Improved Interactive Genetic Algorithm for Product Configuration Design

Abstract

Abstract: Traditional interactive genetic algorithm was optimized to reduce customer fatigue.It is optimized by improving the individual variations and genetic manipulations，and was applied to the multi functional hydraulic jack configurations.Through the results of the product configuration and compareing with the traditional interactive genetic algorithm，the new interactive genetic algorithm may reduce user fatigue effectively，and faster configuration of products which satisfy with users.

Key words: product configuration, interactive genetic algorithm, optimal design, jack

摘要： 针对传统的交互式遗传算法不能很好地减少用户疲劳的问题，对其进行了优化。通过对变异个体和遗传操作的改进设计，对其进行了优化，并将其应用到多功能液压千斤顶的配置设计中。将所得到的产品配置结果与传统交互式遗传算法的结果进行比较，发现新的交互式遗传算法不仅可以有效地减少用户疲劳，还可以更快地配置出令用户满意的产品。

关键词: 产品配置, 交互式遗传算法, 优化设计, 千斤顶

CLC Number:

TH122

ZHU Jiadong;SU Shaohui;CHEN Chang;LIU Guiying. Improved Interactive Genetic Algorithm for Product Configuration Design[J]. China Mechanical Engineering.

朱佳栋;苏少辉;陈昌;刘桂英. 面向产品配置设计的改进交互式遗传算法[J]. 中国机械工程.

References

[1]TSENG H E，CHANG C C，CHANG S H．Applying Case?based Reasoning for Product Configuration in Mass Customization Environments[J］.Expert Systems with Applications，2005，29（4）：913-925．
[2]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.
[3]尤海峰．求解隐式目标优化问题的交互式进化算法研究[D］．合肥：中国科学技术大学，2011.
YOU Haifeng.Research on Interactive Evolutionary Algorithm for Solving Implicit Target Optimization Problems[D］.Hefei：University of Science and Technology of China，2011.
[4]蚁平，曹先彬．基于交互式遗传算法的个性化建筑物外观设计[J］．计算机仿真，2006，23（5）：156-159．
YI Ping，CAO Xianbin.Design of Personalized Buildings Based on Interactive Genetic Algorithm[J］.Computer Simulation，2006，23（5）：156-159．
[5]DOU R，ZONG C，NAN G．Multi?stage Interactive Genetic Algorithm for Collaborative Product Customization[J］.Knowledge?based Systems，2015，92：43-54．
[6]朱日学．基于OCL的产品配置引擎研究与实现[D］．天津：河北工业大学，2011.
ZHU Rixue.Research and Implementation of OCL Based Product Configuration Engine[D］．Tianjin：Hebei University of Technology，2011.
[7]窦润亮，郭均鹏，田祥龙，等．面向用户个性化需求的交互式遗传算法[J］．管理科学学报，2016（1）：24-34．
DOU Runliang，GUO Junpeng，TIAN Xianglong，et al.Interactive Genetic Algorithm for User's Individual Needs[J］.Journal of Management Sciences in China，2016（1）：24-34．
[8]李涛．基于遗传算法的多UAV路径规划技术研究[D］．哈尔滨：哈尔滨工程大学，2007.
LI Tao.Research on Multi?UAV Path Planning Based on Genetic Algorithm[D］.Harbin：Harbin Engineering University，2007.
[9］谢燕丽，许青林，姜文超．一种基于交叉和变异算子改进的遗传算法研究[J］．计算机技术与发展，2014（4）：80-83．
XIE Yanli，XU Qinglin，JIANG Wenchao.Research on Genetic Algorithm Based on Improved Cross and Variance Operators[J］.Computer Technology and Development，2014（4）：80-83.
[10]何俊．多功能液压千斤顶产品配置设计技术研究与应用[D］．杭州：杭州电子科技大学，2012.
HE Jun．Research and Application of Multi?function Hydraulic Jack Product Configuration Design Technology[D］.Hangzhou：Hangzhou Dianzi University，2012．
[11]杨伯超，丁华，李娟莉．基于交互式遗传算法的采煤机造型设计[J］．煤炭工程，2016（4）：132-134．
YANG Bochao，DING Hua，LI Juanli.Design of Shearer Modeling Based on Interactive Genetic Algorithm[J］.Coal Engineering，2016（4）：132-134.

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