Optimization of bone drilling parameters using grey-based fuzzy algorithm

被引:89
作者
Pandey, Rupesh Kumar [1 ]
Panda, S. S. [1 ]
机构
[1] Indian Inst Technol Patna, Dept Mech Engn, Patna 800013, Bihar, India
关键词
Grey relational analysis (GRA); Fuzzy logic; Optimization; Multiple performance characteristics; Bone drilling; Analysis of variance (ANOVA); TAGUCHI METHOD; LOGIC;
D O I
10.1016/j.measurement.2013.09.007
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this article a modified algorithm (grey based fuzzy algorithm) is used to optimize multiple performance characteristics in drilling of bone. Experiments have been performed with different cutting conditions using full factorial design. The quality parameters considered are temperature, force and surface roughness. Grey relational analysis (GRA) coupled with fuzzy logic is employed to obtain a grey fuzzy reasoning grade (GFRG) combining all the quality characteristics. The highest GFRG is obtained for the feed rate of 40 mm/min and the speed of 500 rpm and is the optimal level. Analysis of variance (ANOVA) carried out to find the significance of parameters on multiple performance characteristics revealed that the feed rate has the highest contribution on GFRG followed by the spindle speed. The optimum level of the process parameters obtained is validated by the confirmation experiment. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:386 / 392
页数:7
相关论文
共 18 条
[1]   Multi-objective optimisation of CNC turning process using grey based fuzzy logic [J].
Ahilan, C. ;
Kumanan, S. ;
Sivakumaran, N. .
International Journal of Machining and Machinability of Materials, 2009, 5 (04) :434-451
[2]  
Alam K., 2009, AM J BIOMED SCI 2009, V1, P312, DOI [10.5099/aj090400312, DOI 10.5099/AJ090400312]
[3]   Thermal osteonecrosis and bone drilling parameters revisited [J].
Augustin, Goran ;
Davila, Slavko ;
Mihoci, Kristijan ;
Udiljak, Toma ;
Vedrina, Denis Stjepan ;
Antabak, Anko .
ARCHIVES OF ORTHOPAEDIC AND TRAUMA SURGERY, 2008, 128 (01) :71-77
[4]   Application of grey-fuzzy logic on the optimal process design of an injection-molded part with a thin shell feature [J].
Chiang, KT ;
Chang, FP .
INTERNATIONAL COMMUNICATIONS IN HEAT AND MASS TRANSFER, 2006, 33 (01) :94-101
[5]  
Deng Julong, 1989, Journal of Grey Systems, V1, P1
[6]  
Hillery MT, 1999, J MATER PROCESS TECH, V93, P302
[7]   Optimization of plasma arc welding parameters by using the Taguchi method with the grey relational analysis [J].
Hsiao, Y. F. ;
Tarng, Y. S. ;
Huang, W. J. .
MATERIALS AND MANUFACTURING PROCESSES, 2008, 23 (01) :51-58
[8]   Influence of orthopaedic drilling parameters on temperature and histopathology of bovine tibia: An in vitro study [J].
Karaca, F. ;
Aksakal, B. ;
Kom, M. .
MEDICAL ENGINEERING & PHYSICS, 2011, 33 (10) :1221-1227
[9]   Application of grey fuzzy logic for the optimization of drilling parameters for CFRP composites with multiple performance characteristics [J].
Krishnamoorthy, A. ;
Boopathy, S. Rajendra ;
Palanikumar, K. ;
Davim, J. Paulo .
MEASUREMENT, 2012, 45 (05) :1286-1296
[10]   An experimental investigation on thermal exposure during bone drilling [J].
Lee, JuEun ;
Ozdoganlar, O. Burak ;
Rabin, Yoed .
MEDICAL ENGINEERING & PHYSICS, 2012, 34 (10) :1510-1520