Association rule mining for product and process variety mapping

نویسندگان

  • J. Jiao
  • L. Zhang
  • Y. Zhang
  • S. Pokharel
چکیده

Leveraging upon product and process families has been well recognized as an important area for manufacturers to exploit mass production efficiency, wherein the linchpin of managing variety propagation from design to production lies in the mapping relationships between product differentiation and process variation. Taking advantage of knowledge discovery from historical data, this paper applies an association rule mining technique to deal with product and process variety mapping. A case study of mass customization of vibration motors is presented to demonstrate how association rule mining mechanism helps maintain the coherence between product and process variety.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Coordination of Product and Process Variety in Mass Customization with Data Mining Approach

Mass customization results in proliferation of products and the corresponding routings. It thus necessitates a coordination issue regarding product and process variety. In addition to coping with product and process variety individually, the linchpin of variety coordination lies in the mapping relationships between the product and process domains. Due to the unstructured nature inherent in prod...

متن کامل

Application of Kansei engineering and data mining in the Thai ceramic manufacturing

Ceramic is one of the highly competitive products in Thailand. Many Thai ceramic companies are attempting to know the customer needs and perceptions for making favorite products. To know customer needs is the target of designers and to develop a product that must satisfy customers. This research is applied Kansei Engineering (KE) and Data Mining (DM) into the customer driven product design proc...

متن کامل

Data sanitization in association rule mining based on impact factor

Data sanitization is a process that is used to promote the sharing of transactional databases among organizations and businesses, it alleviates concerns for individuals and organizations regarding the disclosure of sensitive patterns. It transforms the source database into a released database so that counterparts cannot discover the sensitive patterns and so data confidentiality is preserved ag...

متن کامل

A Novel Method for Selecting the Supplier Based on Association Rule Mining

One of important problems in supply chains management is supplier selection. In a company, there are massive data from various departments so that extracting knowledge from the company’s data is too complicated. Many researchers have solved this problem by some methods like fuzzy set theory, goal programming, multi objective programming, the liner programming, mixed integer programming, analyti...

متن کامل

Data Mining and Fuzzy Clustering to Support Product Family Design

1 Graduate Research Assistant. 2 Distinguished Professor of Industrial & Manufacturing Engineering and Member ASME. 3* Professor of Mechanical and Industrial Engineering and Member ASME. Corresponding Author. Email: [email protected]. Phone/fax: (814) 863-7136/4745. ABSTRACT In mass customization, data mining can be used to extract valid, previously unknown, and easily interpretable information from...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:
  • Int. J. Computer Integrated Manufacturing

دوره 21  شماره 

صفحات  -

تاریخ انتشار 2008