基于模糊灰色聚类和组合赋权法的飞机健康状态综合评估方法

doi:10.7527/S1000-6893.2013.0392

固体力学与飞行器总体设计

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基于模糊灰色聚类和组合赋权法的飞机健康状态综合评估方法

崔建国¹, 林泽力¹, 吕瑞², 蒋丽英¹, 齐义文¹

1. 沈阳航空航天大学自动化学院, 辽宁沈阳 110136;
2. 沈阳飞机设计研究所, 辽宁沈阳 110035

收稿日期:2013-05-21 修回日期:2013-09-16 出版日期:2014-03-25 发布日期:2013-09-22
通讯作者: 崔建国，Tel.：024-89724448 E-mail：gordon_cjg@163.com E-mail:gordon_cjg@163.com
作者简介:崔建国男，博士，教授，硕士生导师。主要研究方向：飞行器健康诊断、预测与综合健康管理，仿真技术与应用等。Tel：024-89724448 E-mail：gordon_cjg@163.com；林泽力男，硕士研究生。主要研究方向：飞行器健康状态综合评估技术研究，仿真技术与应用等。Tel：024-89724448 E-mail：linxi5211987@126.com
基金资助:
航空科学基金（2010ZD54012）；部级项目

Comprehensive Assessment Method of Aircraft Health Status Based on Fuzzy Gray Clustering and Combination Weighting

CUI Jianguo¹, LIN Zeli¹, LV Rui², JIANG Liying¹, QI Yiwen¹

1. School of Automation, Shenyang Aerospace University, Shenyang 110136, China;
2. Shenyang Aircraft Design Research Institute, Shenyang 110035, China

Received:2013-05-21 Revised:2013-09-16 Online:2014-03-25 Published:2013-09-22
Supported by:
Aeronautical Science Foundation of China (2010ZD54012); Ministry Level Project

摘要/Abstract

摘要：

针对目前飞机健康状态不易准确评估的难题，以飞机液压系统为具体研究对象，提出一种基于模糊灰色聚类和组合赋权相结合的健康状态综合评估新方法。首先，利用熵权法和层次分析法（AHP）分别计算并确定飞机液压系统各关键部件相关参数的权重，再通过组合赋权法将上述两种权重进行组合，得到具有主客观意义的组合权重。第二，采用灰色聚类法评估飞机液压系统各关键部件的健康状态。针对评估结果，由飞机液压系统各关键部件聚类系数创建飞机液压系统的健康评估模糊评判矩阵。然后依据该矩阵，采用熵权法和AHP分别求出各关键部件权重，并用组合赋权法进行组合。最终，采用模糊综合评判法评估飞机液压系统的健康状态。以某型飞机真实液压系统为例进行了试验验证，结果表明，所提出的基于模糊灰色聚类和组合赋权相结合的健康状态综合评估方法能够有效实现飞机液压系统健康评估的效能，具有很好的工程应用价值。

关键词: 飞机液压系统, 健康状态评估, 模糊综合评判, 灰色聚类, 组合赋权

Abstract:

Considering this difficulty and taking the aircraft hydraulic system as the specific research object, the paper proposes a new method of health status comprehensive assessment based on fuzzy gray clustering with combination weithting. Firstly, use entropy weight method and analytic hierarchy process (AHP) to respectively calculate and determine the related parameters' weights of the key parts of aircraft hydraulic system. Then, to get the subjective and objective sense weight, combine the two weights by the combination weithting method. And then, use gray clustering method to comprehensively assess the health status of each key part of aircraft hydraulic system. According to the above results, firstly, use the clustering coefficient of each key part to create the fuzzy evaluation matrix. Then, according to the matrix, apply entropy weight method and AHP to respectively calculate and determine the weight of each key part, and combine the two weights by combination assigning method. Finally, utilize the fuzzy comprehensive evaluation to accurately assess the health status of aircraft hydraulic system. The method is verified by a practical case of aircraft hydraulic system. The results indicate that the proposed method can get good efficiency of the aircraft hydraulic system health status assessment, and has great value in engineering application.

Key words: aircraft hydraulic system, health status assessment, fuzzy comprehensive evaluation, gray clustering, combination weighting

中图分类号:

崔建国, 林泽力, 吕瑞, 蒋丽英, 齐义文. 基于模糊灰色聚类和组合赋权法的飞机健康状态综合评估方法[J]. 航空学报, 2014, 35(3): 764-772.

CUI Jianguo, LIN Zeli, LV Rui, JIANG Liying, QI Yiwen. Comprehensive Assessment Method of Aircraft Health Status Based on Fuzzy Gray Clustering and Combination Weighting[J]. ACTA AERONAUTICAET ASTRONAUTICA SINICA, 2014, 35(3): 764-772.

参考文献

[1] Li Y J. Aircraft hydraulic transmission and control[M]. Beijing: Science Press, 2008: 33-109. (in Chinese) 李艳军. 飞机液压传动与控制[M]. 北京: 科学出版社, 2008: 33-109.

[2] Li J. Principle analysis and control for pressure impluse test of airplane hydraulic system[D]. Xi’an: School of Automation, Northwestern Polytechnical University, 2007. (in Chinese) 李军. 飞机液压系统压力脉冲试验的机理分析与控制[D].西安: 西北工业大学自动化学院, 2007.

[3] Yuan Z J, Sun X C, Yuan Z Y, et al. Method of grey clustering decision-making to state assessment of power transformer[J]. Journal of Chongqing University, 2005, 28(3): 22-25. (in Chinese) 袁志坚, 孙新才, 袁张渝, 等. 变压器健康状态评估的灰色聚类决策方法[J]. 重庆大学学报, 2005, 28(3): 22-25.

[4] Feng H Z. A marine electrical equipment health status assessment method[J]. China Water Transport, 2005, 5(1): 10-11. (in Chinese) 冯恒志. 一种船舶电气设备健康状态评估方法[J]. 中国水运, 2005, 5(1): 10-11.

[5] Yu H T, Wang H W, Li Q. A study of health evaluation for aviation engine[J]. Mechanical Science and Technology for Aerospace Engineering, 2011, 30(6): 996-1000. (in Chinese) 于海田, 王华伟, 李强. 航空发动机健康综合评估研究[J]. 机械科学与技术, 2011, 30(6): 996-1000.

[6] Wang Y K, Liao M F. Study on grading of health condition of aerospace propulsion system[J]. Journal of Aerospace Power, 2008, 23(5): 939-945. (in Chinese) 王俨剀, 廖明夫. 航空发动机健康等级综合评价方法[J]. 航空动力学报, 2008, 23(5): 939-945.

[7] Li P, Hong S Y, Li H F. Study of XLPE power cables health state evaluation based on fuzzy grey theory[J]. Mechanical & Electrical Engineering Technology, 2012, 41(1): 21-24. (in Chinese) 李平, 洪思远, 李海锋. XLPE电力电缆健康度的模糊灰色综合评价方法[J]. 机电工程技术, 2012, 41(1): 21-24.

[8] Zhao D Y, Song H. A method of ameliorative multi-objective synthetic evaluation based on entropy weight and its application[J]. Journal of Ordnance Engineering College, 2001, 13(3): 47-51.

[9] Cheng T, Zhang C X. Application of fuzzy AHP based on entropy weight to site selection of solid sanitary landfill[J]. Environmental and Sanitary Engineering, 2003, 12(2): 64-67.

[10] He F B. MATLAB implementation of comprehensive evaluation methods[M]. Beijing: China Social Science Press, 2010: 326-334. (in Chinese) 何逢标. 综合评价方法MATLAB实现[M]. 北京:中国社会科学出版社, 2010: 326-334.

[11] Song G X, Yang D L. Combination weighting approach based on the decision-maker’s preference and consistency of weighting methods[J]. Systems Engineering and Electronics, 2004, 26(9): 1226-1230. (in Chinese) 宋光兴, 杨德礼. 基于决策者偏好及赋权法一致性的组合赋权法[J]. 系统工程与电子技术, 2004, 26(9): 1226-1230.

[12] Wang Y J. The economic evaluation research based on combined weight and improved TOPSIS[D]. Dalian: Faculty of Management and Economics, Dalian University of Technology, 2009. (in Chinese) 王钰娟. 基于组合赋权和改进TOPSIS的经济评价研究[D]. 大连: 大连理工大学管理与经济学部, 2009.

[13] Chen W, Xia J H. An optimal weights combination method considering both subjective and objective weight information[J]. Mathematics in Practice and Theory, 2007, 37 (1): 17-22. (in Chinese) 陈伟, 夏建华. 综合主、客观权重信息的最优组合赋权方法[J]. 数学的实践与认识, 2007, 37(1): 17-22.

[14] Liu S F, Xie N M. New grey evaluation method based on reformative triangular whitenization weight function[J]. Journal of Systems Engineering, 2011, 26(2): 244-250. (in Chinese) 刘思峰, 谢乃明. 基于改进三角白化权函数的灰评估新方法[J]. 系统工程学报, 2011, 26(2): 244-250.

[15] Liu S F. On index system and mathematical model for evaluation of scientific and technical strength[J]. Kybernetes, 2006, 35(7/8): 1256-1264.

[16] Zhang W H, Zhao M J. The influence of undimensionalization on the reliability of comprehend-sive evaluation results and an empirical analysis[J]. Statistics and Information Forum, 2005, 20(3): 33-35. (in Chinese) 张卫华, 赵明军. 指标无量纲化方法对综合评价结果可靠性的影响及其实证分析[J]. 统计信息论坛, 2005, 20(3): 33-35.

[17] Zou Z H, Sun J N, Ren G P. Study and application on the entropy method for determination of weight of evaluating indicators in fuzzy synthetic evaluation for water quality assessment[J]. Acta Scientiae Circumstantiae, 2005, 25(4): 552-556. (in Chinese) 邹志红, 孙靖南, 任广平. 模糊评价因子的熵权法赋权及其在水质评价中的应用[J]. 环境科学学报, 2005, 25(4): 552-556.

[18] Liu S F, Dang Y G. Grey system theory and applications[M]. 5th ed. Beijing: Science Press, 2010: 108-110. (in Chinese) 刘思峰, 党耀国. 灰色系统理论及其应用[M]. 5版. 北京: 科学出版社, 2010: 108-110.

[19] Wu B, Jia X S. Health assessment of equipment-equipment cluster based on grey clustering and fuzzy synthetic evaluation[J]. Journal of Ordnance Engineering College, 2009, 21(5): 1-5. (in Chinese) 吴波, 贾希胜. 基于灰色聚类和模糊综合评判的装备—装备群健康状态评估[J]. 军械工程学院学报, 2009, 21(5): 1-5.

E-mail：hkxb@buaa.edu.cn

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主管单位：中国科学技术协会主办单位：中国航空学会北京航空航天大学

基于模糊灰色聚类和组合赋权法的飞机健康状态综合评估方法

Comprehensive Assessment Method of Aircraft Health Status Based on Fuzzy Gray Clustering and Combination Weighting

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