Application of ant colony algorithm in wide⁃chord fan blade sequencing optimization

Li XIE; Zheng LIU; Jijun ZHANG; Changjiang LONG; Yong ZHANG

doi:10.13224/j.cnki.jasp.20200476

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Application of ant colony algorithm in wide⁃chord fan blade sequencing optimization

Structure,Strength and Vibration | 更新时间：2025-04-07

- Application of ant colony algorithm in wide⁃chord fan blade sequencing optimization
- Journal of Aerospace Power Vol. 36, Issue 8, Pages: 1680-1689(2021)
- 作者机构：
  
  珠海保税区摩天宇航空发动机维修有限公司，广东珠海 519030
- 作者简介：
- 基金信息：
- DOI：10.13224/j.cnki.jasp.20200476
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Li XIE, Zheng LIU, Jijun ZHANG, et al. Application of ant colony algorithm in wide⁃chord fan blade sequencing optimization[J]. Journal of Aerospace Power, 2021, 36(8): 1680-1689.
DOI：

Li XIE, Zheng LIU, Jijun ZHANG, et al. Application of ant colony algorithm in wide⁃chord fan blade sequencing optimization[J]. Journal of Aerospace Power, 2021, 36(8): 1680-1689. DOI： 10.13224/j.cnki.jasp.20200476.

摘要

从风扇转子的力学模型出发，推导了同时考虑三个维度质量矩的风扇转子静不平衡量和偶不平衡量的计算公式，并使用某型发动机风扇叶片装配和试车验证，结果表明考虑三个维度质量矩的不平衡量计算方法能显著减少配重块的使用，并减少配平次数。提出了基于邻域搜索改进的蚁群算法的风扇叶片排序优化方法，对某套风扇叶片进行优化排序。本优化算法的最优不平衡量比传统蚁群算法减少88.9%，比改进的遗传算法减少36.8%，优势明显。

Abstract

Based on the mechanical model of the fan rotor，the formulas for the calculation of static unbalance and couple unbalance considering three⁃dimensional mass moment were deduced，the assembly and test result of a set of fan blades showed that this unbalance calculation method can significantly reduce the use of counterweight block and the times of balancing. An improved ant colony algorithm based on neighborhood search was proposed to optimize the sequencing of fan blades.The improved ant colony algorithm had an obvious superiority，its optimal unbalance was 88.9% less than the conventional ant colony algorithm，and 36.8% less than the improved genetic algorithm.

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references

戴祯宁 . 多自由度动平衡机摆架结构的设计与分析 [D]. 重庆：重庆大学 , 2009 .

DAI Zhenning . Design and analyses on dynamic balancing machine swing frame structure with multi⁃degrees of freedom [D]. Chongqing ： Chongqing University , 2009 . （in Chinese）

刘博逵 , 曹立庭 , 黄超 , 等 . 航空发动机转子叶片排序策略与静平衡技术 [J]. 机电工程技术 , 2019 , 48 （ 4 ）: 113 ⁃ 115 .

LIU Bokui ， CAO Liting ， HUANG Chao , et al . Arrangement strategy for aero⁃engine rotor blades and static balancing [J]. Mechanical and Electrical Engineering Technology , 2019 , 48 （ 4 ）: 113 ⁃ 115 . （in Chinese）

耿炎 , 贺尔铭 , 王沛 . 一种发动机转子叶片简易排序的新方法 [J]. 航空维修与工程 , 2003 , 2 （ 9 ）: 25 ⁃ 26 .

GENG Yan , HE Erming , WANG Pei . A new method for blade arrangement of engine rotor [J]. Aviation Maintenance and Engineering , 2003 , 2 （ 9 ）: 25 ⁃ 26 . （in Chinese）

CHOI W , KANG H , BAEK T . A turbine⁃blade balancing problem [J]. International Journal of Production Economics , 1990 ,60/ 61 （ 1 ）： 405 ⁃ 410 .

杨训 , 邢建华 . 基于遗传算法的转子叶片优化排序 [J]. 计算机仿真 , 2008 , 25 （ 11 ）: 94 ⁃ 97 .

YANG Xun , XING Jianhua . Optimum arrangement of rotor blades based on genetic algorithms [J]. Competer Simulation , 2008 , 25 （ 11 ）: 94 ⁃ 97 . （in Chinese）

ZHAI W , GONG W B . Optimal blade placement for large turbofan balancing [C]∥ Proceedings of International Conference on Computer Integrated Manufacturing and Automation Technology . Troy,NY,US : IEEE Computer Society , 1994 : 261 ⁃ 266 .

贾金鑫 , 李全通 , 高星伟 , 等 . 叶片质量矩优化排序中遗传算法的应用 [J]. 航空动力学报 , 2011 , 26 （ 1 ）: 204 ⁃ 209 .

JIA Jinxin , LI Quantong , GAO Xingwei , et al . Application of genetic algorithm in optimizing arrangement of engine blades based on initial unbalance [J]. Journal of Aerospace Power , 2011 ,26（l）：204⁃ 209 . （in Chinese）

唐绍军 , 王旭 , 朱斌 . 遗传算法对压气机叶片排序的应用 [J]. 航空动力学报 , 2005 , 20 （ 3 ）: 518 ⁃ 522 .

TANG Shaojun , WANG Xu , ZHU Bin . Research on genetic algorithm applied to sequencing of compressor vanes [J]. Journal of Aerospace Power ， 2005 ， 20 （ 3 ）: 518 ⁃ 522 . （in Chinese）

朱梅玉 , 李梦奇 , 文学 , 等 . 汽轮机转子动叶片装配序列智能优化 [J]. 航空动力学报 , 2017 , 32 （ 10 ）: 2536 ⁃ 2543 .

ZHU Meiyu , LI Mengqi , WEN Xue , et al . Intelligent optimization of turbine rotor blade assembly sequence [J]. Journal of Aerospace Power ， 2017 , 32 （ 10 ）: 2536 ⁃ 2543 . （in Chinese）

杨达莉 , 文学 , 刘健 . 模拟退火算法在汽轮机转子动叶排序优化技术中的应用 [J]. 东方汽轮机 , 2014 （ 2 ）: 29 ⁃ 33 .

YANY Dali , WEN Xue , LIU Jian . Application of simulated annealing algorithm in optimization of rotor blade sorting [J]. Dongfang Turbine , 2014 （ 2 ）: 29 ⁃ 33 . （in Chinese）

张海 , 浦健 , 张啸澄 . 基于退火单亲算法的压气机叶片排序 [J]. 燃气轮机技术 , 2009 , 22 （ 4 ）: 49 ⁃ 53 .

ZHANG Hai , PU Jian , ZHANG Xiaocheng . A optimizing sequencing of compressor vanes based on simulated annealing partheno genetic algorithm [J]. Gas Turbine Technology , 2009 , 22 （ 4 ）: 49 ⁃ 53 . （in Chinese）

李丹丹 , 陈勇 , 于达仁 . 基于改进的蚁群算法的汽轮机叶片安装优化排序研究 [J]. 中南大学学报（自然科学版） , 2011 , 42 （ 9 ）: 187 ⁃ 191 .

LI Dandan , GHEN Yong , YU Daren . Research of optimizing arrangement for turbine blade installation based on ant colony algorithm [J]. Journal of Central South University （Science and Technology） , 2011 , 42 （ 9 ）: 187 ⁃ 191 . （in Chinese）

袁惠群 , 张亮 , 韩清凯 , 等 . 基于蚁群算法的航空发动机失谐叶片减振排布优化分析 [J]. 振动与冲击 , 2012 , 31 （ 11 ）: 176 ⁃ 179 .

YUAN Huiqun , ZHANG Liang , HAN Qingkai , et al . Optimization of mistuning blades arrangement for vibration absorption in an aero⁃engine based on artificial ant colony algorithm [J]. Journal of Vibration and Shock , 2012 , 31 （ 11 ）: 176 ⁃ 179 . （in Chinese）

PISKIN A , AKTAS H E , TOPAL A , et al . Rotor balancing with turbine blade assembly using ant colony optimization for aero⁃engine applications [EB/OL].[ 202 ⁃ 10 ⁃ 25 ]. https:∥doi.org/10.1515/tjj-2017-0060 https://doi.org/10.1515/tjj-2017-0060 .

PITSOULIS L S , PARDALOS P M , HEARN D W . Approximate solutions to the turbine balancing problem [J]. European Journal of Operational Research , 2001 , 130 （ 1 ）: 147 ⁃ 155 .

CHOI W , STORER R H . Heuristic algorithms for a turbine⁃blade⁃balancing problem [J]. Computers and Operations Research , 2004 , 31 （ 8 ）: 1245 ⁃ 1258 .

Schenck Process GmbH . Series WM moment weighing scales for jet⁃engine blades [EB/OL].[ 2020⁃10⁃25 ]. https:∥schenck-rotec.com/products/product-finder/product-detail-page/en-series-wm.html https://schenck-rotec.com/products/product-finder/product-detail-page/en-series-wm.html .

郁磊 , 史峰 , 王辉 , 等 . MATLAB智能算法30个案例分析 [M]. 2版 . 北京：北京航空航天大学出版社 , 2015 .

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