• Title/Summary/Keyword: CNC Machine

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Development of fault diagnosis and tole-service technology for CNC implementation (CNC 실장 고장진단 및 원격 서비스 기술 개발)

  • 김동훈;김선호;김도연;윤원수;김찬봉
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2002.10a
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    • pp.7-10
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    • 2002
  • The diagnosis of faults of machine tool, which is controlled by CNC and PLC, is generally based on ladder diagram of PLC. Because sequential controls for CNC and servo motor are mostly processed in PLC. However, when fault is occurred, a searching for logical relation to fault reasons is required a lot of fault experiences and times, because PLC program has step structure. In this paper, FDS(Fault Diagnosis System) is developed and implemented to machine tool with open architecture controller in order to find the reason of fault lastly and correctly. The diagnosed reasons for fault are tele-serviced on web through developed RSS(Remote Service System). The operationability and usefulness of developed system are evaluated on specially manufactured machine tool with open architecture CNC. The results of this research can be the model of remote monitoring and fault diagnosis system of machine tool with open architecture CNC.

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CNC Implemented Fault Diagnosis and Remote-Service System (CNC에 실장한 고장진단 및 원격 서비스 시스템)

  • 김선호;김동훈;김도연;박영우;윤원수
    • Journal of the Korean Society for Precision Engineering
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    • v.20 no.10
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    • pp.89-97
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    • 2003
  • The faults diagnosis of machine tool, which is controlled by CNC(Computer Numerical Control) and PLC(Programmable Logic Controller), is generally based on ladder diagram of PLC because sequential controls for CNC and servo motor are mostly processed in PLC. However, when fault is occurred, a searching of logical relationship for fault reasons is required a lot of diagnosis experiences and times because PLC program has step structure. In this paper, FDS(Fault Diagnosis System) is developed and implemented to machine tool with open architecture controller in order to find the reason of fault fast and correctly. The diagnosed reasons for fault are remote serviced on web through developed RSS(Remote Service System). The operationability and usefulness of developed system are evaluated on specially manufactured machine tool with open architecture CNC. The results of this research can be the model of remote monitoring and fault diagnosis system of machine tool with open architecture CNC.

Prediction Model of CNC Processing Defects Using Machine Learning (머신러닝을 이용한 CNC 가공 불량 발생 예측 모델)

  • Han, Yong Hee
    • Journal of the Korea Convergence Society
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    • v.13 no.2
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    • pp.249-255
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    • 2022
  • This study proposed an analysis framework for real-time prediction of CNC processing defects using machine learning-based models that are recently attracting attention as processing defect prediction methods, and applied it to CNC machines. Analysis shows that the XGBoost, CatBoost, and LightGBM models have the same best accuracy, precision, recall, F1 score, and AUC, of which the LightGBM model took the shortest execution time. This short run time has practical advantages such as reducing actual system deployment costs, reducing the probability of CNC machine damage due to rapid prediction of defects, and increasing overall CNC machine utilization, confirming that the LightGBM model is the most effective machine learning model for CNC machines with only basic sensors installed. In addition, it was confirmed that classification performance was maximized when an ensemble model consisting of LightGBM, ExtraTrees, k-Nearest Neighbors, and logistic regression models was applied in situations where there are no restrictions on execution time and computing power.

5-Axis CNC Machining for Drum Cam with Rotational Follower - I (Post Processing Method for Rough Machining) (회전형 종동절을 갖는 드럼 캠의 5-축 CNC 가공 - I (황삭가공을 위한 포스트 프로세싱))

  • Cho, Hyun-Deog;Yoon, Moon-Chul;Kim, Kyung-Jin
    • Journal of the Korean Society of Manufacturing Technology Engineers
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    • v.19 no.5
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    • pp.678-683
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    • 2010
  • The drum cam with rotational follower is used to apply the ATC and index table of machine tools and it has the merit of minimizing the backlash. In general, to machine the drum cam with rotational follower, 5-axis CNC machine must be used and its kinematic principle must be included in modeling on CAM. So, the commercialized CAM software can't be applied to this machining of drum cam. Though some special software for machining drum cam was developed, it could be applied to special 5-axis CNC machine tools and the finish machining module was not applied. To solve this problem, this study includes the induction of the post processing algorithm for the rough machining of drum cam on several 5-axis CNC machine tools, type AC, AB and Be. The finish machining software will be treated in next study. A sample drum cam was machined on 5-axis CNC machine tool of AC type. The designed geometric profile of drum cam consist to the measured profile after machining well. This post processing algorithm for rough machining of the drum cam was clearly verified.

CNC 공구 연삭기의 개발 및 성능향상에 대한 연구

  • 김성청;이근찬
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 1993.04b
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    • pp.272-276
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    • 1993
  • We made to develop CNC Tool Grinding Machine automating the linear motion of X,Y,Z axis of table, and thetilting and rotation of tool holding vice by using Encorder to increase the efficiency of tool grinding for the Conventional Tool Grinding Machine. We did not consider the part of static, dynamic and thermal behavior that must necessary consider when wedesign, because we used existing Conventional Tool Grinding Machine as it is. We investigated simulation to make existing Conventional Tool Grinding Machine like CNC. We also designed it, and we compared the capability of existing Conventional Tool Grinding and CNC Tool Grinding Machine, and we investigated, too.

Software Acceleration/Deceleration Methods for Industrial Robots and CNC Machine Tools (산업용로보트와 CNC 공작기계를 위한 소프트웨어 가감속 방법)

  • 김동일;송진일;김성권
    • The Transactions of the Korean Institute of Electrical Engineers
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    • v.41 no.5
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    • pp.562-572
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    • 1992
  • In this paper, we propose software algorithms which provide acceleration/deceleration characteristics essential to high dynamic performance at the transient states where industrial robots or CNC machine tools start and stop. Software acceleration/deceleration methods are derived from the mathematical analyses of typical hardware systems controlling acceleration/deceleration. These methods make servo motors, which drive axes of motion, start and stop smoothly without vibration in the repeated tools. The path error, which is one of the most significant factors in the performance evaluation of industrial robots or CNC machine tools, is analyzed for linear, exponential, and parabolic acceleration/deceleration algorithms in case of circular interpolation. The analyses show that path error consists of the distance between the required path and generated one through acceleration/deceleration, and that between the generated one through acceleration/deceleration algorithm and the actual one of the end effector of the industrial robot or tool of the CNC equipment.

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Development of an Open Architecture CNC and Integration with Intelligent Modules (개방형 CNC 개발 및 지능형 모듈 통합)

  • 윤원수;이강주;김형내;이은애;박천기
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2002.10a
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    • pp.37-41
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    • 2002
  • This study has been focused on the development of an open architecture CNC system and integration of core application technology for machine tool such as a remote monitoring/diagnosis system, NURBS interpolation, and cutting process simulation. To do this, we have developed a comprehensive CNC software including the basic HMI, screen editor, ASF, and visual builder. As a control hardware system for machine tool, the universal I/O module and CNC main unit have been developed. Then the remote monitoring/diagnosis system and NURBS interpolation have been implemented in the CNC software. The cutting simulation software will be used for enhancing the productivity of machine tools. Through a simulator and test bed, the whole technology has been verified.

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A Study on the Cutting Characteristics of Plate Steel using CNC Cutting Machine (CNC 절단기를 이용한 강판의 절단특성에 관한 연구(1))

  • 김성일;이중희;김태영
    • Proceedings of the Korean Society of Machine Tool Engineers Conference
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    • 2002.04a
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    • pp.643-648
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    • 2002
  • In the cutting of plate steel, the quality of the cut surfaces is strongly dependent on the cutting conditions such as cutting speed, kerf width, plate thickness, length of tip-specimen and oxygen pressure etc. the cutting tests of plate steel were carried out using CNC gas cutting machine. this paper deals with cutting characteristics of plate steel using CNC cutting machine. the width of cutting entrance and exit, the surface roughness of cutting surfaces and the cutting surface are examined at various cutting conditions.

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3D Cutting Machine of EPS Foam for Manufacturing Free-Formed Concrete Mold (비정형 콘크리트 거푸집 제작을 위한 EPS Foam의 3D 가공기계)

  • Seo, Junghwan;Hong, Daehie
    • Journal of the Korean Society for Precision Engineering
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    • v.34 no.1
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    • pp.35-39
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    • 2017
  • We used a construction method using a CNC milling machine, where free-formed molds were made by cutting EPS (Expanded PolyStyrene) foam with the CNC machine, to build free-formed buildings. CNC milling is off-the-shelf technology that can easily cut EPS foam; however its production cost is too high and the time to manufacture an EPS mold is too long. This paper proposes a novel cutting machine with a fast and cost effective mechanism to manufacture EPS concrete molds. Our machine comprises a cutter and Cartesian coordinate type moving mechanism, where the cutter cuts EPS foam using a hotwire in the shape of '$\sqcap$' and is capable of adjusting its cutting angle in real-time while keeping its cutting width. We proved through cutting experiments on the CNC machine that cutting time was greatly shortened compared to the conventional method and that the resulting concrete mold satisfied manufacturing precision.