• Title/Summary/Keyword: Intelligent machining

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Hybrid (CNC+Laser) Process for Polymer Welding (하이브리드 방식 (CNC+Laser)을 이용한 폴리머용접공정)

  • Yoo, Jong-Gi;Lee, Choon-Woo;Choi, Hae-Woon
    • Journal of Welding and Joining
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    • v.28 no.3
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    • pp.42-48
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    • 2010
  • Polycarbonate (PC) and Acrylonitrile Butadiene Styrene (ABS) were welded by a combination of a diode laser and a CNC machining center. Laser beam delivered through the transparent PC and was absorbed in an opaque ABS. Polymers were melted and joined by absorbed and conducted heat. Experiments were carried out by varying working distance from 44mm to 50mm for the focus spot diameter control, laser input power from 10W to 25W, and scanning speed from 100 to 400mm/min. The weld bead and cross-section were analyzed for weld quality, and tensile results were presented through the joint force measurement. With focus distance at 48mm, laser power with 20W, and welding speed at 300mm/min, experimental results showed the best welding quality which bead size was measured to be 3.75mm. The shear strength at the given condition was $22.8N/mm^2$. Considering tensile strength of ABS is $43N/mm^2$, shear strength was sufficient to hold two materials. A single process was possible in a CNC machining system, surface processing, hole machining and welding. As a result, the process cycle time was reduced to 25%. Compared to a typical process, specimens were fabricated in a single process, with high precision.

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

  • Choi, Sujin;Lee, Dongju;Hwang, Seungkuk
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.20 no.9
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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.

Intelligent Design Support System for Machine Tool Design (지능형 공작기계 설계 지원 시스템)

  • 박면웅
    • Journal of the Korean Society of Manufacturing Technology Engineers
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    • v.9 no.2
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    • pp.15-24
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    • 2000
  • An intelligent software system which can support efficiently and systematically machine tool design by utilizing deign knowledge is described in this paper. The process of embodiment design of a machining center was modelled represented by IDEF0 and embedded in the system. A hybrid type inference engine has been introduced so that the system can effec-tively deal with knowledge represented in diversified forms The design system was developed on the basis of object-ori-ented programming and has been coded into one software system which can be ported on Windows NT.

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User-friendly Automatic Polishing Robot System and Its Integrated Operating Program

  • Lee, Min-Cheol;Jung, Jin-Young;Go, Seok-Jo
    • International Journal of Precision Engineering and Manufacturing
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    • v.5 no.3
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    • pp.69-76
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    • 2004
  • Polishing a die that has free-form surfaces is a time-consuming and tedious job, and requires a considerable amount of high-precision skill. In order to reduce the polishing time and cope with the shortage of skilled workers, an automatic polishing robot system was developed. The polishing robot system is composed of two subsystems, a three-axis machining center and a two-axis polishing head. The machining center is controlled by a FANUC controller, and the polishing head by DSP controller. The system has five degrees of freedom and is able to keep the polishing tool normal to the die surface during operation. To easily operate the developed polishing robot system, this study developed an integrated operating program in the Windows environment. The program consists of five modules: a polishing data generation module, a code separation module, a polishing module, a graphic simulator module, and a teaching module. Also, the automatic teaching system was developed to easily obtain teaching data and it consists of a three dimensional joystick and a proximity sensor. Also, to evaluate the performance of the integrated operating program and the polishing robot system, polishing experiments of a die of shadow mask were carried out.

Standardization of Polishing Work by MAGIC Polishing Tool (MAGIC 숫돌에 의한 연마작업의 표준화)

  • Cho, Jong-Rae;Lee, Sang-Tea;Jung, Yoon-Gyo
    • Journal of the Korean Society for Precision Engineering
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    • v.22 no.10 s.175
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    • pp.39-48
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    • 2005
  • As the industrial development is accelerated, a new machining process and system are keenly required to achieve super precision surface finish. Especially to get ground surface finish fer complicated and narrow inner shape of molds, it is impossible with the existing methods so that a new method is being required to be developed. A new material, called Magic(MAGnetic Intelligent Compounds), is finally made and it is called Magic machining that uses this material. There is a way to make a material as follows, the mixture of magnetic particles, bonding material and particles of abrasive grain should be melt down by proper heat, and then this mixture put in a mold and cool down in magnetic field which has a uniform direction. This new polishing method is spotlighted as an excellent solution to the existing problems. However it hasn't reported any study about the influence of the machining conditions of polishing velocity, amplitude and polishing pressure to the surface roughness yet. This study would examine closely the influence of polishing conditions of the Magic polishing tool to the surface finish to decide the optimum polishing condition and to standardize the Magic polishing work.

A Study on the Characteristics of Compounding Electrolytic Machining in micro-cutting (전해복합에 의한 미세절삭가공 특성연구)

  • Son, M.K.;Son, S.M.;Ahn, J.H.
    • Proceedings of the KSME Conference
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    • 2001.06c
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    • pp.502-506
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    • 2001
  • This paper presents a new method for cutting steel with a diamond tool using electrolysis. The electrolysis is adopted in the diamond cutting to prevent the high chemical activity between a diamond tool and an iron-based workpiece. The basic principle of the method is to oxdize a thin substrate of the workpiece by electrolysis ahead of the diamond tool which cuts the oxidized layer. A desired shape can be obtained by repeating this process. The cutting force is reduced because the diamond tool removes only the weakened material by electroysis. The reduction of the cutting force suppresses the excessive wear of the diamond tool. The oxidization penetrates several micrometers in depth along the previously formed shape. The corrosion rates depend on current density and make suggestions on the optimum cutting conditions.

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Study on the Plug/Play Type Open Architecture CNC Technology (Plug/Play 타입의 개방형 CNC 기술 연구)

  • 윤원수;김찬봉;이은애;김세광;오세봉
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 1997.10a
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    • pp.28-32
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    • 1997
  • This study aims at developing the high speed/intelligent machining system suing the plug/play method of an open architecture controller. The plug/play technology by the Application Specific Function (ASF), can readily implement the open architecture controller into various machining system or other automatic equipments. For the open architecture controller, this study developed the open HMI, screen editor, ASF, visual builder, and controller OS technology as software components. On the other hand, we developed the I/O module and main board as control hardware system. This study, as an example, presents integration of individual component technologies for the plug/play type open architecture CNC system.

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A Genetic Algorithm A, pp.oach for Process Plan Selection on the CAPP (CAPP에서 공정계획 선정을 위한 유전 알고리즘 접근)

  • 문치웅;김형수;이상준
    • Journal of Intelligence and Information Systems
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    • v.4 no.1
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    • pp.1-10
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    • 1998
  • Process planning is a very complex task and requires the dynamic informatioon of shop foor and market situations. Process plan selection is one of the main problems in the process planning. In this paper, we propose a new process plan selection model considering operation flexibility for the computer aided process planing. The model is formulated as a 0-1 integer programming considering realistic shop factors such as production volume, machining time, machine capacity, transportation time and capacity of tractors such as production volume, machining time, machine capacity, transportation time capacity of transfer device. The objective of the model is to minimize the sum of the processing and transportation time for all parts. A genetic algorithm a, pp.oach is developed to solve the model. The efficiency of the proposed a, pp.oach is verified with numerical examples.

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STEP based NC for Manufacturing System (STEP-NC를 기반으로 하는 생산 시스템)

  • 김선호;김동훈
    • Journal of the Korean Society for Precision Engineering
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    • v.17 no.5
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    • pp.41-50
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    • 2000
  • NC(Numerical Control)는 1949년 미 공군이 Parson (Fig. 1 (a))이라는 사람에게 프로펠러 (Propeller)용 블레이드(Blade)의 윤곽을 검사하기 위한 판 게이지(Gauge)(Fig. 1 b)) 개발을 의뢰한 것이 계기가 되어 발명되었다. 이후, 신시나티 미라크론(Cincinati Miracle)이라는 공작기계 업체가 NC 사업에 참여하게 되고, 1952년 최초로 MIT(Massachusetts Institute of Technology)의 서보기구연구소(Servo-mechanism laboratory)에 의해 NC 공작기계가 탄생(Fig. 1 (c)) 되었다.(중략)

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