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Assessment of implementation capability for design-manufacturing integration based on support vector machine

  • School of Management, Harbin Institute of Technology
  • School of Computer Science and Technology, Harbin Institute of Technology

Research output: Contribution to journalArticlepeer-review

Abstract

Design-manufacturing integration is one of the most significant contemporary trends in new product development (NPD) for manufacturing enterprises. Exploring the implementation capability of manufacturing enterprises through the assessment of design-manufacturing integration is an important and crucial step for determining what kind of design-manufacturing integration is appropriate for manufacturing enterprises. However, quantitative evaluation of designmanufacturing integration is rather limited so far. In this paper, we view design-manufacturing integration as a complex adaptive system (CAS), an effective evaluation method for designmanufacturing integration is proposed. To classify the manufacturing enterprises into which can quickly adapt to the environment or not, support vector machine is utilized. Selecting relevant features among the features available for classification of was also dealt with. The experiment results demonstrate the proposed method is useful for Design-manufacturing integration quantitatively.

Original languageEnglish
Pages (from-to)842-846
Number of pages5
JournalKey Engineering Materials
Volume522
DOIs
StatePublished - 2012
Externally publishedYes

Keywords

  • Complex adaptive system
  • Design-manufacturing integration
  • Implementation capability
  • Support vector machine

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