DocumentCode
2462889
Title
A generative concept design model based on parallel evolutionary strategy
Author
Zang, Wenke ; Wang, Guangchen
Author_Institution
School of Mathematical Sciences, Shandong Normal University, Jinan Shandong, 250014, China
fYear
2010
fDate
14-16 April 2010
Firstpage
748
Lastpage
752
Abstract
In relation to the lack of design and innovative approach in conceptual design for the current prototype system, a parallel evolutionary strategy based on self-adaptive learning mechanism is developed to realize generative design. The 3-layer model named community-population-individual is proposed by this model. As the data structure for collaborations between subpopulations, the Blackboard model is introduced. And three learning operators are designed, through which combines the advantages of parallel evolutionary and genetic learning that improves the performance of traditional evolutionary strategy effectively. The application shows that this model can perfectly improve the rate and level of design innovation, stimulate creative inspiration for designers.
Keywords
Biological cells; Biological system modeling; Collaborative work; Concurrent computing; Data structures; Evolution (biology); Genetics; Learning systems; Mathematical model; Technological innovation; Conceptual Design; Evolutionary Strategy; Generative Design; Learning Mechanism; Parallel Evolutionary;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Supported Cooperative Work in Design (CSCWD), 2010 14th International Conference on
Conference_Location
Shanghai, China
Print_ISBN
978-1-4244-6763-1
Type
conf
DOI
10.1109/CSCWD.2010.5471875
Filename
5471875
Link To Document