Rapid identification of the optimal product configuration and its parameters based on customer-centric product modeling for one-of-a-kind production
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- @Article{Hong2010270,
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author = "Gang Hong and Deyi Xue and Yiliu Tu",
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title = "Rapid identification of the optimal product
configuration and its parameters based on
customer-centric product modeling for one-of-a-kind
production",
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journal = "Computers in Industry",
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volume = "61",
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number = "3",
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pages = "270--279",
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year = "2010",
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month = apr,
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keywords = "genetic algorithms, genetic programming, One-of-a-kind
production, Customer-centric product modelling, Pattern
recognition, Rough set, Optimisation",
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ISSN = "0166-3615",
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DOI = "doi:10.1016/j.compind.2009.09.006",
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URL = "http://people.ucalgary.ca/~dxue/journal/COMIND2010.pdf",
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broken = "http://www.sciencedirect.com/science/article/B6V2D-4XHC68M-2/2/3d71e33179122a81965181a637daea9e",
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abstract = "One-of-a-kind production (OKP) aims at manufacturing
products based on the individual customer requirements
while maintaining the high quality and efficiency of
mass production. This paper presents a customer-centric
product modelling scheme to model OKP product families
by considering the relations between customer needs and
OKP products. In this modeling scheme, an OKP product
family is modelled by an AND-OR tree. In order to
investigate the relations between customer needs and
OKP products, data mining techniques are employed to
achieve knowledge from the historical data. First, OKP
products and customer requirements are grouped into
product patterns and customer patterns, respectively,
using a fuzzy pattern clustering method. Then, hybrid
attribute reduction is carried out based on rough set
theory to remove the irrelevant attributes for each
product pattern. Finally, the relationships between
product patterns and customer patterns are obtained.
Based on the achieved knowledge, the different patterns
of OKP products are modeled by different sub-AND-OR
trees trimmed from the original AND-OR tree. Since only
partial product descriptions in a product family are
used to identify the optimal custom product based on
customer requirements, the efficiency of custom product
identification process can be improved considerably.",
- }
Genetic Programming entries for
Gang Hong
Deyi Xue
Yiliu (Paul) Tu
Citations