• Industrial Engineering and Management Systems
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• 제13권4호
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• pp.454-462
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• 2014

Retention of possible churning customer is one of the most important issues in customer relationship management, so companies try to predict churn customers using their large-scale high-dimensional data. This study focuses on dealing with large data sets by reducing the dimensionality. By using six different dimension reduction methods-Principal Component Analysis (PCA), factor analysis (FA), locally linear embedding (LLE), local tangent space alignment (LTSA), locally preserving projections (LPP), and deep auto-encoder-our experiments apply each dimension reduction method to the training data, build a classification model using the mapped data and then measure the performance using hit rate to compare the dimension reduction methods. In the result, PCA shows good performance despite its simplicity, and the deep auto-encoder gives the best overall performance. These results can be explained by the characteristics of the churn prediction data that is highly correlated and overlapped over the classes. We also proposed a simple out-of-sample extension method for the nonlinear dimension reduction methods, LLE and LTSA, utilizing the characteristic of the data.

• 한국정밀공학회:학술대회논문집
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• 한국정밀공학회 1995년도 추계학술대회 논문집
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• pp.462-465
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• 1995

In this research a 2-dimensional motion producer based on two linear motors was developed. When the tester provides some motion through the level attached to the upper moving part of the motion producer, it provides the arbitrary intertia, damping and stiffness characteristics without actual change in physical structure of the motion producer. That is, the active impedance is implemented by controlling input currents supplied to the linear motors. A PID controller with feedforward loop was used to control the currents and pre-processing of input velocity and accleration singals from the encoder and the current singnal from the motor driver circuit are conducted to improve the performance.

• 한국정밀공학회:학술대회논문집
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• 한국정밀공학회 1995년도 추계학술대회 논문집
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• pp.985-990
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• 1995

Recently, the development of high speed and high precision NC-lathe for piston head machining is needed for the complexity and diversity of the piston head shape used in automobile reciprocating engine. THe piston head has many complex shapes in the aspect of fuel economy, such as ovality, profile, double ovality and recess. Among them, for the maching of the over shape of 0.1~1mm the cutting tool should move periodically symchronized with the rotation of piston workpiece. The cutting tool feeed system must have high positioning accuracy for the precise machining, high speed for the fast maching and high dynamic stiffness for the cutting force. The linear brushless DC motor is used for satisfying these coditions. The ballbush guide and supporting guide using turcite is used for the guidance of the feed drive system. Linear encoder, digital servo ampllifer and controller are used for driving the motor. THis paper presents the design and simulation of the new tool feed system for noncircular machining.

• 한국산업융합학회 논문집
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• 제4권4호
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• pp.379-386
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• 2001

The lower toughness or brittle materials for mechanical test lead to the additional requirement that applied displacements be controlled with high resolution. Biaxial tension and shear tester using stepper motor with harmonic driver is shown. The device had to be high resolution so that the crack initiation process of slow extension and steady growth could be examined, Grip plates were connected to a linear bearing and actuator. The actuators consisted of stepper motors with harmonic driver connected to pre-loaded ball screw and nut assemblies. The encoders and motor controllers were connected to a personal computer so that arbitrary displacements histories could he prescribed in normal and tangential directions. The linear bearings were used to react loads perpendicular to their axes while allowing low friction, parallel movement of the attached grips. Load cells measured the reactions normal and tangential. the loads measured the reactions were recorded by the computer.

• 대한기계학회논문집A
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• 제40권1호
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• pp.9-16
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• 2016

영구자석 선형 동기전동기(PMLSM : Permanent Magnet Linear Synchronous Motor)의 구조에서, 영구자석이 레일에 고정되고 코일이 움직이는 기존 영구자석 선형 동기전동기와 달리(영구자석 = 고정자, 코일 = 이동자), 코일이 고정되고, 영구자석을 움직이는(영구자석 = 이동자, 코일 = 고정자) 구조의 위치제어시스템을 제안하고자 한다. 위치 측정은 2개의 홀센서를 사용한다. 이 방식은 엔코더 출력 펄스 신호 대신에 2개의 홀센서에서 발생되는 구형파 신호를 4체배하여 이동자의 속도와 위치를 추정한다. 구형파를 발생시키는 2개의 홀센서로 PMLSM의 벡터제어를 구현하였을 때 정격속도 범위 내에서 안정적이고 효율적으로 제어되는 것을 시뮬레이션을 통하여 입증하였다. 또 하드웨어 실험으로 시스템의 위치제어성능은 $30{\sim}50{\mu}m$의 측정범위 내에서 $10{\sim}20{\mu}m$의 정밀도로 기존시스템보다 2배나 개선되며, 경제적 효율성과 제안된 위치제어 개념의 실용적인 유용성도 확인하였다. 2개의 홀센서를 이용한 벡터제어는 협소한 공간에도 취부 할 수 있으므로 엔코더나 레졸버의 장착이 어려운 시스템에 적용될 수 있다.

• 대한전기학회:학술대회논문집
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• 대한전기학회 2002년도 하계학술대회 논문집 C
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• pp.1936-1938
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• 2002

A tunable fiber laser and the Quadrature Sampling technique are used to construct highly sensitive fiber-optic distributive Bragg grating strain sensor system. By using a wavelength-modulated fiber laser, the variations of strain-dependent Bragg wavelengths are transformed into the variations of time-domain reflection profiles. The locations of profile peaks that correspond to the applied strains are demodulated using a precise wavelength encoder that uses a fiber-optic Mach-Zehnder interferometer and Quadrature Sampling technique. With the extremely high sensitive optical encoder, we could obtain not only high sensitivity, but also very linear responses that was impossible with the conventional techniques. This paper is attempted to report the theoretical and experimental results.

• 융합신호처리학회 학술대회논문집
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• 한국신호처리시스템학회 2000년도 추계종합학술대회논문집
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• pp.145-148
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• 2000

Position-determining capacity is a very important condition in equipments for manufacturing semi-conductor or various instruments to measure physical displacement quantities of a moving object in submicron such as a distance of movement, direction, etc. and the accuracy of total system is influenced by detecting accuracy of these equipments. Therefore in this paper we have optically made up laser linear encoder based on optical diffraction principle to measure these displacement quantities and have processed optical signal using hardware-setup. In consequence we had acquired displacement for movement of scale using a diffraction grating by the accuracy of 0.5${\mu}{\textrm}{m}$ and had digitalized moving quantities of scale.

• 한국정밀공학회지
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• 제12권7호
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• pp.19-25
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• 1995

Presently, along with the advance of high-technology, the precise measurement of linear displacement has become a staple requirement, and consequently the high resolution with submicron order has also been required in precise positioning and carriaging. In this paper, we advance a propose on a new type of laser encoder based on the principle of phase analysis of the moire fringes from superimposed two gratings. The phase angle as an information of displacement can be accurately calculated by detecting the change in brighness at four points of the fringes. The actual application of four point method to the moire fringes is performed thru microcomputer for general purpose, and the measuring procedure is also studied in this research. As an experimental result, in the case of using 20 .mu. m-pitch gratings, it is validated that this method has the resolution of 0.01 .mu. m and the accuracy of .+-. 0.15 .mu. m over the setting range of 100mm.

• 융합신호처리학회논문지
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• 제11권3호
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• pp.244-249
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• 2010

차세대 멀티 레벨 셀 플래시 메모리들을 위해 복잡도가 낮은 에러 정정 코드 구현에 대한 요구가 커지고 있다. 일반적으로 부 표현 (sub-expression) 들을 공유하는 것은 복잡도와 칩 면적을 줄이기 위한 효과적인 방법이다. 본 논문에서는 직렬 선형 귀환 쉬프트 레지스터 구조를 기반으로 부 표현들을 이용한 저 복잡도 m-비트 병렬 BCH 인코더 구현 방법을 제안한다. 또한, 부 표현들을 탐색하기 위한 일반화된 방법을 제시한다. 부 표현들은 패리티 생성을 위해 사용하는 행렬(생성 행렬, generator matrix)의 부 행렬 (sub-matrix)과 다른 변수들의 합과의 행렬 연산에 의해 표현된다. 부 표현들의 수는 개로 한정되며, 탐색된 부 표현들은 다른 병렬 BCH 인코더 구현을 위해 공유되어질 수 있다. 본 논문은 구현 과정에서 다수의 팬 아웃에 의해 발생하는 문제점(지연)의 해결이 아닌 복잡도(로직 사이즈) 감소에 그 목적이 있다.

• 대한원격탐사학회지
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• 제27권1호
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• pp.25-31
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• 2011

원형레일을 기반으로 하는 지상 SAR 시스템인 ArcSAR 시스템에서 간섭(interferometry)기법의 적용이 가능한 정밀한 지상 SAR 영상을 획득하기 위해서는 안테나 위치의 정밀한 제어가 요구된다. 본 연구에서는 자력 선형 스케일(Magnetic Linear Scale)을 이용하여 기존 ArcSAR 시스템에서의 안테나 위치 값의 정확도를 분석하였으며 자력 엔코더(Encoder) 값을 이용하여 안테나 위치를 정밀하게 제어할 수 있는 기술을 개발하였다. 기존의 ArcSAR 시스템의 제어 체계에서는 안테나 회전 각도에 대한 평균 RMS 오차가 $0.043^{\circ}$였으나, 본 기술을 통해 $0.006^{\circ}$로 감소시킬 수 있었다. 이는 3미터 길이의 arm을 기준으로 할 때, 안테나 위치 정확도에 대한 평균 RMS 오차가 2.262mm에서 0.324mm로 감소된 것에 해당한다. 본 기술을 통해 매우 정밀한 지상 SAR 영상자료의 획득이 가능하게 되었으며 향후 간섭기법의 적용을 통해 지반 및 대형 구조물의 미세변위에 대한 초정밀 모니터링에 활용될 수 있을 것으로 기대된다.