• Title/Summary/Keyword: automobile industry

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Classification of Parent Company's Downward Business Clients Using Random Forest: Focused on Value Chain at the Industry of Automobile Parts (랜덤포레스트를 이용한 모기업의 하향 거래처 기업의 분류: 자동차 부품산업의 가치사슬을 중심으로)

  • Kim, Teajin;Hong, Jeongshik;Jeon, Yunsu;Park, Jongryul;An, Teayuk
    • The Journal of Society for e-Business Studies
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    • v.23 no.1
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    • pp.1-22
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    • 2018
  • The value chain has been utilized as a strategic tool to improve competitive advantage, mainly at the enterprise level and at the industrial level. However, in order to conduct value chain analysis at the enterprise level, the client companies of the parent company should be classified according to whether they belong to it's value chain. The establishment of a value chain for a single company can be performed smoothly by experts, but it takes a lot of cost and time to build one which consists of multiple companies. Thus, this study proposes a model that automatically classifies the companies that form a value chain based on actual transaction data. A total of 19 transaction attribute variables were extracted from the transaction data and processed into the form of input data for machine learning method. The proposed model was constructed using the Random Forest algorithm. The experiment was conducted on a automobile parts company. The experimental results demonstrate that the proposed model can classify the client companies of the parent company automatically with 92% of accuracy, 76% of F1-score and 94% of AUC. Also, the empirical study confirm that a few transaction attributes such as transaction concentration, transaction amount and total sales per customer are the main characteristics representing the companies that form a value chain.

A Study on Analyzing Structural Changes and Growth Factors of the Three Main Industries in Ulsan Metropolitan City using Regional Input-Output Tables (지역산업연관표를 이용한 울산광역시 3대 주력산업의 구조변화와 성장요인 분석)

  • Kim, So-youn;Ryu, Suyeol
    • Journal of the Economic Geographical Society of Korea
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    • v.20 no.1
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    • pp.1-15
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    • 2017
  • This paper analyzes empirically how the three main industries (petrochemical industry, shipbuilding industry, automobile industry) that are driving the growth of Ulsan region in 2005~2013 have grown by what factors. For this purpose, we investigate the structural changes of the three main industries by using regional input-output tables announced by the Bank of Korea and examine the growth contribution rate of each industry that is divided into domestic final demand, export demand, import substitution for final goods, import substitution for intermediate goods and technological change, respectively. The growth rate of gross output and aggregate demand in petrochemical and automobile industries increased in 2010-1013 compared to 2005-2010, but the growth rate of gross output and aggregate demand in shipbuilding industry slowed down. As a result of analysis of factors contributing to the increase in gross output of the three main industries, export demand has the greatest effect. By industry, the rate of growth contribution of export demand in petrochemical industry is recorded as 209.23% in 2005-2010 and 113.78% in 2010-2013, respectively. The rate of growth contribution of export demand in automobile industry is recorded as 258.72% in 2005-2010 and 72.69% in 2010-2013, respectively. On the other hand, the rate of growth contribution of export demand in shipbuilding industry is recorded as 94.47% in 2005-2010, but it decreased to -255.32% in 2010-2013. Analysis of growth factors of Ulsan's three main industries is expected to serve as the basis for reorganizing related industrial policies and establishing them.

A Study on QS-9000 Introduction necessity and Implementation Method of Automobile Industry (자동차산업의 QS-9000도입 필요성과 구현방법에 관한 연구)

  • 강지호;박명규
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.20 no.44
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    • pp.229-242
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    • 1997
  • America automakers are requiring their suppliers to implement the QS-9000 based quality system, through they have had a little lukewarm attitude. Therefore, our auto parts makers need to cope with the QS-9000. This paper describes the interrelationship between ISO 9000 requirements and the QS-9000 requirements, the way to solve the problems step by step that originate from the QS-9000 quality system auditing and QS-9000 tendancy.

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Development of the Composite Bus Housing Panel Using RTM (RTM 을 이용한 복합재료 Bus Housing Panel의 개발)

  • 김포진;이대길
    • Proceedings of the Korean Society For Composite Materials Conference
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    • 2001.05a
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    • pp.189-192
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    • 2001
  • Resin transfer molding process has been widely used in the automobile industry, because the product with large area can be manufactured easily and the cost for the manufacturing is lower than that of compression molding and hand lay up method. Since RTM process is suitable for large bus housing panels, in this work, the composite housing panel was manufactured by RTM process and the mechanical properties, surface quality and the condition of manufacturing process were studied.

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Schemes for development and problems of Korean automobile industry (한국 자동차공업의 문제점 및 발전방안)

  • 이강용
    • Journal of the korean Society of Automotive Engineers
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    • v.11 no.1
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    • pp.3-6
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    • 1989
  • 우리의 자동차공업수준은 아직도 내수시장기반이 극히 취약하고 제조기술, 부품조달, 제조설비부문에서 선진자동차공업국에 대한 의존도가 높고 자동차공업과 관련된 주변여건 변화에 깊은 관련성, 선진자동차공업국의 우리나라 자동차공업에 대한 경계심, 자동차 수출시장의 정책변화, 세계각국의 보호무역주의와 관련한 우리나라 시장 개방압력 등이 한국 자동차공업의 성패에 밀접한 관련성을 내포하고 있어 우리나라 자동차공업이 지속적인 수출산업으로 성장하기 위해서는 새로운 발전방안이 강구되어야 할 시점에 있다고 볼 수 있다.

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Improvement of Part / Module Numbering System for Automobile Industry (자동차 산업의 부품/모듈 번호체계 현황과 개선 방안)

  • Lee, Choon-Sik
    • IE interfaces
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    • v.9 no.2
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    • pp.173-189
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    • 1996
  • 부품번호를 할당하고 관리하는 규칙은 모든 제조업체의 운용에 앞서 행해져야 하는 중요한 사항이다. 특히 완성차 제조업체의 경우 2-3만개의 부품이 사용되며, 선택사양의 다양화, 빈번한 설계변경에서의 신속한 대응, 부품확산 방지를 위해서는 효율적인 부품/모듈번호 체계가 필요하다. 본 연구는 H자동차 회사의 기존 부품번호 체계가 가지고 있는 문제점을 해결하기 위해 기존의 코드체계를 검토하여 개선방향을 정립하기 위한 것이다. 이를 위해 1) 제조업의 부품번호 체계와 관련된 이론의 수집/정리 2) 외국 완성차 업계의 번호체계 현황 조사/분석, 3) 완성차 소요부품과 관련된 코드체계의 의미를 명확화, 4) 부품번호의 균형 할당을 위한 작업이 수행되었다.

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THE ACTUALITY AND EXPECTATION OF APPLICATION OF PRECISION FORGING IN CHINA

  • Tan Xie;Zhe Wei;Xiaoguang Zhang;Zhiping Zhong
    • Proceedings of the Korean Society for Technology of Plasticity Conference
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    • 2003.10b
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    • pp.1-9
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    • 2003
  • The precision forging developed very fast in recent years due to the development of the automobile industry in China. Several actual examples are given to show this development and the direction of the precision forging in China should move forward is pointed out.

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The Requirements on statistical techniques in QS-9000

  • Yamada, Shu
    • International Journal of Quality Innovation
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    • v.1 no.1
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    • pp.24-31
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    • 2000
  • QS-9000 was established by Chrysler, Ford, General Motors and some Truck Manufactures to solve problems of efforts to prepare original standards for each company. When we compare the requirements in QS-9000 with those in ISO 9000, we may observe that those of QS-9000 are more specific, since the user of the standard is limited to the automobile industry. In particular, the requirements on statistical techniques are described in more detail. In this paper, we present the requirements on statistical techniques in QS-9000. Specifically, we review the contents of QS-9000 and explore the philosophy and the minimum requirement on statistical techniques behind the description.

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PRODUCTION OF THIXOTROPLC ALUMINIUM ALLOY BILLETS

  • Pluchon, C.;Loue, W.;Garat, M.
    • Proceedings of the Korean Society for Technology of Plasticity Conference
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    • 1997.06a
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    • pp.80-122
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    • 1997
  • The linear electromagnetic stirring process used for the production of aluminium alloy thixotropic billets is described. The influence of the stirring conditions on the structure and rheology of an alloy similar to 319 is presented. Finally, the main characteristics of the SMM process, their impact on the properties of the parts and the major fields of application in the automobile industry are discussed.

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