Optimization of machining characteristics for Al/SiCp composites using ANN/GA

被引：0
|
作者：
Karthikeyan, R [1 ]
Adalarasan, R
Pai, BC
机构：
[1] Annamalai Univ, Dept Prod Engn, Annamalainagar 608002, India
[2] Reg Res Lab, Thiruvananthapuram, Kerala, India
来源：
JOURNAL OF MATERIALS SCIENCE & TECHNOLOGY | 2002年 / 18卷 / 01期
关键词：
Al/SiCp composites; artificial neural networks; genetic algorithms;
D O I：
暂无
中图分类号：
T [工业技术];
学科分类号：
08 ;
摘要：
The present work is focused on optimization of machining characteristics of Al/SiCp composites. The machining characteristics such as specific energy, tool wear and surface roughness were studied. The parameters such as volume fraction of SiC, cutting speed and feed rate were considered. Artificial neural networks (ANN) was used to train and simulate the experimental data. Genetic algorithms (GA) was interfaced with ANN to optimize the machining conditions for the desired machining characteristics. Validation of optimized results was also performed by confirmation experiments.
引用
收藏
页码：47 / 50
页数：4
相关论文
共 50 条
  • [11] Machining Characteristics in Cryogenic Grinding of SiCp/Al Composites
    Li Zhou
    Shutao Huang
    Xiaolin Yu
    Acta Metallurgica Sinica (English Letters), 2014, 27 : 869 - 874
  • [12] Process parameter optimization for machining SiCp/Al-MMC using RSM and GA
    Kwak, Jae-Seob
    Chi, Long-Zhu
    Koo, Yang
    Jeong, Yeong-Deug
    Ha, Man-Kyung
    EXPERIMENTAL MECHANICS IN NANO AND BIOTECHNOLOGY, PTS 1 AND 2, 2006, 326-328 : 1213 - +
  • [13] Optimization of electrical discharge machining characteristics of SiCp/LM25 Al composites using goal programming
    Karthikeyan, R
    Raju, S
    Naagarazan, RS
    Pai, BC
    JOURNAL OF MATERIALS SCIENCE & TECHNOLOGY, 2001, 17 : S57 - S60
  • [14] Optimization of electrical discharge machining characteristics of SiCp/LM25 Al composites using goal programming
    Karthikeyan, R.
    Raju, S.
    Naagarazan, R.S.
    Pai, B.C.
    2001, Chinese Society of Metals (17):
  • [15] Optimisation of electric discharge machining characteristics of Al/SiCp composites
    Department of Production Engineering, Annamalai University, Annamalainagar, 608 002, India
    不详
    J Inst Eng India Part PR, 2 (47-50):
  • [16] Bi-performance optimization of electrochemical machining characteristics of Al/20%SiCp composites using NSGA-II
    Senthilkumar, C.
    Ganesan, G.
    Karthikeyan, R.
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART B-JOURNAL OF ENGINEERING MANUFACTURE, 2010, 224 (B9) : 1399 - 1407
  • [17] Parametric optimization of electrochemical machining of Al/15% SiCp composites using NSGA-II
    Senthilkumar, C.
    Ganesan, G.
    Karthikeyan, R.
    TRANSACTIONS OF NONFERROUS METALS SOCIETY OF CHINA, 2011, 21 (10) : 2294 - 2300
  • [18] Modeling and optimization of Al/SiCp MMC machining using Taguchi approach
    Sahoo, Ashok Kumar
    Pradhan, Swastik
    MEASUREMENT, 2013, 46 (09) : 3064 - 3072
  • [19] Multi-Objective Optimization in Hot Machining of Al/SiCp Metal Matrix Composites
    Jadhav, M. R.
    Dabade, U. A.
    2ND INTERNATIONAL MANUFACTURING ENGINEERING CONFERENCE AND 3RD ASIA-PACIFIC CONFERENCE ON MANUFACTURING SYSTEMS (IMEC-APCOMS 2015), 2016, 114
  • [20] Investigation of wire electrical discharge machining characteristics of Al6063/SiCp composites
    D. Satishkumar
    M. Kanthababu
    V. Vajjiravelu
    R. Anburaj
    N. Thirumalai Sundarrajan
    H. Arul
    The International Journal of Advanced Manufacturing Technology, 2011, 56 : 975 - 986
12345