A Method for Common Design Structure Discovery in Assembly Models Using Information from Multiple Sources. Issue 3 (1st August 2016)
- Record Type:
- Journal Article
- Title:
- A Method for Common Design Structure Discovery in Assembly Models Using Information from Multiple Sources. Issue 3 (1st August 2016)
- Main Title:
- A Method for Common Design Structure Discovery in Assembly Models Using Information from Multiple Sources
- Authors:
- Zhang, Jie
Zuo, Mi
Wang, Pan
YU, Jian-feng
Li, Yuan - Editors:
- Qiao, Hong
Su, Jianhua - Abstract:
- Abstract : Purpose: Design is a time-consuming stage for mechanical production. Some design structures frequently occur in different products and can be shared by multiple assembly models. Thus, identifying these structures and adding them to a design knowledge library significantly speeds up the design process. Most studies addressing this issue have traditionally focused on part models and have not extended to assembly models. This paper seeks to find a method for common design structure discovery in assembly models. Design/methodology/approach: CAD models have a great deal of valuable information defined by different designers in the design stages, especially the assembly models, which are actually carriers of information from multiple sources. In this paper, we propose an approach for discovering common design structure in assembly models by comparing information from multiple sources. Assembly models are first represented as attribute connection graphs (ACGs), in which we mainly consider topological information and various attributes of parts and connections. Then, we apply a K-means clustering method based on a similarity analysis of different attributes to classify the parts and connections and transform ACGs of assemblies into type code graphs (TCGs). After this, a discovery algorithm that improves upon fast frequent subgraph mining (FFSM) is used to identify common design structures in assemblies. Findings: We have developed a new method for discovering commonAbstract : Purpose: Design is a time-consuming stage for mechanical production. Some design structures frequently occur in different products and can be shared by multiple assembly models. Thus, identifying these structures and adding them to a design knowledge library significantly speeds up the design process. Most studies addressing this issue have traditionally focused on part models and have not extended to assembly models. This paper seeks to find a method for common design structure discovery in assembly models. Design/methodology/approach: CAD models have a great deal of valuable information defined by different designers in the design stages, especially the assembly models, which are actually carriers of information from multiple sources. In this paper, we propose an approach for discovering common design structure in assembly models by comparing information from multiple sources. Assembly models are first represented as attribute connection graphs (ACGs), in which we mainly consider topological information and various attributes of parts and connections. Then, we apply a K-means clustering method based on a similarity analysis of different attributes to classify the parts and connections and transform ACGs of assemblies into type code graphs (TCGs). After this, a discovery algorithm that improves upon fast frequent subgraph mining (FFSM) is used to identify common design structures in assemblies. Findings: We have developed a new method for discovering common design structures in assembly models, which considers the similarity of information from multiple sources and allows some differences in the details to keep both commonalities and individualities of common design structures. Practical implications: Experiments show that the proposed method is efficient and can produce a reasonable result. Originality/value: This discovery method helps designers to find common design structures from different assembly models and shorten the design cycle. It is an effective approach to build a knowledge library for product design that can shorten the design cycle. … (more)
- Is Part Of:
- Assembly automation. Volume 36:Issue 3(2016)
- Journal:
- Assembly automation
- Issue:
- Volume 36:Issue 3(2016)
- Issue Display:
- Volume 36, Issue 3 (2016)
- Year:
- 2016
- Volume:
- 36
- Issue:
- 3
- Issue Sort Value:
- 2016-0036-0003-0000
- Page Start:
- Page End:
- Publication Date:
- 2016-08-01
- Subjects:
- Automation -- Periodicals
Automatic machinery -- Periodicals
Assembly-line methods -- Periodicals
Industrial engineering -- Periodicals
670.42705 - Journal URLs:
- http://www.emerald-library.com/0144-5154.htm ↗
http://www.emeraldinsight.com/journals.htm?issn=0144-5154 ↗
http://www.emeraldinsight.com/ ↗
http://firstsearch.oclc.org ↗ - DOI:
- 10.1108/AA-07-2015-058 ↗
- Languages:
- English
- ISSNs:
- 0144-5154
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 1746.606200
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 8319.xml