Multi-parameter optimization of machining impeller surface based on the on-machine measuring technique

被引:12
作者
Wang, Gang [1 ]
Li, Wen-long [1 ]
Rao, Fan [1 ]
He, Zheng-rong [2 ]
Yin, Zhou-ping [1 ]
机构
[1] Huazhong Univ Sci & Technol, State Key Lab Digital Mfg Equipment & Technol, Wuhan 430074, Hubei, Peoples R China
[2] China Natl South Aviat Ind Co Ltd, Zhuzhou 412002, Peoples R China
基金
中国国家自然科学基金;
关键词
Grey relational grade; Impeller surface; Multi-parameters optimization; On-machine measuring; Orthogonal experiment; PARAMETER OPTIMIZATION; CUTTING PARAMETERS; GENETIC ALGORITHM;
D O I
10.1016/j.cja.2018.09.005
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
Selecting the optimal machining parameters for impeller surface is a challenging task in the automatic manufacturing industry, due to its free-form surface and deep-crooked flow channel. Existing experimental methods require lots of machining experiments and off-line tests, which may lead to high machining cost and low efficiency. This paper proposes a novel method of machining parameters optimization for an impeller based on the on-machine measuring technique. The absolute average error and standard deviation of the measured points are used to define the grey relational grade for reconstructing the objective function, and the complex problem of multi-objective optimization is simplified into a problem of single-objective optimization. Then, by comparing the values of the defined grey relational grade in a designed orthogonal experiment, the optimal combination of the machining parameters is obtained. The experiment-solving process of the objective function corresponds to the minimization of the used errors, which is advantageous to reducing the machining error. The proposed method is efficient and low-cost, since it does not require re-clamping the workpiece for off-line tests. Its effectiveness is verified by an on-machine inspection experiment of the impeller blade. (C) 2018 Chinese Society of Aeronautics and Astronautics. Production and hosting by Elsevier Ltd.
引用
收藏
页码:2000 / 2008
页数:9
相关论文
共 50 条
  • [21] The Remaining Life Prediction of the Fan Bearing Based on Genetic Algorithm and Multi-parameter Support Vector Machine
    Jin, Shuangshuang
    Wu, Zhenhuan
    Fu, Yudong
    Yang, Guoan
    2017 5TH INTERNATIONAL CONFERENCE ON MECHANICAL, AUTOMOTIVE AND MATERIALS ENGINEERING (CMAME), 2017, : 42 - 47
  • [22] Multi-objective Parameter Optimization of Multi-pass CNC Machining
    Chen, Xingzheng
    Tang, Ying
    Li, Congbo
    Yi, Qian
    2015 INTERNATIONAL CONFERENCE ON AUTOMATION SCIENCE AND ENGINEERING (CASE), 2015, : 45 - 50
  • [23] Multi-parameter optimization of shell-and-tube heat exchanger with helical baffles based on entransy theory
    Wen, Jian
    Gu, Xin
    Wang, Mengmeng
    Liu, Yuce
    Wang, Simin
    APPLIED THERMAL ENGINEERING, 2018, 130 : 804 - 813
  • [24] Multi-parameter study and genetic algorithm integrated optimization for a nanofluid-based photovoltaic/thermal system
    Ju, Xinyu
    Liu, Huawei
    Pei, Maoqing
    Li, Wenzhi
    Lin, Jianqing
    Liu, Dongxue
    Ju, Xing
    Xu, Chao
    ENERGY, 2023, 267
  • [25] Parameter optimization technique using the response surface methodology
    Koyamada, K
    Sakai, K
    Itoh, T
    PROCEEDINGS OF THE 26TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-7, 2004, 26 : 2909 - 2912
  • [26] Experimental research and multi-response multi-parameter optimization of laser cladding Fe313
    Yu, Tianbiao
    Yang, Lin
    Zhao, Yu
    Sun, Jiayu
    Li, Baichun
    OPTICS AND LASER TECHNOLOGY, 2018, 108 : 321 - 332
  • [27] Multi-parameter optimization of piezoelectric actuators for multi-mode active vibration control of cylindrical shells
    Hu, K. M.
    Li, Hua
    JOURNAL OF SOUND AND VIBRATION, 2018, 426 : 166 - 185
  • [28] Multi-parameter optimization of NPP simulation models using enhanced particle swarm method
    Li, Zikang
    Wang, Hang
    Fei, Li
    Peng, Minjun
    Xian, Zhang
    Zhou, Gui
    PROGRESS IN NUCLEAR ENERGY, 2025, 184
  • [29] Effect of laser cladding parameters on Inconel 718 coating performance and multi-parameter optimization
    Xu, Zhenyang
    Yuan, Junfeng
    Wu, Mingyu
    Arif, Abul Fazal M.
    Li, Dongyang
    OPTICS AND LASER TECHNOLOGY, 2023, 158
  • [30] Multi-parameter optimization of magnetorheological fluid with high on-state yield stress and viscosity
    Mangal, S. K.
    Sharma, Vivek
    JOURNAL OF THE BRAZILIAN SOCIETY OF MECHANICAL SCIENCES AND ENGINEERING, 2017, 39 (10) : 4191 - 4206