• 제목/요약/키워드: Data Driven Technique

검색결과 174건 처리시간 0.028초

역진자 모델-저차원 모션 캡처 데이터를 이용한 보행 모션 제어기 (Interactive Locomotion Controller using Inverted Pendulum Model with Low-Dimensional Data)

  • 한구현;김영범;박병하;정광모;한정현
    • 한국멀티미디어학회논문지
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    • 제19권8호
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    • pp.1587-1596
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    • 2016
  • This paper presents an interactive locomotion controller using motion capture data and inverted pendulum model. Most of the data-driven character controller using motion capture data have two kinds of limitation. First, it needs many example motion capture data to generate realistic motion. Second, it is difficult to make natural-looking motion when characters navigate dynamic terrain. In this paper, we present a technique that uses dimension reduction technique to motion capture data together with the Gaussian process dynamical model (GPDM), and interpolates the low-dimensional data to make final motion. With the low-dimensional data, we can make realistic walking motion with few example motion capture data. In addition, we apply the inverted pendulum model (IPM) to calculate the root trajectory considering the real-time user input upon the dynamic terrain. Our method can be used in game, virtual training, and many real-time applications.

고성능 데이터 발간/구독 미들웨어의 이벤트, 버퍼 처리 기술 및 성능 분석 (Implementation and Performance Analysis of Event Processing and Buffer Managing Techniques for DDS)

  • 윤군재;최 훈
    • 정보과학회 논문지
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    • 제44권5호
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    • pp.449-459
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    • 2017
  • DDS(Data Distribution Service)는 유연성, 확장성, 실시간 통신 환경을 지원하는 통신 미들웨어이다. 본 논문에서는 DDS 미들웨어의 성능을 향상시키기 위한 방법들을 제안한다. DDS 미들웨어 내부 동작과 관련된 세부 이벤트를 정의하고, 이벤트 구동형 구조에 적용하기 위해 하나의 DDS 메시지를 의미 있는 서브메시지 단위로 분해함으로써 처리 복잡도를 낮출 수 있다. 제안하는 히스토리캐시 관리 기법은 DDS의 특성 상 상태접근과 임의접근이 빈번하게 발생한다는 사실을 이용한다. 제안한 방법들을 본 연구팀이 개발한 EchoDDS에 적용하여 성능을 향상시켰다.

Vibration Suppression Control for an Articulated Robot;Effects of Model-Based Control Integrated into the Position Control Loop

  • Itoh, Masahiko
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2003년도 ICCAS
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    • pp.2016-2021
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    • 2003
  • This paper deals with a control technique of eliminating the transient vibration with respect to a waist axis of an articulated robot. This control technique is based on a model-based control in order to establish the damping effect on the driven mechanical part. The control model is composed of reduced-order electrical and mechanical parts related to the velocity control loop. The parameters of the control model can be obtained from design data or experimental data. This model estimates a load speed converted to the motor shaft. The difference between the estimated load speed and the motor speed is calculated dynamically, and it is added to the velocity command to suppress the transient vibration. This control method is applied to an articulated robot regarded as a time-invariant system. The effectiveness of the model-based control integrated into the position control loop is verified by simulations. Simulations show satisfactory control results to reduce the transient vibration at the end-effector.

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저널베어링 상태 진단을 위한 최적의 데이터 분석 기준 설정 (Optimal Datum Unit Definition for Diagnostics of Journal Bearing System)

  • 윤병동;정준하;전병철;김연환;배용채
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2014년도 추계학술대회 논문집
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    • pp.84-89
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    • 2014
  • Data-driven method for fault diagnostics system often use machine learning technique. To use such technique proper signal processing should be implemented such as time synchronous averaging (TSA) for ball bearing systems. However, for journal bearing diagnostics systems not much has been researched, and yet a proper signal processing method has not been studied. Therefore, in this research an optimal datum unit for a reliable journal bearing diagnostics system along with angular resampling process is being suggested. Before extracting time and frequency domain features, angular resampling is applied to each cycle of vibration data. As to preserve the characteristics of vibration signal, averaging method is replaced by finding the optimal datum unit which strengthens statistical characteristics of vibration signal. Then 20 features were extracted for various cases, and those features are being evaluated by two criteria, separability and classification accuracy.

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함침기법에 따른 인버터 구동 유도전동기 고정자 권선의 절연성능 평가 (Evaluation of Insulation Performance for Stator Winding of the Inverter Driven Induction Motor According to Impregnation Methods)

  • 황돈하;강동식;이인우;김동희;이광식
    • 한국조명전기설비학회:학술대회논문집
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    • 한국조명전기설비학회 2006년도 춘계학술대회 논문집
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    • pp.487-492
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    • 2006
  • Inverter driven induction motors with high speed switching and advanced PWM techniques are widely used for variable speed applications. Recently, the insulation failures of stator winding have attracted much concern due to high dv/dt of IGBT PWM inverter output. In this paper, the detailed insulation test results of 26 low-voltage induction motors are presented. Six different types of insulation techniques are applied to 26 motors. The insulation characteristics are analyzed with partial discharge, inception voltage, AC current, and dissipation factor tests. Also, breakdown tests by high voltage pulses are performed. From the above test data the effects due to different wires and insulation techniques on the insulation characteristics of low-voltage induction motors are compared and analyzed. The insulation technique to enhance the insulation strength is suggested from the test results.

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Spatial and temporal distribution of driving rain on a low-rise building

  • Blocken, Bert;Carmeliet, Jan
    • Wind and Structures
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    • 제5권5호
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    • pp.441-462
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    • 2002
  • This paper presents a practical numerical method to determine both the spatial and temporal distribution of driving rain on buildings. It is based on an existing numerical simulation technique and uses the building geometry and climatic data at the building site as input. The method is applied to determine the 3D spatial and temporal distribution of wind-driven rain on the facade a low-rise building of complex geometry. Distinct wetting patterns are found. The important causes giving rise to these particular patterns are identified : (1) sweeping of raindrops towards vertical building edges, (2) sweeping of raindrops towards top edges, (3) shelter effect by various roof overhang configurations. The comparison of the numerical results with full-scale measurements in both space and time for a number of on site recorded rain events shows the numerical method to yield accurate results.

Spatiotemporal Pattern Mining Technique for Location-Based Service System

  • Vu, Nhan Thi Hong;Lee, Jun-Wook;Ryu, Keun-Ho
    • ETRI Journal
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    • 제30권3호
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    • pp.421-431
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    • 2008
  • In this paper, we offer a new technique to discover frequent spatiotemporal patterns from a moving object database. Though the search space for spatiotemporal knowledge is extremely challenging, imposing spatial and timing constraints on moving sequences makes the computation feasible. The proposed technique includes two algorithms, AllMOP and MaxMOP, to find all frequent patterns and maximal patterns, respectively. In addition, to support the service provider in sending information to a user in a push-driven manner, we propose a rule-based location prediction technique to predict the future location of the user. The idea is to employ the algorithm AllMOP to discover the frequent movement patterns in the user's historical movements, from which frequent movement rules are generated. These rules are then used to estimate the future location of the user. The performance is assessed with respect to precision and recall. The proposed techniques could be quite efficiently applied in a location-based service (LBS) system in which diverse types of data are integrated to support a variety of LBSs.

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

  • 김재익;황윤식;김영식;김인수;김기범
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2009년도 춘계학술대회 논문집
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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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데이터마이닝에 의한 고객세분화 개발 (A Development of Customer Segmentation by Using Data Mining Technique)

  • 진서훈
    • 응용통계연구
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    • 제18권3호
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    • pp.555-565
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    • 2005
  • 고객세분화는 기업이 관계하고 있는 고객을 이해하고 그 이해를 바탕으로 효과적인 고객관리를 수행하기 위해 필수적인 요소인데 데이터마이닝이 기업의 정보관리영역에 적극적으로 활용되면서 보다 과학적이고 최적화된 형태로 개발되고 있다. 본 연구에서는 신용카드고객 의 카드사용행태에 근거하여 각 고객을 서로 유사한 사용행태를 보이는 고객군으로 세분화하는 과정을 소개하였다. 고객이 실제로 신용카드를 사용하면서 발생시킨 거래정보에만 의존하여 고객세분화를 개발하였으며 이는 마케팅의 관점에서 상당히 의미있는 내용이 될 수 있다. 고객세분화의 개발을 위하여 데이터마이닝기법인 k-평균 군집방법과 최장연결법에 의한 계보적 군집방법을 단계적으로 활용하는 이단계 군집방법을 이용하였다.