基于交互式遗传算法的三维服装款式研究

doi:10.13475/j.fzxb.20210603706

纺织学报 ›› 2022, Vol. 43 ›› Issue (06): 145-150.doi: 10.13475/j.fzxb.20210603706

基于交互式遗传算法的三维服装款式研究

杨晓波()

浙江树人学院, 浙江杭州 310015

收稿日期:2021-06-15 修回日期:2021-10-14 出版日期:2022-06-15 发布日期:2022-07-15
作者简介:杨晓波(1971—),男,副教授,博士。主要研究方向为纺织材料的计算机视觉分析与模式识别。E-mail: yxb71520@163.com。
基金资助:
浙江省自然科学基金项目(Y1110023);浙江树人学院高级别预研项目(KXJ0418110)

Research on 3-D clothing style based on interactive genetic algorithm

YANG Xiaobo()

Zhejiang Shuren University, Hangzhou, Zhejiang 310015, China

Received:2021-06-15 Revised:2021-10-14 Published:2022-06-15 Online:2022-07-15

摘要/Abstract

摘要：

为进一步提高三维服装设计的用户满意度,提出了一种基于交互式遗传算法的服装款式设计方法。首先构建交互式遗传模板,实现款式部件与遗传操作的对接,接着通过建立服装款式部件库,采用基于染色体指针的编码方式,实现三维服装部件遗传操作,最后通过对比实例验证本文所提算法的可行性。研究结果表明:构建交互式遗传模板,可以不断改进款式部件库;采用基于染色体指针的编码方式,可以实现复杂度较高的三维服装部件遗传操作;另外,该算法的美观度比传统遗传算法和二维裁片法分别提高18%和35%,表明通过交互进化可以快速提升用户的满意度。

关键词: 交互式遗传算法, 遗传模板, 服装部件库, 染色体指针, 三维服装款式

Abstract:

In order to further improve the customer satisfaction of 3-D clothing design, this paper presents a clothing style design method based on interactive genetic algorithm. In this research, an interactive genetic template was constructed to facilitate the docking between style components and genetic operation. A clothing style component library wass established to support the genetic operation of three-dimensional clothing components by adopting the coding method based on chromosome pointer. The feasibility of the algorithm proposed in this paper was verified by comparative study of examples. The results show that the interactive genetic template can improve the style component library continuously. Using the encoding method based on chromosome pointer, the genetic manipulation of 3-D clothing components with high complexity can be achieved. In addition, the aesthetics of the proposed algorithm is 18% and 35% higher than that of the traditional genetic algorithm and the two-dimensional slice cutting method, which indicates that the user satisfaction can be rapidly improved through interactive evolution.

Key words: interactive genetic algorithm, genetic template, clothing parts library, chromosome pointer, 3-D clothing style

中图分类号:

TP391.4

杨晓波. 基于交互式遗传算法的三维服装款式研究[J]. 纺织学报, 2022, 43(06): 145-150.

YANG Xiaobo. Research on 3-D clothing style based on interactive genetic algorithm[J]. Journal of Textile Research, 2022, 43(06): 145-150.

图/表 9

图1

图2

图3

图4

图5

图6

表1

表2

图7

参考文献 17

[1]	YU G. Application of genetic algorithms to conceptual design of injection mould[C]// HOOMAN S, et al.Third International Conference on Natural Computation (ICNC 2007). Haikou:IEEE, 2007: 517-521.
[2]	LIN J J. Intelligent decision making based on GA for creative apparel styling[J]. Journal of Information Science and Engineering, 2007, 23(6):1923-1937.
[3]	SUN X, GONG D. Evolutionary optimization of hybrid indices for fashion design[C]// CHAOUKI T. In Proceedings of Control and Decision Conference. Yantai: Institute of Electrical and Electronics Engineer Computer Society, 2008: 194-198.
[4]	YEUNG L H W, TANG W K S. A hybrid genetic approach for garment cutting in the clothing industry[J]. IEEE Transactions on Industrial Electronics, 2003, 50(3):449-455. doi: 10.1109/TIE.2003.812285
[5]	MUNI D P, PAL N R, DAS J. Texture generation for fashion design using genetic programming[C]// IEEE Xplore. In Proceedings of ninth International Conference on Control, Automation, Robotics and Vision. Singapore: ICARCV, 2006:5-8.
[6]	OGATA Y, ONISAWA T. Interactive clothes design support system[C]// ISHIKAWA M. In Proceedings of 14th International Neural Information Conference, Springer-Verlag. Berlin: Heidelberg, 2008, 4985 (1):657-665.
[7]	GONG D W, HAO G S. Interactive genetic algorithms with multi-population adaptive hierarchy and their application in fashion design[J]. Applied Mathematics and Computation, 2007, 185(2):1098-1108. doi: 10.1016/j.amc.2006.07.043
[8]	KIM H S, CHO S B. Application of interactive genetic algorithm to fashion design[J]. Engineering Applications of Artificial Intelligence, 2000, 13(6):635-644. doi: 10.1016/S0952-1976(00)00045-2
[9]	孙晓燕. 进化个体不确定适应值交互式遗传算法理论与关键技术[D]. 徐州: 中国矿业大学, 2009:32-53.
	SUN Xiaoyan. Theories and key technologies of interactive genetic algorithms with individual's uncertain fitness[D]. Xuzhou: China University of Mining and Technology, 2009:32-53.
[10]	宋佳. 遗传算法在计算机辅助沙发设计中的研究与应用[D]. 济南: 山东师范大学, 2007:25-46.
	SONG Jia. Research and application of genetic algorithm in computer aided sofa design[D]. Jinan: Shandong Normal University, 2007:25-46.
[11]	苏日娜. 基于二进制编码的遗传算法的研究[J]. 宁波工程学院学报, 2005, 17(2):11-18.
	SU Rina. Genetic algorithm based on binary system[J]. Journal of Ningbo University of Technology, 2005, 17(2):11-18.
[12]	张建国, 刘振宇, 宋海燕, 等. 双坐标系法在人体上肢运动测量研究中的应用[J]. 计算机测量与控制, 2007, 15(10):1308-1311.
	ZHANG Jianguo, LIU Zhenyu, SONG Haiyan, et al. Application of double-coordinate system on motion measurement of human upper-limb[J]. Computer Measurement & Control, 2007, 15(10):1308-1311.
[13]	朱广舟, 李晓久. 服装二维裁片虚拟模拟技术[J]. 纺织学报, 2014, 35(10):141-145.
	ZHU Guangjiu, LI Xiaojiu. Study on virtual simulation of 2-D patterns[J]. Journal of Textile Research, 2014, 35(10):141-145.
[14]	CHEN L, LU G D, WANG J. Parametric 3D sleeve modelling based on hybrid dimension[C]// STAM J, et al. Proceedings of International Technology and Innovation Conference. London: IET Conference Publications, 2006:944-950.
[15]	徐文鹏, 陆国栋, 王剑, 等. 三维服装CAD中几何约束表达及其求解技术研究[J]. 计算机辅助设计与图形学学报, 2005, 17(5):1054-1059.
	XU Wenpeng, LU Guodong, WANG Jian, et al. Research on geo-metric constraints description and solving technique in apparel CAD[J]. Journal of Computer Aided Design & Computer Graphics, 2005, 17(5): 1054-1059.
[16]	张利彪, 周春光, 马铭, 等. 基于粒子群算法求解多目标进化问题[J]. 计算机研究与发展, 2004, 41(7):1286-1291.
	ZHANG Libiao, ZHOU Chunguang, MA Ming, et al. Solutions of Multi-objective optimization problems base don particleswarm optimization[J]. Journal of Computer Research and Development, 2004, 41(7):1286-1291.
[17]	BASU A, FRAZER L. Rapid determination of the critical temperature in simulated annealing inversion[J]. Science, 1990, 249(21):1409-1412. doi: 10.1126/science.249.4975.1409

Metrics

Viewed

Full text

Abstract

Cited

Shared

Discussed

种群序号	种群构成
种群序号	衣袖部件	衣领部件	衣身部件	衣袖纹理	衣领纹理	衣身纹理
1	12	8	9	T061	T061	T063
2	13	6	13	T063	T062	T004
3	12	6	3	T052	T008	T071
4	11	5	8	T007	T062	T021
5	11	2	9	T073	T042	T008
6	13	3	9	T061	T073	T006
7	12	10	8	T001	T033	T013
8	9	14	13	T043	T033	T002

种群序号	种群构成
种群序号	衣袖部件	衣领部件	衣身部件	衣袖纹理	衣领纹理	衣身纹理
1	12	10	8	T001	T033	T013
2	9	14	13	T043	T033	T002
3	9	14	13	T043	T033	T002
4	12	10	8	T001	T033	T013
5	13	3	9	T061	T073	T006
6	11	2	9	T073	T042	T008
7	12	8	9	T061	T061	T063
8	12	6	3	T052	T008	T071

基于交互式遗传算法的三维服装款式研究

Research on 3-D clothing style based on interactive genetic algorithm

RichHTML

PDF (PC)

摘要/Abstract

引用本文

使用本文

图/表 9

参考文献 17

相关文章 1

Metrics

本文评价

推荐阅读 0