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contributor authorWang, Zili
contributor authorGe, Wenqi
contributor authorQiu, Lemiao
contributor authorZhang, Shuyou
contributor authorZhou, Jiali
contributor authorHu, Kerui
contributor authorFang, Naiyu
date accessioned2023-08-16T18:43:30Z
date available2023-08-16T18:43:30Z
date copyright1/10/2023 12:00:00 AM
date issued2023
identifier issn1050-0472
identifier othermd_145_5_051701.pdf
identifier urihttp://yetl.yabesh.ir/yetl1/handle/yetl/4292386
description abstractIn the traditional customized product (CP) configuration design system, the configuration rules in the database usually rely on the manual input and maintenance of experienced designers. In complex product design, configuration rules are numerous, complex, and difficult to understand. The way of human input based on experience consumes plenty of resources, which are strictly limited by experienced designers. This overreliance on those experienced designers has seriously restricted the development of enterprises. To address this problem, a least recently used dynamic decision tree (LRU-DDT) algorithm for CP configuration rule intelligent extraction and dynamic updating is put forward in this article. Based on the decision table majority (DTM) classifier, the condition attributes are first reduced. An improved J48 decision tree algorithm is proposed to extract the CP configuration rules. In addition, the CP configuration rules can be dynamically updated based on LRU-DDT. To verify the proposed method, the GB10 high-speed elevator configuration design process is taken as an example. The configuration rules are extracted and updated by the proposed algorithms. The results show that the configuration solution efficiency is improved by 16%.
publisherThe American Society of Mechanical Engineers (ASME)
titleCustomized Product Configuration Rule Intelligent Extraction and Dynamic Updating Method Based on the Least Recently Used Dynamic Decision Tree
typeJournal Paper
journal volume145
journal issue5
journal titleJournal of Mechanical Design
identifier doi10.1115/1.4056498
journal fristpage51701-1
journal lastpage51701-11
page11
treeJournal of Mechanical Design:;2023:;volume( 145 ):;issue: 005
contenttypeFulltext


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