Cylindricity Error Evaluation Based on an Improved Harmony Search Algorithm
Abstract
The cylindricity error is one of the basic form errors in mechanical parts, which greatly influences the assembly accuracy and service life of relevant parts. For the minimum zone method (MZM) in international standards, there is no specific formula to calculate the cylindricity error. Therefore, the evaluation methods of the cylindricity error under the MZM have been widely concerned by international scholars. To improve the evaluation accuracy and accelerate the iteration speed of the cylindricity, an improved harmony search (IHS) algorithm is proposed and applied to compute the cylindricity. On the basis of the standard harmony search algorithm, the logistic chaotic initialization is introduced into the generation of initial solution to improve the quality of solutions. During the iterative process, the global and local search capabilities are balanced by adopting the par and operators adaptively. After each iteration, the Cauchy mutation strategy is adopted to the best solution to further improve the calculation precision of the IHS algorithm. Finally, four test functions and three groups of cylindricity error examples were applied to validity verification of the IHS algorithm, the simulation test results show that the IHS algorithm has advantages of the computing accuracy and iteration speed compared with other traditional algorithms, and it is very effective for the application in the evaluation of the cylindricity error.
- Authors:
-
- Key Laboratory of Intelligent Manufacturing and Robotics, School of Mechatronic Engineering and Automation, Shanghai University, Shanghai 200072, China
- Department of Mechanical Engineering, Hubei University of Automotive Technology, Shiyan 442002, China
- Publication Date:
- Sponsoring Org.:
- USDOE Office of Electricity (OE), Advanced Grid Research & Development. Power Systems Engineering Research
- OSTI Identifier:
- 1460930
- Grant/Contract Number:
- 2015AA043003
- Resource Type:
- Published Article
- Journal Name:
- Scientific Programming
- Additional Journal Information:
- Journal Name: Scientific Programming Journal Volume: 2018; Journal ID: ISSN 1058-9244
- Publisher:
- Hindawi Publishing Corporation
- Country of Publication:
- Egypt
- Language:
- English
Citation Formats
Yang, Yang, Li, Ming, Wang, Chen, and Wei, QingYue. Cylindricity Error Evaluation Based on an Improved Harmony Search Algorithm. Egypt: N. p., 2018.
Web. doi:10.1155/2018/2483781.
Yang, Yang, Li, Ming, Wang, Chen, & Wei, QingYue. Cylindricity Error Evaluation Based on an Improved Harmony Search Algorithm. Egypt. https://doi.org/10.1155/2018/2483781
Yang, Yang, Li, Ming, Wang, Chen, and Wei, QingYue. Thu .
"Cylindricity Error Evaluation Based on an Improved Harmony Search Algorithm". Egypt. https://doi.org/10.1155/2018/2483781.
@article{osti_1460930,
title = {Cylindricity Error Evaluation Based on an Improved Harmony Search Algorithm},
author = {Yang, Yang and Li, Ming and Wang, Chen and Wei, QingYue},
abstractNote = {The cylindricity error is one of the basic form errors in mechanical parts, which greatly influences the assembly accuracy and service life of relevant parts. For the minimum zone method (MZM) in international standards, there is no specific formula to calculate the cylindricity error. Therefore, the evaluation methods of the cylindricity error under the MZM have been widely concerned by international scholars. To improve the evaluation accuracy and accelerate the iteration speed of the cylindricity, an improved harmony search (IHS) algorithm is proposed and applied to compute the cylindricity. On the basis of the standard harmony search algorithm, the logistic chaotic initialization is introduced into the generation of initial solution to improve the quality of solutions. During the iterative process, the global and local search capabilities are balanced by adopting the par and b w operators adaptively. After each iteration, the Cauchy mutation strategy is adopted to the best solution to further improve the calculation precision of the IHS algorithm. Finally, four test functions and three groups of cylindricity error examples were applied to validity verification of the IHS algorithm, the simulation test results show that the IHS algorithm has advantages of the computing accuracy and iteration speed compared with other traditional algorithms, and it is very effective for the application in the evaluation of the cylindricity error.},
doi = {10.1155/2018/2483781},
journal = {Scientific Programming},
number = ,
volume = 2018,
place = {Egypt},
year = {Thu Jul 19 00:00:00 EDT 2018},
month = {Thu Jul 19 00:00:00 EDT 2018}
}
https://doi.org/10.1155/2018/2483781
Web of Science
Works referenced in this record:
A novel global harmony search algorithm for reliability problems
journal, March 2010
- Zou, Dexuan; Gao, Liqun; Wu, Jianhua
- Computers & Industrial Engineering, Vol. 58, Issue 2
Method for cylindricity error evaluation using Geometry Optimization Searching Algorithm
journal, November 2011
- Lei, Xianqing; Song, Hongwei; Xue, Yujun
- Measurement, Vol. 44, Issue 9
A New Heuristic Optimization Algorithm: Harmony Search
journal, February 2001
- Zong Woo Geem, ; Loganathan, G. V.
- SIMULATION, Vol. 76, Issue 2
Adaptive Monte Carlo and GUM methods for the evaluation of measurement uncertainty of cylindricity error
journal, October 2013
- Wen, Xiu-lan; Zhao, Yi-bing; Wang, Dong-xia
- Precision Engineering, Vol. 37, Issue 4
Verification of form tolerances part II: Cylindricity and straightness of a median line
journal, April 1995
- Carr, Kirsten; Ferreira, Placid
- Precision Engineering, Vol. 17, Issue 2
An improved genetic algorithm for planar and spatial straightness error evaluation
journal, September 2003
- Wen, Xiulan; Song, Aiguo
- International Journal of Machine Tools and Manufacture, Vol. 43, Issue 11
Research of the On-Line Evaluating the Cylindricity Error Technology Based on the New Generation of GPS
journal, January 2017
- Zheng, Peng; Wu, Jian-quan; Zhang, Lin-na
- Procedia Engineering, Vol. 174
Evaluation of form data using computational geometric techniques—Part II: Cylindricity error
journal, June 2007
- Venkaiah, N.; Shunmugam, M. S.
- International Journal of Machine Tools and Manufacture, Vol. 47, Issue 7-8
Application of kinematic geometry to computational metrology: distance function based hierarchical algorithms for cylindricity evaluation
journal, January 2003
- Zhu, Li-Min; Ding, Han
- International Journal of Machine Tools and Manufacture, Vol. 43, Issue 2
Web-based algorithm for cylindricity evaluation using support vector machine learning
journal, March 2011
- Lee, Keun; Cho, Sohyung; Asfour, Shihab
- Computers & Industrial Engineering, Vol. 60, Issue 2
Minimum zone evaluation of circles and cylinders
journal, April 1996
- Lai, Jiing-Yih; Chen, Ing-Hong
- International Journal of Machine Tools and Manufacture, Vol. 36, Issue 4
A unified approach to form error evaluation
journal, July 2002
- Weber, Timothy; Motavalli, Saeid; Fallahi, Behrooz
- Precision Engineering, Vol. 26, Issue 3
Conicity and cylindricity error evaluation using particle swarm optimization
journal, April 2010
- Wen, Xiu-Lan; Huang, Jia-Cai; Sheng, Dang-Hong
- Precision Engineering, Vol. 34, Issue 2
Logistic chaotic maps for binary numbers generations
journal, June 2009
- Kanso, Ali; Smaoui, Nejib
- Chaos, Solitons & Fractals, Vol. 40, Issue 5
Accurate cylindricity evaluation with axis-estimation preprocessing
journal, October 2003
- Lao, Y. -Z.; Leong, H. -W.; Preparata, F. P.
- Precision Engineering, Vol. 27, Issue 4
Assessing cylindricity for oblique cylindrical features
journal, February 2000
- Chou, Shuo-Yan; Sun, Chung-Wei
- International Journal of Machine Tools and Manufacture, Vol. 40, Issue 3
Precision modeling of form errors for cylindricity evaluation using genetic algorithms
journal, October 2000
- Lai, Hsin-Yi; Jywe, Wen-Yuh; Chen, Cha’o-Kuang
- Precision Engineering, Vol. 24, Issue 4
Improved harmony search algorithms for sizing optimization of truss structures
journal, February 2012
- Degertekin, S. O.
- Computers & Structures, Vol. 92-93
A reliable method of minimum zone evaluation of cylindricity and conicity from coordinate measurement data
journal, July 2011
- Zhang, Xiangchao; Jiang, Xiangqian; Scott, Paul J.
- Precision Engineering, Vol. 35, Issue 3