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Prediction on the Efficiency of Coated Tool Using Taguchi Design and Neural Network (다꾸지 기법 및 신경망을 이용하여 코팅공구의 성능예측 연구)

  • Choi Gwang Jin;Lee Wi Ro;Choi Suk Woo;Paik Young Nam
    • Journal of the Korean institute of surface engineering
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    • v.36 no.3
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    • pp.284-289
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    • 2003
  • In this study, the prediction on the quality of tools after coating process has been investigated. Under different coating conditions, cutting resistances have been obtained and analyzed with a tool dynamometer to provide optimized coating conditions. The optimized coating conditions Lhave been computed with the most effective factors found by S/N ratio of Taguchi method. To evaluate the influence of the factors on cutting efficiency through the minimum of number of experiment times, the way of neural network design using Taguchi method has been employed.

기술현황분석 : 이머징 마켓에서의 우리나라 일반기계산업의 교역 경쟁력 분석과 시사점 - 일본 일반기계산업과의 수출경합도(ESI)와 관세율 분석을 중심으로 -

  • Gwak, Gi-Ho;O, Seung-Hun;Kim, Jae-Yun;Jeong, Go-Un
    • 기계와재료
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    • v.21 no.4
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    • pp.106-128
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    • 2010
  • 본고에서는 신흥개도국을 대표하는 BRICs에서의 일반기계산업 대일(對日) 교육 경쟁력을 수출 규모 및 경합도 추이를 통해 분석하였으며, 특히 해당 국가에서의 FTA 체결에 대한 품목별 관세율을 종합적으로 고려하여 시장 진출 확대를 꾀하기 위한 10대 전략품목을 도출하였다. 10대 전략품목은 내연기관(713), 건설광산기계(723), 섬유기계(724), 금속절삭공작기계(731), 금속가공공작기계(733), 기타 금속공작기계(737), 냉동공조기계(741), 기체 및 가스펌프(743), 운반하역기계(744), 동력전달장치(748)이며, 이들 품목에 대한 정보와 민간 차원의 협력을 통한 기술개발 및 시장 진출 전략을 제시하여 이머징 마켓에서의 일반기계산업의 수출경쟁력 향상을 꾀하고자 한다.

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Prediction on the Efficiency of Coated Tool Using Experimental Design and Neural Network (실험계획법 및 신경망을 이용한 코팅공구의 성능예측에 관한 연구)

  • 최광진;백재용;백영남
    • Proceedings of the Korean Society of Machine Tool Engineers Conference
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    • 2002.10a
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    • pp.104-110
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    • 2002
  • In this study, the prediction on the quality of tools after coating process has been investigated. Under different coating conditions, cutting resistances have been obtained and analyzed with a tool dynamometer to provide optimized coating conditions. The optimized coating condition has been computed with the most effective factors found by S/N ratio of Taguchi method. To evaluate the influence of the factors on cutting efficiency through the minimum of number of experiment times, the way of neural network design using Taguchi method has been employed.

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A Study on the Cutting Characteristics of Glass Fiber Reinforced Plastics by Tool Materials and Type (유리섬유강화 플라스틱의 공구재질 및 형상에 따른 절삭특성에 관한 연구)

  • An, Sang-Ook;Noh, Sang-Lai
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.20 no.4
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    • pp.1216-1224
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    • 1996
  • In the use of glass fiber reinforced plastics it is often necessary to cutting the components, but the cutting GFRP is often made difficult by the delamination of composites and the short tool life. In this paper, the machinability of GFRP by mean of tool materials and type was experimentally investigated. By proper selection of cutting tool material and type excellent machining of this workpiece is achieved. The surface quality relate closely with the feed rate and cutting tools.

Development of Strain-gauge-type Rotational Tool Dynamometer and Verification of 3-axis Static Load (스트레인게이지 타입 회전형 공구동력계 개발과 3축 정적 하중 검증)

  • Lee, Dong-Seop;Kim, In-Su;Lee, Se-Han;Wang, Duck-Hyun
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.18 no.9
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    • pp.72-80
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    • 2019
  • In this task, the tool dynamometer design and manufacture, and the Ansys S/W structural analysis program for tool attachment that satisfies the cutting force measurement requirements of the tool dynamometer system are used to determine the cutting force generated by metal cutting using 3-axis static structural analysis and the LabVIEW system. The cutting power in a cutting process using a milling tool for processing metals provides useful information for understanding the processing, optimization, tool status monitoring, and tool design. Thus, various methods of measuring cutting power have been proposed. The device consists of a strain-gauge-based sensor fitted to a new design force sensing element, which is then placed in a force reduction. The force-sensing element is designed as a symmetrical cross beam with four arms of a rectangular parallel line. Furthermore, data duplication is eliminated by the appropriate setting the strain gauge attachment position and the construction of a suitable Wheatstone full-bridge circuit. This device is intended for use with rotating spindles such as milling tools. Verification and machining tests were performed to determine the static and dynamic characteristics of the tool dynamometer. The verification tests were performed by analyzing the difference between strain data measured by weight and that derived by theoretical calculations. Processing test was performed by attaching a tool dynamometer to the MCT to analyze data generated by the measuring equipment during machining. To maintain high productivity and precision, the system monitors and suppresses process disturbances such as chatter vibration, imbalances, overload, collision, forced vibration due to tool failure, and excessive tool wear; additionally, a tool dynamometer with a high signal-to-noise ratio is provided.

Spindle Speed Optimization for High-Efficiency Machining in Turning Process (선삭 공정에서의 고능률 가공을 위한 주축 회전수의 최적화)

  • Chol, Jae-Wan;Kang, You-Gu;Kim, Seok-Il
    • Journal of the Korean Society for Precision Engineering
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    • v.26 no.1
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    • pp.138-145
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    • 2009
  • High-efficiency and high-quality machining has become a fact of life for numerous machine shops in recent years. And high-efficiency machining is the most significant tool to enhance productivity. In this study, to achieve high-efficiency machining in turning process, a spindle speed optimization method was proposed based on a cutting power model. The cutting force and power were estimated from the cutting parameters such as specific cutting force, feed, depth of cut, and spindle speed. The time delay due to the acceleration or deceleration of spindle was considered to predict a more accurate machining time. Especially, the good agreement between the predicted and measured cutting forces showed the reliability of the proposed optimization method, and the effectiveness of the proposed optimization method was demonstrated through the simulation results associated with the productivity enhancement in turning process

The Characteristics of High-Speed Machining of Aluminum Wall Using End-Mill (엔드밀을 이용한 알루미늄 측벽 형상의 고속가공 특성)

  • 이우영;최성주;김흥배;손일복
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2000.05a
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    • pp.912-916
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    • 2000
  • The term ‘High Speed Machining’has been used for many years to describe end milling with small diameter tools at high rotational speeds, typically 10,000 - 100,000 rpm. The process was applied in the aerospace industry fur the machining of light alloys, notably aluminium. In recent you, 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 examples 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 fur end milling is one of the important factors affecting the cutting cost. The one of the advantages of HSM is cutting thin-walled part of light alloy like Al(thinkness about 0.1mm). In this paper, firstly, we study characteristics of HSM, and then, we choose the optimal parameters(cutting forces) to cut thin-walled Al part by experiment.

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Study on Upward Machining of Inclined Surface by Ball-End Milling (볼 엔드밀에 의한 경사면 상방향 절삭가공에 관한 연구)

  • Jeong, Jin-Woo;Bae, Eun-Jin;Kim, Sang Hyun;Wang, Duck Hyun
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.20 no.4
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    • pp.87-93
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    • 2021
  • The mold industry is competitive, and mold should be processed under optimal conditions for efficient processing. However, the cutting conditions of the ball-end mill, which are a major factor in mold processing, are mostly set empirically, and considerable research is required for increasing the tool life and processing accuracy. In this study, a tool dynamometer and an eddy current sensor were used along with NI-DAQ, a data acquisition device, to obtain characteristic values of the cutting force and tool deformation during the ball end-mill machining of inclined surfaces at a machining center. The cutting force and tool deformation were measured in an experiment. It was found that the tool received the greatest cutting force at the end of the machining process, and the deformation of the tool increased rapidly. Furthermore, the cutting force tended to increase with the angle and number of rotations. The deformation increased rapidly during the machining of a 45° inclined surface.

형상비를 고려한 중공 플랜지의 밀폐단조 해석

  • 김현수;김용조
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2003.10a
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    • pp.190-190
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    • 2003
  • 동력 전달용 구동부품에 있어서 중공 플랜지 형상의 부품은 흔히 찾아 볼 수 있으며, 이는 높은 강도를 요구하기 때문에 강도향상을 위하여 단조에 의한 제품의 성형 방법이 많이 연구되고 있다. 중공 플랜지형상을 갖는 제품의 제조 방법으로서는 중실 플랜지 형상으로 단조하여 내경부를 절삭가공하는 방법, 중실 소재를 후방압출하여 중공 플랜지형상으로 단조하는 방법, 또는 중공의 초기소재를 사용하여 중공 플랜지형상으로 단조하는 방법이 일반적이다. 본 연구에서는 Fig. 1에 나타낸 것과 같이 중공 플랜지 형상을 갖는 기계 부품의 단조방법에 대해 연구하였으며, 중공 관의 내경을 $d^1$, 외경을 $d^2$, 플랜지부의 외경을 $D^0$, 중공 관의 두께를 t, 플랜지부의 두께를 T로 정의하였다. 중공 플랜지 형상에 있어서 공정 설계의 변수는 다양하겠으나, 본 연구에서는 중공관의 외경과 내경의 형상비 $\alpha$(=$d^2$/$d^1$), 플랜지의 폭과 중공관의 두께비 $\beta$(=B/t) 및 중공관의 두께와 플랜지의 두께비 r(=T/t)의 변화에 따른 성형조건에 관해 고찰하였다. 중공 플랜지 형상의 성형방법으로 Fig. 2에 나타낸 것과 같은 $\circled1$중실소재를 이용한 후방압출단조(backward extrusion forging)방법, $\circled2$중공 소재를 이용한 엎셋(upset forging)방법, $\circled3$중공 소재를 이용한 압조법(injection forging), $\circled4$중실소재를 이용한 압조-압출(injection-extruding forging)법의 4가지의 단조 방법을 제시 하였다. 또한, 유한요소해석을 수행하여 소성유동 형태, 유효변형률, 단조하중을 검토하고. 모델재료인 납을 이용한 실험을 통하여 이를 검증하였다. 이를 바탕으로 산업 현장에서 경험에 의존하였던 공정 설계를 보다 효과적으로 개선하기 위한 단조법을 제시하고자 하였다. 또한 중실 소재를 이용한 중공 플랜지 형상의 단조 방법 중 보다 적절한 단조방법인 압조 단조에 있어서 일반적으로 사용되고 있는 SM10C에 대한 유한요소 해석을 수행하였으며, 제품의 형상비에 따라 폴딩 결함의 발생 유무를 검토하고, 폴딩 결함 없이 단조하기 위한 중공 플랜지의 형상한계 비를 제시하였다.

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A study on particle collection efficiency of a low power consumption two-stage electrostatic precipitator for oil mists collection (오일 미스트 포집을 위한 저전력 소비형 2단 전기집진기의 집진효율에 대한 연구)

  • Song, Chi-Sung
    • Journal of Advanced Marine Engineering and Technology
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    • v.38 no.7
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    • pp.834-843
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    • 2014
  • A two-stage electrostatic precipitator (ESP) using a carbon brush charger and a plate-plate parallel aluminum collector was developed and its application for removal of oil mist aerosols was investigated. Charge number per particle and particle collection efficiency at different applied voltage to the carbon brush charger were measured and compared to those obtained by theoretical calculations. A long-term operation of the ESP during 9 weeks was also performed to evaluate its performance durability for oil mists. Average charge number per mist particle increased with the applied voltage to the charger, and thus the collection efficiency of the mist particles also increased overall at the particle size range of 0.26 - 3 mm. The tendencies of the average charge number per particle and particle collection efficiency obtained from theoretical calculations were considerably consistent with those of the experimental results. Particle collection efficiency of ~99 % at 0.3 mm could be achieved by power consumption of only 0.0033 W/($m^3/h$) at the face velocity of 1 m/s and its collection performance maintained stably during every 8 hr operation per day for 9 weeks with little increase of pressure drop.