GENETIC ALGORITHM-BASED OPTIMIZATION FOR SURFACE ROUGHNESS IN CYLINDRICALLY GRINDING PROCESS USING HELICALLY GROOVED WHEELS

被引:1
|
作者
Caydas, Ulas [1 ]
Celik, Mahmut [1 ]
机构
[1] Firat Univ, Technol Fac, Dept Mech Engn, TR-23119 Elazig, Turkey
关键词
Grinding; surface; roughness; optimization; machining; MACHINING PARAMETERS; EDM PROCESS; METHODOLOGY; DESIGN; LAYER;
D O I
10.1142/S0218625X18500312
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
The present work is focused on the optimization of process parameters in cylindrical surface grinding of AISI 1050 steel with grooved wheels. Response surface methodology (RSM) and genetic algorithm (GA) techniques were merged to optimize the input variable parameters of grinding. The revolution speed of workpiece, depth of cut and number of grooves on the wheel were changed to explore their experimental effects on the surface roughness of machined bars. The mathematical models were established between the input parameters and response by using RSM. Then, the developed RSM model was used as objective functions on GA to optimize the process parameters.
引用
收藏
页数:8
相关论文
共 50 条
  • [31] INVESTIGATION OF THE INFLUENCE OF MACHINING PARAMETERS OF GRINDING PROCESS USING MULTI-GRANULAR WHEELS ON THE SURFACE ROUGHNESS OF INCONEL 718
    Nowicki, Rafal
    Swiercz, Rafal
    Oniszczuk-Swiercz, Dorota
    Kopytowski, Adrian
    28TH INTERNATIONAL CONFERENCE ON METALLURGY AND MATERIALS (METAL 2019), 2019, : 1634 - 1639
  • [32] Genetic Algorithm-Based Multiobjective Optimization for Building Design
    Yang, Fan
    Bouchlaghem, Dino
    ARCHITECTURAL ENGINEERING AND DESIGN MANAGEMENT, 2010, 6 (01) : 68 - 82
  • [33] Genetic algorithm-based strategy for the steam reformer optimization
    Pajak, Marcin
    Brus, Grzegorz
    Szmyd, Janusz S.
    INTERNATIONAL JOURNAL OF HYDROGEN ENERGY, 2023, 48 (31) : 11652 - 11665
  • [34] Genetic algorithm-based optimization used in rolling schedule
    Yang Jing-ming
    Che Hai-jun
    Dou Fu-ping
    Zhou Tao
    JOURNAL OF IRON AND STEEL RESEARCH INTERNATIONAL, 2008, 15 (02) : 18 - 22
  • [35] Genetic algorithm-based optimization of a vehicle suspension system
    Esat, I
    INTERNATIONAL JOURNAL OF VEHICLE DESIGN, 1999, 21 (2-3) : 148 - 160
  • [36] Genetic Algorithm-Based Optimization Used in Rolling Schedule
    YANG Jing-ming
    JournalofIronandSteelResearch(International), 2008, (02) : 18 - 22
  • [37] Research on genetic algorithm-based rapid design optimization
    Tong Yifei
    He Yong
    Gong Zhibing
    Li Dongbo
    Zhu Baiqing
    MECHANIKA, 2012, (05): : 569 - 573
  • [38] Genetic Algorithm-Based Optimization Used in Rolling Schedule
    Jing-ming Yang
    Hai-jun Che
    Fu-ping Dou
    Tao Zhou
    Journal of Iron and Steel Research International, 2008, 15 : 18 - 22
  • [39] Genetic algorithm-based optimization of routing and scheduling for logistics
    Hu, XD
    Wei, QF
    CONCURRENT ENGINEERING: THE WORLDWIDE ENGINEERING GRID, PROCEEDINGS, 2004, : 959 - 962
  • [40] Determining optimal sensor locations in freeway using genetic algorithm-based optimization
    Kim, Joonhyo
    Park, Byungkyu
    Lee, Joyoung
    Won, Jongsun
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2011, 24 (02) : 318 - 324