Prediction of thrust force of step drill in drilling composite material by Taguchi method and radial basis function network

International Journal of Advanced Manufacturing Technology

Volumn 36, Issue 1-2, 2008, Pages 11-18

  Tsao, C C ^a  

^a Tahua Institute of Technology   (Taiwan)

Author keywords

Delamination; Radial basis function network; Step drill; Taguchi method; Thrust force

Indexed keywords

CARBON FIBER REINFORCED PLASTICS; DELAMINATION; DRILLING; MACHINING; RADIAL BASIS FUNCTION NETWORKS; TAGUCHI METHODS;

DRILL GEOMETRY; MATERIAL SECONDARY MACHINING; STEP DRILL; THRUST FORCE;

COMPOSITE MATERIALS;

EID: 38949085976     PISSN: 02683768     EISSN: 14333015     Source Type: Journal    
DOI: 10.1007/s00170-006-0808-8     Document Type: Article

References (33)

1. Ravishankar SR, Murthy CRL (1996) Ultrasonic imaging for evaluation of drill-induced delaminations in composite laminates. In: Proc 14th World Conference Nondestructive test, 8-13 December. New Delhi, India, pp 489-494
2. Galloway DF (1957) Some experiments on the influence of various factors on drill performance. ASME 79:191-237
3. Russell WR (1962) Drill design and drilling conditions for improved efficiency. ASTME Paper No. 397:62
4. Sakuma K, Yokoo Y, Seto M (1984) Study on drilling of reinforced plastics: relation between tool material and wear behavior. Bull JSME 27(228):1237-1244
5. Jain S, Yang DCH (1993) Effects of feedrate and chisel edge on delamination in composite drilling. ASME J Eng Ind 115:398-405
6. Mathew J, Ramakrishnan N, Naik NK (1999) Investigations into the effect of geometry of a trepanning tool on thrust and torque during drilling of GFRP composites. J Mater Process Technol 91:1-11
7. Piquet R, Ferret B, Lachaud F, Swider P (2000) Experimental analysis of drilling damage in thin carbon/epoxy plate using special drills. Compos Part A: Appl Sci Manuf 31(10):1107-1115
8. Hocheng H, Tsao CC (2003) Comprehensive analysis of delamination in drilling of composite materials with various drill bits. J Mater Process Technol 140:335-339
9. Tagliaferri V, Caprino G, Diterlizzi A (1990) Effect of drilling parameters on the finish and mechanical properties of GFRP composites. Int J Mach Tools Manuf 30(1):77-84
10. Mohan NS, Ramachandra A, Kulkarni SM (2005) Influence of process parameters on cutting force and torque during drilling of glass-fiber polyester reinforced composites. Compos Struct 71(3-4):407-413
11. Kim GW, Lee KY (2005) Critical thrust force at propagation of delamination zone due to drilling of FRP/metallic strips. Compos Struct 69(2):137-141
12. König W, Wulf C, Grass P, Willerscheid H (1985) Machining of fiber reinforced plastics. Ann CIRP 34(2):536-548
13. Komanduri R, Zhang B, Vissa CM (1991) Machining of fiber reinforced composites. Proc Manuf Compos Mater 49(27):1-36
14. Won MS, Dharan CKH (2002) Chisel edge and pilot hole effects in drilling composite laminates. ASME J Manuf Sci Eng 124:242-247
15. Tsao CC, Hocheng H (2003) The effect of chisel length and associated pilot hole on delamination when drilling composite materials. Int J Mach Tools Manuf 43(11):1087-1092
16. Tsao CC (2006) The effect of pilot hole on delamination when core drill drilling composite materials. Int J Mach Tools Manuf 46(12-13):1653-1661
17. Ko SL, Chang JE, Yang GE (2003) Burr minimizing scheme in drilling. J Mater Process Technol 140:237-242
18. Xia RS, Mahdavian SM (2005) Experimental studies of step drills and establishment of empirical equations for the drilling process. Int J Mach Tools Manuf 45(2):235-240
19. Rangwala S, Dornfeld D (1990) Sensor integration using neural networks for intelligent tool condition monitoring. ASME J Eng Ind 112:219-228
20. Rahman M, Zhou Q, Hong GS (1995) On-line cutting state recognition in turning using a neural network. Int J Adv Manuf Technol 10(2):87-92
21. Tsao CC (2002) Prediction of flank wear of different coated drills for JIS SUS 304 stainless steel using neural network. J Mater Process Technol 123(3):354-360
22. Sanjay C, Neema ML, Chin CW (2005) Modeling of tool wear in drilling by statistical analysis and artificial neural networks. J Mater Process Technol 170(3):494-500
23. Panda SS, Singh AK, Chakraborty D, Pal SK (2006) Drill wear monitoring using back propagation neural network. J Mater Process Technol 172(2):283-290
24. Manish TV, Chandrashekhara K (2000) A thick composite-beam model for delamination prediction by the use of neural networks. Compos Sci Technol 60:1773-1779
25. Stone R, Krishnamurthy K (1996) A neural network thrust force controller to minimize delamination during drilling of graphite-epoxy laminates. Int J Mach Tools Manuf 36(9):985-1003
26. Karri V (1999) RBF neural network for thrust and torque predictions in drilling operations. In: Proc 3rd International Conference on Computational Intelligence and Multimedia Applications (ICCIMA'99), 23-26 September. New Delhi, India, pp 55-59
27. Kawaji S, Arao M, Chen Y (2001) Thrust force control of drilling system using neural network. IEEE/ASME International Conference on Advanced Intelligent Mechatronics, 8-12 July. IEEE Conference Publications, no. 1, Como, Italy, pp 476-481
28. Bendell A, Disney J, Pridmore WA (1989) Taguchi methods - application in world application: industries, productivity, improvement and case study, IFS Publication
29. Davim JP, Reis P (2003) Drilling carbon fiber reinforced plastics manufactured by autoclave-experimental and statistical study. Mater Des 24(5):315-324
30. Tsao CC, Hocheng H (2004) Taguchi analysis of delamination associated with various drill bits in drilling of composite material. Int J Mach Tools Manuf 44(10):1085-1090
31. Enemuoh EU, El-Gizawy AS, Okafor AC (2001) An approach for development of damage-free drilling of carbon fiber reinforced thermosets. Int J Mach Tools Manuf 41(12):1795-1814
32. Davim JP, Reis P (2003) Study of delamination in drilling carbon fiber reinforced plastics (CFRP) using design experiments. Compos Struct 59(4):481-487
33. Park SH (1996) Robust design and analysis for quality engineering. Chapman & Hall, New York