• Title/Summary/Keyword: Forming Tool

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State recognition of fine blanking stamping dies through vibration signal machine learning (진동신호 기계학습을 통한 프레스 금형 상태 인지)

  • Seok-Kwan Hong;Eui-Chul Jeong;Sung-Hee Lee;Ok-Rae Kim;Jong-Deok Kim
    • Design & Manufacturing
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    • v.16 no.4
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    • pp.1-6
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    • 2022
  • Fine blanking is a press processing technology that can process most of the product thickness into a smooth surface with a single stroke. In this fine blanking process, shear is an essential step. The punches and dies used in the shear are subjected to impacts of tens to hundreds of gravitational accelerations, depending on the type and thickness of the material. Therefore, among the components of the fine blanking mold (dies), punches and dies are the parts with the shortest lifespan. In the actual production site, various types of tool damage occur such as wear of the tool as well as sudden punch breakage. In this study, machine learning algorithms were used to predict these problems in advance. The dataset used in this paper consisted of the signal of the vibration sensor installed in the tool and the measured burr size (tool wear). Various features were extracted so that artificial intelligence can learn effectively from signals. It was trained with 5 features with excellent distinguishing performance, and the SVM algorithm performance was the best among 33 learning models. As a result of the research, the vibration signal at the time of imminent tool replacement was matched with an accuracy of more than 85%. It is expected that the results of this research will solve problems such as tool damage due to accidental punch breakage at the production site, and increase in maintenance costs due to prediction errors in punch exchange cycles due to wear.

Friction Model for Sheet Metal Forming Analysis (Part1 : Experiment) (박판성형 해석용 마찰모델 (1부 : 실험))

  • 이봉현;금영탁
    • Transactions of Materials Processing
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    • v.11 no.4
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    • pp.349-354
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    • 2002
  • In order to find the effect of lubricant viscosity, sheet surface roughness, tool geometry, and forming speed on the frictional characteristics in sheet metal forming, a sheet metal friction tester was designed and manufactured and friction test of various sheet were performed. Friction test results showed that as the lubricant viscosity becomes lower, the friction coefficient is higher. When surface roughness is extremely low or high, the friction coefficient is relatively high. The result also show that as the punch radius and punch speed becomes bigger, the friction coefficient is smaller. Using experimental results, the mathematical expression between friction coefficient and lubricant viscosity, surface roughness, punch comer radius, or punch speed is also described.

Effect of the Forming Condition on Flexural Strength of Green and Sintered Bodies of Tungsten Carbide for Cutting Tool (절삭공구용 초경합금의 성형체 및 소결체의 강도에 미치는 성형조건의 영향)

  • 이재우
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2004.10a
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    • pp.796-799
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    • 2004
  • The effects of forming presure, organic binder content and moisture on flexural strength were investigated. As moisture content increased in the granules during compaction, the density and strength of the green body were increased. Green strengths were found to improve more strongly with increasing forming pressure in the case of using the granules of higher organic content. The sintered strength was the highest with the organic content of 0.2wt% under all forming pressures.

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Evaluation of the Formability of Warm Forming Simulation of Magnesium Alloy Sheet Using FLD (마그네슘 합금 판재의 온간 성형 해석에서 FLD를 이용한 성형성 평가)

  • Lee, M.H.;Kim, K.K.;Kim, H.Y.;Oh, S.I.
    • Transactions of Materials Processing
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    • v.17 no.7
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    • pp.501-506
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    • 2008
  • In this study, a forming magnesium alloy circular cup was simulated accounting for heat transfer at elevated temperatures. In order to predict the failure of magnesium alloy sheet during simulation, the forming limit diagram, which is used in sheet metal forming analysis to determine the criterion for failure, was investigated. For the failure prediction in the simulation accounting for heat transfer, the forming limit diagram for a temperature the same as the temperature of the blank element was used. The result of the simulation showed that the drawn depth increases with the increase of the die-holder temperature, and is in accord with the experimental results above the die-holder temperature of $150^{\circ}C$. The forming limit diagram provided a good guide for the failure prediction of warm forming simulation accounting for heat transfer. In addition, the effect of the tool shoulder radius on the drawn depth at various tool temperatures is verified using the simulation conditions which agreed with the experimental results.

Finite element simulation of sheet metal forming by using non-parametric tool description with locally refined patches (국소 분할된 패치를 갖는 비매개변수 금형묘사법을 이용한 3차원 박판성형공정해석)

  • 윤정환;양동열;유동진
    • Proceedings of the Korean Society for Technology of Plasticity Conference
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    • 1995.03a
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    • pp.162-169
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    • 1995
  • An improved nonparametric tool description based on successive refined monparametric patches is proposed and therlated criterion for refinement is also discussed . In the proposed sheme, any required order of tool surface conformity can be achieved by employing successive refinements accoring to the suggested criterion. By using the suggested adaptive tool refinement technique based on the nonparametric patch tool description, the locally refined nonparametric tool surface with economic memory size and sufficient accuracy as well as with favorable charateristics for contact treatment can be obtained directly form the parametric patch related with commerical CAD system. Computation is carried out for a chosen complex sheet forming example of an actual autobody panel in order to verify the validity and the efficiency of the developed tool surface description.

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Finite Element Simulation of Sheet Metal Forming by Using Non-parametric Tool Description with Locally Refined Patches (국소 분할된 패치를 갖는 비매개변수 금형묘사법을 이용한 3차원 박판성형공정 시뮬 레이션)

  • 윤정환;양동열;유동진
    • Transactions of Materials Processing
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    • v.5 no.1
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    • pp.47-54
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    • 1996
  • An improved nonparametric tool description based on successive refined nonparametric patches is proposed and the related criterion for refinement is also discussed. In the proposed scheme any required order of tool surface conformity can be achieved by employing successive refinements according to the suggested criterion. By using the suggested adaptive tool refinement technique based on the nonparametric patch tool description the locally refined nonparametric tool surface with economic memory size and sufficient accuracy as well as with favorable characteristics for contact treatment can be obtained directly from the parametric patch related with commercial CAD system. Computation is carried out for a chosen complex sheet forming example of an actual autobody panel in order to verify the validity and the efficiency of the developed tool surface description.

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A study on material selection for semiconductor die parts and on their modification and manufacture (반도체금형에서 부속부품의 재료선정 및 개선과 제작에 관한 연구)

  • Kim, Sei-hwan;Choi, Kye-kwang
    • Design & Manufacturing
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    • v.8 no.1
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    • pp.27-30
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    • 2014
  • Alloy tool steel such as SKD11 and SKD61 or high speed tool like SKH51 are used as materials for semiconductor dies. Cavities, curl blocks, pot blocks and housings are made from those materials. To make those parts from alloy tool steel or high speed tool, one utilizes discharge machining, and mechanical machining including machining center, milling, drilling, forming grinding and others. In the process of cutting machining and polishing, the die materials become unsuitable for machining owing to bubbles and foreign substances in them, which hinders production process. Therefore, this study focuses on die material selection criteria, and on analysis and comparison of material characteristics to help companies to solve their problems, make die manufacture less burdensome and extend die life.

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The Development and Application of Sheet Metal Forming Technology (박판성형기술의 개발과 적용)

  • 박춘달;이장희;양동열;허훈;정동원
    • Proceedings of the Korean Society for Technology of Plasticity Conference
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    • 1994.06a
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    • pp.147-162
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    • 1994
  • Generally, the forming process of sheet metal is very complex and difficult process because of many variables such as tool geometry, material properties and lubrication. In this view point, the numerical analysis of sheet metal forming process is very difficult. High speed computer is used to model complex sheet metal forming process on a reasonable time scale. The design and development of sheet metal parts in the automotive industry and the need for improved sheet forming process and reduced part development cost have led to the use of computer simulation in tool/die design of sheet metal pressing. HMC(Hyundai Mator Company) has invested to develop programs for analysis of sheet metal forming process with connection of Universities. As a result, several programs were developed. Recently, the commercial software, PAM-STAMP of ESI was installed and is being tried to application of it to the real automotive panels. This article reviews the ongoing activities on development and application of analytical modeling of sheet metal forming at HMC.

Sheet Forming Anlysis by Using Hierarchical Contact Searching Method (계층적 접촉 탐색방법을 이용한 박판성형 공정해석)

  • 김일권;김용한
    • Transactions of Materials Processing
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    • v.9 no.3
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    • pp.274-283
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    • 2000
  • A dynamic explicit finite element code for simulating sheet forming processes has been developed. The code utilizes the discrete Kirchhoff shell element and contact force is treated by a conventional penalty method. In order to reduce the computational cost, a new and robust contact searching algorithm has been developed and implemented into the code. In the method, a hierarchical structure of tool segments is built for each tool at the initial stage of the analysis. hierarchical structure is built in a way to divide a box to 8 sub-boxes, 2 in each direction, until the lowest level of the hierarchical structure contains exactly one segment of the tool or empty. Then at each time step, contact is checked from the box to sub-boxes hierarchically for each node. Comparisons of computational results of various examples with the existing ones show the validity of the method.

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A Study of selecting material for forming analysis in REF SILL OTR-R/L Auto-Body Panel stamping process (REF SILL OTR-R/L 차체판넬 스템핑공정에서 성형해석을 통한 재질선택에 관한 연구)

  • 황재신;정동원;안병일;문원섭;박영근
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2004.10a
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    • pp.1410-1413
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    • 2004
  • Finite element method is very effective method to simulate the forming processes with good prediction of the deformation behaviour. For the finite element modeling of sheet mental forming the accurate tool model is required. Due to the geometrical complexity of real-size part stamping tools it is hard to make FE model for real-size auto-body stamping parts. In this paper, it was focussed on the drawability factors on auto-body panel stamping by AUTOFORM with using tool planning alloy to reduce law price as well as high precision from Design Optimization of die. According to this study, the results of simulation will give engineers good information to access the Design Optimization of die.

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