• Title/Summary/Keyword: CNC Machine Tool

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코어 다중가공에서 공구마모 예측을 위한 기계학습 데이터 분석 (Machine Learning Data Analysis for Tool Wear Prediction in Core Multi Process Machining)

  • 최수진;이동주;황승국
    • 한국기계가공학회지
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    • 제20권9호
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    • pp.90-96
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    • 2021
  • As real-time data of factories can be collected using various sensors, the adaptation of intelligent unmanned processing systems is spreading via the establishment of smart factories. In intelligent unmanned processing systems, data are collected in real time using sensors. The equipment is controlled by predicting future situations using the collected data. Particularly, a technology for the prediction of tool wear and for determining the exact timing of tool replacement is needed to prevent defected or unprocessed products due to tool breakage or tool wear. Directly measuring the tool wear in real time is difficult during the cutting process in milling. Therefore, tool wear should be predicted indirectly by analyzing the cutting load of the main spindle, current, vibration, noise, etc. In this study, data from the current and acceleration sensors; displacement data along the X, Y, and Z axes; tool wear value, and shape change data observed using Newroview were collected from the high-speed, two-edge, flat-end mill machining process of SKD11 steel. The support vector machine technique (machine learning technique) was applied to predict the amount of tool wear using the aforementioned data. Additionally, the prediction accuracies of all kernels were compared.

서보 모터의 가감속을 고려한 NURBS 곡선의 실시간 직선 보간 (Real-time Line Interpolation of a NURBS Curve based on the Acceleration and Deceleration of a Servo Motor)

  • 이제필;이철수
    • 한국공작기계학회:학술대회논문집
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    • 한국공작기계학회 2001년도 춘계학술대회 논문집(한국공작기계학회)
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    • pp.405-410
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    • 2001
  • In this paper, a new parametric curve interpolator is proposed based on a 3D(3-dimensional) NURBS curve. A free curve is generally divided into small linear segments or circular arcs in CNC machining. The method has caused to a command error, the limitation of machining speed, and the irregular machining surface. The proposed real-time 3D NURBS interpolator continuously generates a linear segment within the range of allowable acceleration/deceleration in the motion controller. Therefore, the algorithm calculates the curvature and the remained distance of a command curve for the smoothing machining. It is expected to attaining high speed and high precision machining in CNC Machine Tool.

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XML형식의 STEP-NC파일로 구동되는 PC 기반의 STEP-NC milling machine (PC Based STEP-NC Milling Machine Operated by STEP-NC in XML Format)

  • 이원석;방영봉
    • 한국정밀공학회지
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    • 제19권12호
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    • pp.185-193
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    • 2002
  • Most of NC machines are operated by Is06983 standard called G-code, which was developed in the early days of machine tools. This G-code limits hardware performance of the currently developed high-performance hardware & machine tools. By describing only movements of tool, almost all of information of previous production departments is lost, and the machining department cannot exchange information with other departments. For adjusting new hardware environment and direct communication of CNC machines with CAD/CAM software, ISO 14649, STEP -NC is researched. This new standard stores CAD/CAM information as well as operation commands of CNC machines. In this research, the new CNC machine operated by STEP-NC was built and tested. Unlike other STEP-NC milling machines, this system uses the STEP-NC file in form of XML as data input. It makes possible for STEP-NC machines to exchange information to other databases using XML. The mentioned system of this paper loads the XML file, analyzes it, makes tool paths of two5D features with information of STEP-NC, and machines automatically without making G-code. All of software is programmed with Visual C++, and the milling machine is made with table milling machine, step motors, and motion control board for PC that can be directly controlled by C++ commands. All modules of software and hardware were independent, it allows convenient for substitution and expansion of the milling machine. The example 1 in ISP14649-11 that had all information about geometry and machining and the example 2 that has only geometry and tool information were used to test automatic machining by the open-architecture milling machine.

소재 제거율을 고려한 이송속도 가변형 NURBS 보간기 (Variable Feedrate Interpolator for NURBS Curve Considering Material Removal Rate)

  • 마르첸코티혼;고태조;김희술;김정현
    • 한국공작기계학회논문집
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    • 제12권2호
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    • pp.1-8
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    • 2003
  • Conventionally used linear or circular interpolator is undesirable for the precision machining of 3D free-form surface as the following reason: the transmission errors due to the huge number of data, discontinuity of segmentation, unsmooth motion speed. To this regard, modern CNC machine tools are designed with the function of machining arbitrary parametric curves. However, these systems don't consider the adaptive federate, which dominates the quality of the machining process. This paper proposes a NURBS interpolator for the constant material removal rate. That is accomplished by the variable federate using curvature of curve. The curvature-compensated feederate system has important Potential applications in ensuring part accuracy and protecting cutting tool. The simulated result show it can be applicable to the real machining.

Development of 3D CAM system for End mills manufacturing

  • Trung-Thanh Pham;Ko, Sung-Lim;Kim, Yong-Hyun
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 2004년도 추계학술대회 논문집
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    • pp.850-853
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    • 2004
  • The development of 3D CAM system for the manufacturing of end mills becomes a key approach to save the time and reduce cost for end mills manufacturing. This paper presents the calculation and simulation of end mill tools CNC machining bases on 5-axes CNC grinding machine tool. In this study describes the process of generation and simulation of grinding point data between the tool and the grinding wheels through the machined time. Depend on input data of end mill geometry, wheels geometry, wheel setting, machine setting the end mill configuration and NC code for machining will be generated and visualized in 3 dimension before machining. The 3D visualizations of end mill manufacturing was generated by using OpenGL in C++. The development software was designed by using Microsoft Visual C++, which has many advantages for users, saving time and reducing manufacturing cost.

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자동차 시트 쿠션 금형의 DNC 적용에 관한 연구 (A Study on the DNC Application of Car Seat Cushion Die)

  • 이종선;이춘호;손권;김엽래
    • 한국공작기계학회:학술대회논문집
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    • 한국공작기계학회 1999년도 춘계학술대회 논문집
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    • pp.69-74
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    • 1999
  • This paper aims to DNC application of car seat cushion die. DNC systems are consist of CAD(CATIA1, CAM(Z-MASTER, OMEGA) software and CNC milling machine. CAM software is purpose to G-code generation for CNC programming. Then CAM software and CNC milling machine are connect to RS-232-C cable for networking.

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CNC 선반가공에서 절삭조건들이 표면 거칠기에 미치는 영향에 관한 연구 (A Study on the effects of surface roughness in CNC lathe over various cutting conditions)

  • 심재주
    • 한국공작기계학회:학술대회논문집
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    • 한국공작기계학회 1998년도 춘계학술대회 논문집
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    • pp.184-189
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    • 1998
  • In the CNC lathe working, the study of the effects of various cutting conditions on cut surface roughness is less active than that of the ordinary latee. After lathe working of SM45C, a carbon steel material for machine structure, its surface roughness was measured using a stylus surface roughness tester. In most cases, good surface roughness was obtained over 160m/min cutting speed and then the proper cutting depth was found as 1.0~1.5mm.

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기계학습 기법을 이용한 CNC 공구 마모도 예측에 관한 연구 (A Study on the Prediction of CNC Tool Wear Using Machine Learning Technique)

  • 이강배;박성호;성상하;박도명
    • 한국융합학회논문지
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    • 제10권11호
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    • pp.15-21
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    • 2019
  • 4차 산업혁명이 주목받고 있다. 특히 스마트 팩토리는 제조 분야에서 그 필요성이 강조되고 있다. 현재 제조 분야에서 CNC(Computerized Numeric Controller: 컴퓨터 수치 제어)에 관한 연구가 활발히 진행 중이다. 국내에서는 CNC 설비에 음향 센서, 진동 센서 등 여러 가지 센서를 부착하여 소음, 진동 등 설비 관련 데이터를 수집하는 방안에 관한 연구가 존재한다. 본 연구는 CNC 머신에서 발생하는 데이터를 중심으로 머신러닝 기법을 활용하여 설비 가동 조건이 공구 마모도에 미치는 영향을 분석한다. CNC 설비에서 발생하는 X축, Y축, Z축의 힘, 이동 속도 등 다양한 데이터를 수집한다. 데이터 탐색 기법을 통해 데이터의 특성 및 분포를 분석하였다. 데이터를 RF(Random Forest), XGB(Extreme Gradient Boost), SVM(Support Vector Machine)을 이용하여 CNC 설비 가동 조건이 공구 마모도에 미치는 영향을 분석하였다. 본 연구의 결과는 CNC 설비 가동에서 최적의 조건을 찾고, 이를 바탕으로 품질 향상 및 기계 손상을 예방하는데 활용될 수 있을 것으로 기대된다.

5-축 CNC 밀링으로의 자유곡면 가공에 관한 연구 (I) 공구축 방향의 벡터와 포스트 프로세싱 (A Study on the Machining of Sculptured Surfaces by 5-Axis CNC Milling (l) Cutter Axis Direction Verctor and Post-Processing)

  • 조현덕;전용태;양민양
    • 대한기계학회논문집
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    • 제17권8호
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    • pp.2001-2011
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    • 1993
  • This study deals with the machining of sculptured surfaces on 5-axis CNC milling machine with end mill cutter. The study (I) has the following contents. In 5-axis CNC milling, CL-data consist of CC-data and cutter axis direction vector at the CC-point. Thus, in machining of the sculptured surface on 5-axis CNC milling machine, determination of the direction vector of the milling cutter is very important. The direction vector is obtained by the fact that bottom plane of the milling cutter must not interfere with the free-form surface being machined. The interference is checked by the z-map method which can be applied in all geometric types of the sculptured surfaces. After generating NC part programs from 5-axis post-processing algorithms, sculptured surfaces were machined with 5-axis CNC milling machine (CINCINNATI MILACRON, 20V-80). From these machining tests, it was shown that the machining of the free-form surfaces on 5-axis CNC milling machine with the end mill has smaller cusp heights and shorter cutting time than on 3-axis CNC milling machine with the ball-end mill. Thus, 5-axis CNC end milling was effective machining method for sculptured surfaces. The study (II) deals with the prediction of cusp height and the determination of tool path interval for the 5-axis machining of sculptured surfaces on the basis of study(I).

범용 CNC 밀링에 의한 박막 측벽 파트 가공에 관한 연구 (A Study on the CNC Milling Machining of Thin-wall Part)

  • 지성희;이동주;신보성;최두선;제태진;이응숙
    • 한국공작기계학회:학술대회논문집
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    • 한국공작기계학회 2001년도 춘계학술대회 논문집(한국공작기계학회)
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    • pp.83-88
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    • 2001
  • In order to suggest the proper optimal conditions of the CNC milling machining for the Thin-wall surface, some experiments were carried out. The process was applied in the aerospace industry for the machining of light alloys, notably aluminium. In recent year, however, the mold and die industry has begun to use the technology for the production of components, including those manufactured from hardened tool steels. And the end mill is an important tool in the milling process. A typical example for the end mill is the milling of pocket and slot in which a lot of material is removed from the workpiece. Therefore the proper selection of cutting parameter for end milling is one of the important factors affecting the cutting cost. In this paper, we choose the optimal parameters(cutting forces) to cut thin-walled Al part by experiment.

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