Multi-objective genetic algorithm for the optimization of road surface cleaning process

被引:2
作者
Chen J. [1 ]
Gao D.-M. [1 ]
机构
[1] Auto-body Manufacturing Center, School of Mechanical Engineering, Shanghai Jiaotong University
来源
Journal of Zhejiang University-SCIENCE A | 2006年 / 7卷 / 8期
关键词
Genetic algorithm; Multi-objective; Optimization; Road surface cleaning; Waterjets;
D O I
10.1631/jzus.2006.A1416
中图分类号
学科分类号
摘要
The parameters affecting road surface cleaning using waterjets were researched and a fuzzy neural network method of calculating cleaning rate was provided. A genetic algorithm was used to configure the cleaning parameters of pressure, standoff distance, traverse rate and angle of nozzles for the optimization of the cleaning effectiveness, efficiency, energy and water consumption, and a multi-objective optimization model was established. After calculation, the optimized results and the trend of variation of cleaning effectiveness, efficiency, energy and water consumption in different weighting factors were analyzed.
引用
收藏
页码:1416 / 1421
页数:5
相关论文
共 9 条
[1]  
Babets K., Geskin E.S., Optimization of energy utilization in the course of material processing, ECOS, 3, pp. 1673-1682, (2000)
[2]  
Baker J.E., Adaptive selection methods for genetic algorithms, Proceedings of the 1st International Conference on Genetic Algorithms, pp. 101-111, (1985)
[3]  
Jang J., ANFIS: Adaptive-network-based fuzzy inference system, IEEE Transactions on Systems, Man and Cybernetics, 23, 3, pp. 665-685, (1993)
[4]  
Liu T.C., Li A.G., Ding Y., Fuzzy evaluation for quality of high pressure water jet cleaning machine, China Safety Science Journal, 10, pp. 73-76, (1999)
[5]  
Louis H., Schikorr W., Fundamental aspects in cleaning with high-speed water jets, Proceedings of the 6th International Symposium on Jet Cutting Technology, pp. 217-228, (1982)
[6]  
Shen Z.H., Wang Z.M., Wang K.L., Experimental study on property of water-solid abrasive jet for cleaning coating of oil tube, Journal of the University of Petroleum China, 20, pp. 30-34, (1996)
[7]  
Summers D.A., The effectiveness of water jet sprays in cleaning and the mechanisms for disintegration, Proceedings of the 6th International Symposium on Jet Cutting Technology, pp. 81-91, (1982)
[8]  
Taggart D.G., Osama I., Milton H., Application of jetting technology to pavement deicing, Transportation Research Record, 1794, pp. 77-83, (2002)
[9]  
Xu J., Summers D.A., Experimental evaluation of the performance of fan jet systems, Proceedings of the 12th International Symposium of Jet Cutting Technology, pp. 37-43, (1994)