Modeling and Analysis of Surface Roughness Parameters in Drilling GFRP Composites Using Fuzzy Logic

被引:64
|
作者
Latha, B. [2 ]
Senthilkumar, V. S. [1 ]
机构
[1] Anna Univ, Dept Mech Engn, Coll Engn Guindy, Madras 600025, Tamil Nadu, India
[2] Anna Univ, Sri Sairam Engn Coll, Fac Informat & Commun Engn, Madras 600025, Tamil Nadu, India
关键词
ANOVA; Artificial intelligence; Drilling; Fuzzy logic; GFRP composites; Pareto; Surface roughness; TAGUCHI METHOD; MACHINING PARAMETERS; CUTTING PARAMETERS; TITANIUM-ALLOY; NEURAL-NETWORK; OPTIMIZATION; EDM; PREDICTION; OPERATIONS; DESIGN;
D O I
10.1080/10426910903447261
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Glass fiber-reinforced composite materials are finding numerous applications in many engineering and domestic fields due to their excellent mechanical properties and corrosion resistance. Among the machining processes used, drilling is one of the most important processes and is mainly used in joining of composite structures. Maintaining of proper surface roughness in drilled holes is very important and is to be controlled. In the present work prediction of surface roughness in drilling of composite materials is carried out using fuzzy logic. In recent years, fuzzy logic in artificial intelligence has been used in manufacturing engineering for modeling and monitoring. An L27 orthogonal array is used for experimentation. A fuzzy rule-based model is developed to predict the surface roughness in drilling of glass fiber-reinforced plastic (GFRP) composites. Good agreement is observed between the model results and experimental values. The analysis of experimental results is carried out using Pareto analysis of variance (Pareto-ANOVA) and ANOVA and presented in detail.
引用
收藏
页码:817 / 827
页数:11
相关论文
共 50 条
  • [31] Predictive Model for Circularity Error of Drilling on GFRP Composite Laminates Using Fuzzy Logic
    Shanmugasundram, Sureshkumar Manickam
    Damodhiran, Lakshmanan
    Billan, Vignesh
    Dhinakaran, G. U.
    ADVANCED RESEARCH IN MATERIAL SCIENCE AND MECHANICAL ENGINEERING, PTS 1 AND 2, 2014, 446-447 : 316 - +
  • [32] Optimization of Machining Parameters for Surface Roughness and Burr Height in Drilling Hybrid Composites
    Rajmohan, T.
    Palanikumar, K.
    MATERIALS AND MANUFACTURING PROCESSES, 2012, 27 (03) : 320 - 328
  • [33] MODELING AND OPTIMIZATION OF PROCESS PARAMETERS FOR DELAMINATION IN DRILLING GLASS FIBER REINFORCED PLASTIC (GFRP) COMPOSITES
    Latha, B.
    Senthilkumar, V. S.
    Palanikumar, K.
    MACHINING SCIENCE AND TECHNOLOGY, 2011, 15 (02) : 172 - 191
  • [34] Expert system modeling, analysis and validation of surface roughness in drilling
    Sivarao, P. S.
    Muhamad, Mohd Razali
    Manufacturing Engineering and Materials Handling, 2005 Pts A and B, 2005, 16 : 767 - 773
  • [35] Influence of tool parameters on ultrasonic assisted drilling of GFRP composites
    Zhang, Yiwen
    Chen, Tao
    Li, Hongbo
    Duan, Zhenyan
    Li, Haotian
    ADVANCED COMPOSITE MATERIALS, 2023, 32 (03) : 303 - 323
  • [36] Study on drilling parameters of GFRP-PUF sandwich composites
    Kaushal, K. N.
    Babu, Sunith L.
    Mathivanan, Rajesh
    MATERIALS TODAY-PROCEEDINGS, 2018, 5 (11) : 24439 - 24447
  • [37] Investigation of drilling parameters on hybrid polymer composites using grey relational analysis, regression, fuzzy logic, and ANN models: a critical note
    Javed, Saad Ahmed
    Mahmoudi, Amin
    Khan, Aqib Mashood
    JOURNAL OF THE BRAZILIAN SOCIETY OF MECHANICAL SCIENCES AND ENGINEERING, 2018, 40 (12)
  • [38] Investigation of drilling parameters on hybrid polymer composites using grey relational analysis, regression, fuzzy logic, and ANN models: a critical note
    Saad Ahmed Javed
    Amin Mahmoudi
    Aqib Mashood Khan
    Journal of the Brazilian Society of Mechanical Sciences and Engineering, 2018, 40
  • [39] Process parameters optimization using Taguchi and RSM to minimize the damage in the drilling of GFRP composites
    Murthy, B.R.N.
    Rodrigues, Lewlyn L.R.
    International Journal of Earth Sciences and Engineering, 2013, 6 (04): : 842 - 846
  • [40] Investigation of surface roughness in turning unidirectional GFRP composites by using RS methodology and ANN
    Bagci, Eyup
    Isik, Birhan
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2006, 31 (1-2): : 10 - 17