• Title/Summary/Keyword: Machine Accuracy

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Feature reduction for classifying high dimensional data sets using support vector machine (고차원 데이터의 분류를 위한 서포트 벡터 머신을 이용한 피처 감소 기법)

  • Ko, Seok-Ha;Lee, Hyun-Ju
    • Proceedings of the IEEK Conference
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    • 2008.06a
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    • pp.877-878
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    • 2008
  • We suggest a feature reduction method to classify mouse function data sets, which integrate several biological data sets represented as high dimensional vectors. To increase classification accuracy and decrease computational overhead, it is important to reduce the dimension of features. To do this, we employed Hybrid Huberized Support Vector Machine with kernels used for a kernel logistic regression method. When compared to support vector machine, this a pproach shows the better accuracy with useful features for each mouse function.

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Development of a Aerostatic Guideway Driven by the Linear Motor (리니어모터를 이용한 초정밀 공기정압안내면 개발)

  • 박종하;황주호;박천홍;홍준희
    • Proceedings of the Korean Society of Machine Tool Engineers Conference
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    • 2003.10a
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    • pp.36-40
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    • 2003
  • In order to discuss the availability of aerostatic guideways driven by the coreless linear motor to ultra precision machine tools, a prototype of guideway is designed and tested in this research. A coreless linear DC motor with the continuous force of 156N and a laser scale with the resolution of $0.01\mu\textrm{m}$ are used as the feeding system. The experiments are performed on the static stiffness, motion accuracy, positioning accuracy, microstep response and variation of velocity. The guideway also has $0.21\mu\textrm{m}$ of positioning error and $0.09\mu\textrm{m}$ of repeatability, and it shows the stable response against the $0.01\mu\textrm{m}$ resolution step command. The velocity variation of feeding system is less than 0.6%. From these results, it is confirmed that the aerostatic guideway driven by the coreless linear motion is very useful for the ultra precision machine tools.

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Development of an Automatic Tool Compensation System for M/C (머시닝센터용 자동공구보정시스템의 개발)

  • 정상화;신현성;김현욱
    • Transactions of the Korean Society of Machine Tool Engineers
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    • v.10 no.4
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    • pp.48-54
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    • 2001
  • The tool wear that is developed by long-term machining in mold manufacturing with machining center makes a severe influence to the accuracy and the surface roughness. in this reason, tool-wear supervising system which has guaranteed high accuracy and high speed is needed to improve the measurement quality. Touching probe and touch sensor are widely used to measure the tool profile at on-machine measurement. In this paper, using the newly developed electric touch point measuring system, the Automatic Tool Compensation System is developed to correct the error of tool diameter resulted from the wear, and the operating method of this system is also provided.

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Improvement of Tracking Accuracy of Positioning Systems with Iron Core Linear DC Motors

  • Song, Chang-Kyu;Kim, Gyung-Ho
    • International Journal of Precision Engineering and Manufacturing
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    • v.6 no.1
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    • pp.31-35
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    • 2005
  • Higher productivity requires high-speed motion of machine tool axes. The iron core linear DC motor (LDM) is widely accepted as a viable candidate for high-speed machine tool feed unit. LDM, however, has two inherent disturbance force components, namely cogging and thrust force ripple. These disturbance forces directly affect the tracking accuracy of the feeding system and must be eliminated or reduced. In order to reduce motor ripple, this research adapted the feedforward compensation method and neural network control. Experiments carried out with the linear motor test setup show that these control methods are effective in reducing motor ripple.

Development of Laser Diode Test Device using Feedback Control with Machine Vision (비젼 피드백 제어를 이용한 광통신 Laser Diode Test Device 개발)

  • 유철우;송문상;김재희;박상민;유범상
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2003.06a
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    • pp.1663-1667
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    • 2003
  • This thesis is on tile development of LD(Laser Diode) chip tester and the control system based on graphical programming language(LabVIEW) to control the equipment. The LD chip tester is used to test the optic power and the optic spectrum of the LD Chip. The emitter size of LD chip and the diameter of the receiver(optic fiber) are very small. Therefore, in order to test each chip precisely, this tester needs high accuracy. However each motion part of the tester could not accomplish hish accuracy due to the limit of the mechanical performance. Hence. an image processing with machine vision was carried out in order to compensate for the error. and also a load test was carried out so as to reduce tile impact of load on chip while the probing motion device is working. The obtained results were within ${\pm}$5$\mu\textrm{m}$ error.

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Development of Automatic ALC Block Measurement System Using Machine Vision (머신 비전을 이용한 ALC 블록 생산공정의 자동 측정 시스템 개발)

  • 엄주진;허경무
    • Journal of Institute of Control, Robotics and Systems
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    • v.10 no.6
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    • pp.494-500
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    • 2004
  • This paper presents a machine vision system, which inspects the measurement of the ALC block on a real-time basis in the production process. The automatic measurement system was established with a CCD camera, an image grabber, and a personal computer without using assembled measurement equipment. Images obtained by this system was processed by an algorithm, specially designed for an enhanced measurement accuracy. For the realization of the proposed algorithm, a preprocessing method that can be applied to overcome uneven lighting environment, boundary decision method, unit length decision method in uneven condition with rocking objects, and a projection of region using pixel summation are developed. From our experimental results, we could find that the required measurement accuracy specification is sufficiently satisfied by using the proposed method.

Virtualized CNC Milling Machine (가상 CNC밀링머신)

  • Baek, Dae-Kyun;Oh, Myung-Seok
    • Journal of the Korean Society of Industry Convergence
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    • v.4 no.4
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    • pp.365-369
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    • 2001
  • This paper presented a new model of virtualized CNC milling machine. The model verifies the over cut, the under cut and the surface roughness using NC file generated from CAM and cutting condition. The model uses Z-map model to verify workpiece. In this paper, the model used the velocities of x, y and z direction and obtained a center point of a hall end mill for modeling Z-map of workpiece. To investigate the performance of the model, simulation study was carried out. As the results, the model gave geometry accuracy of workpiece, the surface roughness and the chip loads in finish cutting that can predict tool chipping. The virtualized CNC machine can he used a flat end mill, a ball end mill and a rounded end mill.

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Developement of a System for Glass Thickness Measurement (비접촉 유리 두께 측정 장치 개발)

  • Park, Jae-Beom;Lee, Eung-Suk;Lee, Min-Ki;Lee, Jong-Gun
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.33 no.5
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    • pp.529-535
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    • 2009
  • This paper describes a measuring device of glass thickness using machine vision and image processing techniques on real-time. Today, the machine vision enable to inspect fast and exactly than human's eyes. The presented system has advantages of continuous measurement, flexibility and good accuracy. The system consists of a laser diode, a CCD camera with PC. The camera located on the opposite side of the incident beam measures the distance between two reflected laser beams from the glass top and bottom surface. We apply a binary algorithm to convert and analyze the image from camera to PC. Laser point coordination by border tracing algorithm is used to find the center of beam circle. The measured result was compared with micrometer and showed 0.002mm accuracy. Finally, the errors were discussed how to minimize the influence of glass wedge angle and angular error of moving stage.

A Study on the Structure Analysis and Optimum Design of Surface Grinding Machine Spindle System (성형연삭기의 주축부 구조해석과 최적설계에 관한 연구)

  • Han, Jeong-Bin;Hwang, Kyu-Won;Jeong, Myeong-Jin;Park, Dong-Sam
    • 한국기계연구소 소보
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    • s.16
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    • pp.83-94
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    • 1986
  • Grinding machine, one of the precision machine tool, requires high accuracy in spindle system. But, recent Inspection and Test reports by KIMM shows high inferio¬rity ratio in home-made grinding machines and points out that this is mainly due to the lack of design ability and assembling technique of spindle system. In this paper, therefore, static stiffness, dynamic characteristics, thermal defor¬mation and error motion of spindle system were studied. With these results, we presented the general data to design and assemble the spindle system. Test of spindle system modified by this study showed that several factors affecting machining accuracy were improved largely.

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The Design of a Self Adjustment Module for $\mu-part$ Assembly ($\mu$-부품 조립용 Self Adjustment Module 개발)

  • Lee Changwoo;Song Junyeob;Ha Taeho
    • Proceedings of the Korean Society of Machine Tool Engineers Conference
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    • 2005.05a
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    • pp.401-406
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    • 2005
  • According to the ubiquitous times that is new important topic, the miniature is demanded in the industry at large. The high accuracy and accumulation make the assembly equipment and the production equipment huge from the size of view. The huge equipment brings about the expensive price of the equipment, a low flexibleness and a low productivity. It makes the manufacturing equipment huge that the accuracy only depends on the mechanism stiffness. The position of two assembled parts is transformed with the global coordinate system whose datum is machine coordinate system. The purpose of this research is invention of the module that can adjust one part to the order part automatically. The module that has a function of self adjustment only takes a stiffness in assemble direction and can be moved freely in the other direction so this function makes a self adjustment. The self adjustment module reduces the tact time and also diminishes the inferior goods and makes reconfigurable machine in $\mu-part$ assembly.

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