Design of Cultural Product Evolution System Based on Interactive Genetic Algorithm

Bao, Defu; Zhang, Min; Zhang, Jingzhuo; Zhang, Sanyuan

doi:10.1109/iscid.2017.188

Cited by 2 publications

(1 citation statement)

References 3 publications

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“…Luo also proposed an approach of consumer preference-driven sport utility vehicle (SUV) product family profile gene design [32]. And Bao et al constructed a culture product gene to generate a culture product model that satisfies user preferences [33]. Yang used the product evolutionary design approach and coding the parameters of shape and material as product genes [34].…”

Section: The Genetic Engineering Methodsmentioning

confidence: 99%

Interactive mechanical product innovation design method based on FBS extended by behavior layer

Bai

Sun

ZHANG

et al. 2023

Preprint

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Function-behavior-structure (FBS) method models the functional structure and principle scheme in conceptual design by connecting three variables: product function, behavior, and structure. The traditional FBS method cannot deal effectively with the cooperation problem between man and machine in the function achievement process. This paper proposes an FBS-based interactive mechanical product design method by extending the behavior layer. First, define and transform operational behavior from the function to the behavior layer. Second, the genetic engineering method is used in expected operational behavior design. In this part, the operational behavior as genetic information is constructed to operational behavior genes model by Extenics theory. Based on a homology product sample library, screen the target gene through the GloVe model and similarity algorithm. The original operational behavior is then modified to an expected one by Extenics transformation. Finally, the product structure is obtained through an analogy transformation process. This way, the operational behavior problem in the interactive mechanical product can be solved by this FBS design process. The feasibility and effectiveness of the proposed process are verified in the development of an apple picking device.

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Section: The Genetic Engineering Methodsmentioning

confidence: 99%

Interactive mechanical product innovation design method based on FBS extended by behavior layer

Bai

Sun

ZHANG

et al. 2023

Preprint

View full text Add to dashboard Cite

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Interactive Evolutionary Design of Handbag Integrating Bamboo Weaving Material

Wu,

Han

2023

Forest Products Journal

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The integration and development of fashion products and intangible cultural heritage have gradually become the highlight of product design. Following thousands of years of evolution, bamboo weaving patterns offer a rich resource library for use by designers. However, the designers cannot predict which bamboo weaving pattern can be adopted into women’s handbags to satisfy consumers’ aesthetics. Therefore, taking the form design of women’s handbags as an example, this study develops an artificial intelligence-based program through which consumers can codesign with designers to effectively match the bamboo weaving pattern with the design style of women’s handbags. First, based on the coding, selection, and mutation processes of interactive genetic algorithms, consumer preferences, and perception evaluations are effectively incorporated into product design. This ensures that the evolved product solutions meet consumer preferences. Second, considering evaluator fatigue in human–computer interaction evaluation, the decision tree algorithm is used as a proxy for evaluation. Finally, the developed interactive system supports mass-generated bamboo-woven bags of different styles, allowing prediction of consumers’ preferences for the design of women’s handbags. Furthermore, the system can assist designers and bamboo craftsmen in designing other bamboo or wooden products.

show abstract

Design of Cultural Product Evolution System Based on Interactive Genetic Algorithm

Cited by 2 publications

References 3 publications

Interactive mechanical product innovation design method based on FBS extended by behavior layer

Interactive mechanical product innovation design method based on FBS extended by behavior layer

Interactive Evolutionary Design of Handbag Integrating Bamboo Weaving Material

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