• Title/Summary/Keyword: Metal molding

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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.

Implementation of an simulation-based digital twin for the plastic blow molding process (플라스틱 블로우몰딩 공정의 해석기반 디지털 트윈 구현)

  • Seok-Kwan Hong
    • Design & Manufacturing
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    • v.17 no.3
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    • pp.1-7
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    • 2023
  • Blow molding is a manufacturing process in which thermoplastic preforms are preheated and then pneumatically expanded within a mold to produce hollow products of various shapes. The two-step process, a type of blow molding method, requires the output of multiple infrared lamps to be adjusted individually, so the process of finding initial conditions hinders productivity. In this study, digital twin technology was applied to solve this problem. A blow molding simulation technique was established and simulation-based metadata was generated. A response surface ROM (Reduced Order Model) was built using the generated metadata. Then, a dynamic ROM was constructed using the results of 3D heat transfer analysis. Through this, users can quickly check the product wall thickness uniformity according to changes in the control value of the heating lamp for products of various shapes, and at the same time, check the temperature distribution of the preform in real time.

In-mold Assembly of Polymer and Surface-machined Sheet Metal by Insert Injection Molding (금속 박판의 표면가공과 인서트 사출을 통한 형내 접합기술)

  • Kim, S.W.;Kim, S.K.
    • Transactions of Materials Processing
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    • v.20 no.1
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    • pp.64-72
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    • 2011
  • In this study, we have investigated bonding of metal and plastic parts with single planar interface. This is facilitated by surface processing of aluminum sheet, which consists of slitting and punching, followed by insert-molding of polybuthylelne terephthalate(PBT). An injection mold has been built to fabricate specimen. After processing of the specimen, tensile and bending shear adhesion tests have been fulfilled according to KS M3734 and KS M3723, respectively. We also have conducted simulation of tensile and bending shear adhesion tests. Based on the tests results, the proposed bonding method outperforms existing methods based on adhesion.

Laminated Injection Mold by the Brazing of Laser Cut Sheets (레이저 절단 판재의 브레이징에 의한 저충 사출금형)

  • Cho, Yong-Moo;Kim, Jae-Do
    • Journal of the Korean Society for Precision Engineering
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    • v.10 no.3
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    • pp.231-238
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    • 1993
  • Mold-marking industries currently demands to reduce the tooling costs and time in mold making and to improve the productivity and quality in injection molding process. These problems can be easily solved by the laminated injection mold which is made by laser cutting metal sheets and bonding them by the brazing. Comparing with the conventional mold making technology which mainly depends on the machining, the new thchnology enables an arvitary design of cooling circuit whithout any restrictions of geometry. Therefore, it will offer high production tata of the injection molding processes. This paper evaluates the conventional and laminated injection mold making processes with a simple molding geometry, and also the cooling efficienty of the kinds of mold with the filling and cooling analyses. The results show that the laminated injection mold process takes much shorter time in tooling and cooling, and distributes temperatures more uniformly than the conventional one.

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Microstructure and Mechanical Properties of Ti-6Al-4V Alloy Processed by Metal Injection Molding (금속분말 사출성형된 Ti-6Al-4V 합금의 미세조직 및 기계적 물성)

  • Kim, M.J.;Baek, S.H.;Yoon, D.K.;Lee, E.H.;Kim, J.H.;Ko, Y.G.
    • Transactions of Materials Processing
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    • v.29 no.5
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    • pp.251-256
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    • 2020
  • The purpose of this study is to investigate the effect of sintering condition on the microstructure evolution and tensile properties of the Ti-6Al-4V alloy sample processed by metal injection molding (MIM) in terms of the sizes of the alpha morphology and pore found in the matrix. For this purpose, a series of MIM were conducted on this sample at various sintering temperatures ranging from 1173 to 1373 K for three hours followed by furnace cooling, observed by the scanning electron microscopy. The microstructures sintered in this study showed that, with increasing sintering temperature over beta transus temperature, the transformation of the equiaxed alpha into transformed beta was attained while the size of pores would tend to decrease. Thus, the strength remained unchanged significantly in the tension while ductility increased to some extent as sintering temperature increased. Such mechanical behavior would be explained in relation to the microstructure evolution of the Ti-6Al-4V sample via the MIM.

Thermal Shock Durability Test of a Gasoline Turbocharger Waste Gate Valve Assembly Manufactured by a Metal Injection Molding (금속분말사출성형공법을 이용한 가솔린 터보차저의 웨이스트 게이트 밸브 어셈블리 열 충격 내구 시험)

  • Nam, Chungwoo;Han, Manbae;Chun, Bongsu;Shin, Jaesik;Kim, Jongha;Min, Doosik
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.13 no.4
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    • pp.69-74
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    • 2014
  • A waste gate valve (WGV) assembly for a gasoline turbocharger is typically manufactured by means of precision casting. In this study, however, it was newly manufactured in a more innovative way, metal injection molding (MIM) using Inconel 713C alloy, and its performance was tested in a 1.6L direct injection gasoline engine by a thermal shock durability test that lasted 300 hours, after which the results were compared to those of a precision-cast WGV assembly with regard to the engine intake boost pressure, turbine wheel speed, and transient intake pressure. It was found that the two WGV assemblies showed similar performance levels throughout the durability test.

Effect of High-Temperature Sintering Condition on Microstructure Evolution of Pure-Cu Subjected to Metal Injection Molding (금속분말 사출성형된 순-구리의 미세조직에 미치는 고온 소결조건의 영향)

  • Han, D.I.;Suhartono, T.;Kim, D.J.;Lee, E.H.;Kim, J.H.;Ko, Y.G.
    • Transactions of Materials Processing
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    • v.31 no.4
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    • pp.240-245
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    • 2022
  • In this study, to achieve good electrical conductivity of a charging terminal component in electric vehicles, we investigated the microstructure evolution of pure-Cu subjected to metal injection molding by controlling the sintering variables, such as temperature and time. Thus, three samples were sintered at temperatures ranging from 1000 ℃ to 1050 ℃ near to the melting temperature of 1085 ℃ for 1 and 10 h after thermal evaporation of binder at 730 ℃. Both procedures were made using a unified furnace under Ar+H2 gas with high purity. The structural observation displayed that the grain size as well as the compactness (a reciprocal of porosity) increased simultaneously as temperature and time increased. This gave rise to high thermal conductivity of 90% IACS together with high density, which was mainly attributed to decrease in fractions of grain boundaries and micro-pores working as effective scattering center for electron movement.

Fabrication of micro lens array using micro-compression molding (미세압축성형을 통한 플라스틱 미세렌즈의 성형)

  • Moon, Su-Dong;Kang, Shin-Il;Yee, Young-Joo;Bu, Jong-Uk
    • Proceedings of the KSME Conference
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    • 2000.11a
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    • pp.743-746
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    • 2000
  • Plastic microlenses play an important role in reducing the size, weight, and the cost of the systems in the fields of optical data storage and optical communication. In the present study, plastic microlens arrays were fabricated using micro-compression molding process. The design and fabrication procedures for mold insert were simplified by using silicon instead of metal. A simple but effective micro compression molding process, which uses polymer powder, were developed for microlens fabrication. The governing process parameters were temperature and pressure histories and the micromolding process was controlled such that the various defects developing during molding process were minimized. The radius and magnification ratio of the fabricated microlens were $125{\mu}m$ and over 3.0, respectively.

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