actuators. The dynamic characteristics of the precision positioning stage is modeled and identified by the FEM analysis. The dynamic characteristics of the stage are also identified by the frequency domain modeling technique based on the experimental data. Reliability of two modeling methods is examined by comparing the numerically and experimentally produced responses of the stage. This paper proposes a sliding mode control technique with integrator to improve the tracking ability of the precision positioning stage to the complex input signal using. To demonstrate the effectiveness of the proposed modeling schemes and control algorithm, experiment validations are performed.

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Modeling and Motion Control of Piezoelectric Actuator (비선형성을 고려한 압전소자의 모델링 및 운동제어)

  • 박은철;김영식;김인수
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 2003.11a
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    • pp.630-637
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    • 2003
  • This paper proposes a new modeling scheme to describe the hysteresis and the dynamic characteristics of piezoelectric actuators in the inchworm and develops a control algorithm for the precision motion control. From the analysis of piezoelectric actuator behaviors, the hysteresis can be described by the functions of a maximum input voltage. The dynamic characteristics are also identified by the frequency domain modeling technique based on the experimental data. For the motion control, the hysteresis behavior is compensated by the inverse hysteresis model. The dynamic stiffness of an inchworm is generally low compared to its driving condition, so mechanical vibration may degenerate the motion accuracy of the inchworm. Therefore, the sliding mode control and the Kalman filter are developed for the precision motion control of the inch-warm. To demonstrate the effectiveness of the proposed modeling schemes and control algorithm, experiment validations are performed.

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Modeling and Dynamic Characteristics Analysis of a Continuously Variable Damper with Reverse type Semi-active Suspension. (반능동현가장치용 리버스 무단연속가변댐퍼의 모델링 및 동특성 해석)

  • 박재필;최창림;윤영환;최병근;정용길
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 2004.05a
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    • pp.937-941
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    • 2004
  • Since semi-active suspension systems of automobile, of which suspension damper are controlled actively, exhibit high performance with light system weight, low cost and low energy consumption. From this view point, semi-active suspension systems are greatly expected to be in the mainstream of future controlled suspension systems. In this Paper, mathematical modeling and dynamic characteristics analysis of a reverse continuously variable damper and valve used for semi-active suspension systems are investigated. The mathematical model of piston with valve are proposed by IMAGINE/AMESim in the paper. To verify the mathematical model developed, the dynamic characteristics are simulated by IMAGINE/AMESim and are compared with experimental results. It was confirmed that the developed models represent well the actual system and can be used for control system design.

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Characteristics Analysis in A Pole Changing Memory Motor Using Coupled FEM & Preisach Modeling (유한요소법과 프라이자흐모델이 결합된 해석기법을 이용한 Pole Changing Memory Motor의 동특성해석)

  • Lee, Seung-Chul;Song, Han-Sang;Lee, Jung-Ho
    • Proceedings of the KIEE Conference
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    • 2011.07a
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    • pp.1137-1138
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    • 2011
  • This paper deals with the PM performance evaluations in a pole changing memory motor (PCMM) using a coupled transient finite element method (FEM) and Preisach modeling, which is presented to analyze the magnetic characteristics of permanent magnets. The focus of this paper is the characteristics evaluation relative to magnetizing direction and the pole number of machine on re-, demagnetization condition in a pole changing memory motor.

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Performance Improvement Using Modeling and Simulation of a Homo-polar Generator (단극발전기의 모델링 및 시뮬레이션을 이용한 성능개선)

  • Kim, In-Soo;Seong, Se-Jin
    • The Transactions of the Korean Institute of Power Electronics
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    • v.12 no.3
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    • pp.213-220
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    • 2007
  • As the equipments with the fast load characteristics become popular, a onboard generator should satisfy the fast response characteristics. This paper describes the modeling, simulation and experiment of the homo-polar generator developed for the fast load. The simulation model of a homo-polar generator with input limiter is developed, and the optimal gain to improve the response characteristics can be determined by simulation and analysis. The improved bandwidth and stability of the developed generator with optimal gain are verified by simulation and experiment.