Journal of Textile Research ›› 2021, Vol. 42 ›› Issue (01): 138-144.doi: 10.13475/j.fzxb.20200505607

• Apparel Engineering • Previous Articles     Next Articles

Polo shirt rapid style recommendation system based on interactive genetic algorithm

ZHANG Zhuo, CONG Honglian(), JIANG Gaoming, DONG Zhijia   

  1. Engineering Research Center for Knitting Technology, Ministry of Education,Jiangnan University, Wuxi, Jiangsu 214122, China
  • Received:2020-05-28 Revised:2020-10-15 Online:2021-01-15 Published:2021-01-21
  • Contact: CONG Honglian E-mail:cong-wkrc@163.com

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Abstract:

Because of the high threshold of professional knowledge in the virtual design and customization of clothing, customers are not able to obtain their favorite customized styles efficiently. Taking the Polo shirt as an example, the research reported in this paper designed a componentized 3-D model of the Polo shirt and the appearance of its striped knitted fabric, and established a database of Polo shirt design components. The research worked out an optimized interactive genetic algorithm, and an adaptive weighted allocation strategy was used based on similarity. Through algorithm coding, initial population generation, using genetic similarity to obtain individual fitness, selection, subchromosome preference fixation or elimination, crossover and mutation, a style recommendation system, which gradually generate user-satisfied Polo shirt style model design schemes, was established. It was verified that with the increase of evolutionary generation, the maximum fitness value and average fitness value of the population increase. While ensuring a certain search space, it is gradually inclined to the psychological preferences of users, and users can gradually search for more preferred design solutions to achieve user-oriented personalized quick style generation and recommendation of Polo shirts.

Key words: clothing modeling, virtual display, component design, interactive genetic algorithm, garment style recommendation

CLC Number: 

  • TS941.26

Fig.1

Pattern design of Polo shirt based on parts. (a) Key point information; (b) Key line information"

Fig.2

Sleeve type series changes in pattern design and corresponding model build. (a) 2-D patterns of different sleeves; (b) 3-D models of different sleeves"

Fig.3

Polo shirt collar parts style"

Tab.1

Different Polo shirt collar parts information sheet"

款式编号 领型名称 领高/cm 领宽/cm
1 长尖领 2.5 5.0
2 短尖领 2.0 3.0
3 横机领 — 2.5
4 小立领 2.0 —
5 圆角领 2.5 4.0

Fig.4

Polo shirt fabric design with knitted texture"

Fig.5

E-R diagram of components database structure. (a)E-R diagram of database of style components;(b)E-R diagram of database of texture components"

Fig.6

Structure between parts library data sheets"

Fig.7

Flow chart of improved interactive genetic algorithm"

Fig.8

Binary coding scheme of Polo shirt personalized design scheme"

Tab.2

Polo shirt part weight allocation setting"

部件 领 袖 衣身 门襟 条纹 纹理 色彩
权重/% 32 8 16 8 12 4 20

Tab.3

Value of difference between collar parts"

方案1 方案2 差异值 方案1 方案2 差异值
款式1 款式1 0 款式1 款式2 1
款式1 款式3 1 款式1 款式4 3
款式2 款式2 0 款式2 款式3 1
款式2 款式4 2 款式3 款式3 0
款式3 款式4 0 款式4 款式4 0

Fig.9

Interactive interface design"

Fig.10

Line chart for fitness evaluation"

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