Metaheuristic approach in machinability evaluation of silicon carbide particle/glass fiber-reinforced polymer matrix composites during electrochemical discharge machining process

被引:26
|
作者
Antil, Parvesh [1 ]
Singh, Sarbjit [2 ]
Singh, Sunpreet [3 ]
Prakash, Chander [3 ]
Pruncu, Catalin Iulian [4 ,5 ]
机构
[1] Chaudhary Charan Singh Haryana Agr Univ, Coll Agr Engn & Technol, Hisar, Hisar, India
[2] Punjab Engn Coll, Chandigarh, India
[3] Lovely Profess Univ, Sch Mech Engn, Phagwara, India
[4] Univ Birmingham, Sch Engn, Dept Mech Engn, Birmingham, W Midlands, England
[5] Imperial Coll London, Dept Mech Engn, Exhibit Rd, London SW7 2AZ, England
来源
MEASUREMENT & CONTROL | 2019年 / 52卷 / 7-8期
关键词
Bees algorithm; differential evolution; electrochemical discharge machining; Taguchi's methodology; DIFFERENTIAL EVOLUTION; BEES ALGORITHM; PROCESS PARAMETERS; NEURAL-NETWORK; OPTIMIZATION; DESIGN; WEAR; ECDM;
D O I
10.1177/0020294019858216
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The advanced manufacturing and machining techniques are adopting a population-based metaheuristic algorithm for production, predicting and decision-making. Using the same approach, this paper deals with the application of bees algorithm and differential evolution to forecast the optimal parametric values aiming to obtain maximum material removal rate during electrochemical discharge machining of silicon carbide particle/glass fiber-reinforced polymer matrix composite. The bees algorithm follows swarm-based approach, while differential evolution works on a population-based approach. The experimental design was prepared on the basis of Taguchi's methodology using an L-16 orthogonal array. For the experimental analysis, the main variables in the process, that is, electrolyte concentration (g/L), inter-electrode gap (mm), duty factor and voltage (volts), were selected as main input parameters, and material removal rate (mg/min) was adjudged as output quality characteristic. A comparative investigation reveals that the maximum material removal rate was obtained by the parametric value proposed by differential evolution that follows the bees algorithm and Taguchi's methodology. Furthermore, the results prove that the differential evolution algorithm has better collective assessment capability with a rapid converging rate.
引用
收藏
页码:1167 / 1176
页数:10
相关论文
共 50 条
  • [31] A multiscale damage prediction model for the thermal shock of carbon fiber-reinforced silicon carbide matrix composites
    Zeng, Xianglong
    Ning, Yuhao
    Yang, Yang
    Wang, Bo
    Zhang, Chengyu
    Suo, Tao
    Deng, Qiong
    MECHANICS OF ADVANCED MATERIALS AND STRUCTURES, 2023, 30 (09) : 1769 - 1789
  • [32] Dynamic effects of a single fiber break in unidirectional glass fiber-reinforced polymer composites: Effects of matrix plasticity
    Ganesh, Raja
    Sockalingam, Subramani
    Gillespie, John W.
    JOURNAL OF COMPOSITE MATERIALS, 2018, 52 (14) : 1873 - 1886
  • [33] Measuring delamination severity of glass fiber-reinforced epoxy composites during drilling process
    V. A. Nagarajan
    S. Sundaram
    K. Thyagarajan
    J. Selwin Rajadurai
    T. P. D. Rajan
    Experimental Techniques, 2013, 37 : 66 - 73
  • [34] Measuring Delamination Severity of Glass Fiber-Reinforced Epoxy Composites During Drilling Process
    Nagarajan, V. A.
    Sundaram, S.
    Thyagarajan, K.
    Rajadurai, J. Selwin
    Rajan, T. P. D.
    EXPERIMENTAL TECHNIQUES, 2013, 37 (02) : 66 - 73
  • [35] Production and machinability evaluation of reduced graphene oxide nanoparticles-reinforced polymer composites during abrasive water jet machining process
    Kesarwani, Shivi
    Verma, Rajesh Kumar
    Ramkumar, J.
    Jayswal, S. C.
    JOURNAL OF THE BRAZILIAN SOCIETY OF MECHANICAL SCIENCES AND ENGINEERING, 2024, 46 (10)
  • [36] Machinability studies on laser-sintered iron-silicon carbide metal matrix composites using wire electrical discharge machining
    Srinivasa, C. K.
    Vinod, A. R.
    Shashikumar, P. V.
    INTERNATIONAL JOURNAL OF MATERIALS & PRODUCT TECHNOLOGY, 2012, 43 (1-4): : 68 - 83
  • [37] Machinability studies on laser-sintered iron-silicon carbide metal matrix composites using wire electrical discharge machining
    Srinivasa, C.K.
    Vinod, A.R.
    Shashikumar, P.V.
    International Journal of Materials and Product Technology, 2012, 43 (1-4) : 68 - 83
  • [38] Effects of process parameters on jet electrochemical machining of SiC particle-reinforced aluminum matrix composites
    Ao, Sansan
    Qin, Xiangyang
    Li, Kangbai
    Luo, Zhen
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2021, 112 (11-12): : 3351 - 3361
  • [39] Effects of process parameters on jet electrochemical machining of SiC particle-reinforced aluminum matrix composites
    Sansan Ao
    Xiangyang Qin
    Kangbai Li
    Zhen Luo
    The International Journal of Advanced Manufacturing Technology, 2021, 112 : 3351 - 3361
  • [40] Temperature-dependent elastic and anelastic behavior of silicon-based fiber-reinforced silicon carbide ceramic matrix composites
    Goldsby, JC
    MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING, 2000, 279 (1-2): : 266 - 274