Application of fuzzy logic for modeling surface roughness in turning CFRP composites using CBN tool

Ying W, Hahn TH (2007) AFM characterization of the interfacial properties of carbon fiber reinforced polymer composites subjected to hygrothermal treatments. Compos Sci Technol 67:92–101

Shanmugam DK, Chen FL, Siores E, Brandt M (2002) Comparative study of jetting machining technologies over laser machining technology for cutting composite materials. Compos Struct 57:289–296

Gaitonde VN, Karnik SR, Campos Rubio J, Esteves Correia A, Abrão AM, Paulo Davim J (2008) Analysis of parametric influence on delamination in high-speed drilling of carbon fiber reinforced plastic composites. J Mater Process Technol 203:431–438

Grzesik W, Brol S (2003) Hybrid approach to surface roughness evaluation in multi stage machining processes. J Mater Process Technol 134:265–272

Palanikumar K (2007) Modeling and analysis for surface roughness in machining glass fibre reinforced plastics using response surface methodology. Mater Des 28:2611–2618

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 71:407–413

Hu NS, Zhang LC (2004) Some observations in grinding unidirectional carbon fibre-reinforced plastics. J Mater Process Technol 152:333–338

Davim JP, Reis P (2003) Study of delamination in drilling carbon fiber reinforced plastics (CFRP) using design experiments. Compos Struct 59:481–487

Palanikumar K, Mata F, Paulo Davim J (2008) Analysis of surface roughness parameters in turning of FRP tubes by PCD tool. J Mater Process Technol 204:469–474

Zadeh L (1965) Fuzzy sets. Inform Control 8:338–353

Raghukandan K, Hokamoto K, Manikandan P (2004) Optimization of process parameters in explosive cladding of mild steel and aluminum. Met Mater Int 10(2):193–197

Ross TJ (1992) Fuzzy logic with engineering applications, Int edn. Mc-Graw Hill, New York

Poulachon G, Bandyopadhyay BP, Jawahir IS, Pheulpin S, Seguin E (2004) Wear behavior of CBN tools while turning various hardened steels. Wear 256:302–310

Poulachon G, Moisan A, Jawahir IS (2001) Tool-wear mechanisms in hard turning with polycrystalline cubic boron nitride tools. Wear 250:576–586

Tzeng C-J, Lin Y-H, Yang Y-K, Jeng M-C (2009) Optimization of turning operations with multiple performance characteristics using the Taguchi method and Grey relational analysis. J Mater Process Technol 209:2753–2759

Chang C-W, Kuo C-P (2007) Evaluation of surface roughness in laser-assisted machining of aluminum oxide ceramics with Taguchi method. Int J Machine Tools Manuf 47:141–147

Wong SV, Hamouda AMS (2000) Optimisation of fuzzy rules design using genetic algorithm. Adv Eng Softw 31:251–262

Yen J, Langari R (2006) Fuzzy logic intelligence, control, and information. Dorling Kindersley Pvt Ltd, India

Nandi AK, Davim JP (2009) A study of drilling performances with minimum quantity of lubricant using fuzzy logic rules. Mechatronics 19(2):218–232

Peres CR, Guerra REH, Haber RH, Alique A, Ros S (1999) Fuzzy model and hierarchical fuzzy control integration: an approach for milling process optimization. Comput Ind 39:199–207

Palanikumar K (2008) Surface roughness model for machining glass fiber reinforced plastics by PCD tool using fuzzy logics. J Reinf Plast Compos 28(18):2273–2286

Klir GJ, Folger TA (1988) Fuzzy sets, uncertainty and information. Prentice-Hall of India Private Limited, New Delhi, pp 10

Sharif Ullah AMM, Harib KH (2006) A human-assisted knowledge extraction method for machining operations. Adv Eng Inform 20:335–350

Jang JSR, Sun CT, Mizutani E (2004) Neuro-Fuzzy and soft computing—a computational approach to learning and machine Intelligence. Pearson Education, Pvt Ltd, Singapore, India Branch, 482 F.I.E., Patparganj, Delhi—110 092, India, pp 24–25

Dixit PM, Dixit US (2008) Chapter 8 Background on soft computing. Engineering Materials and Processes, Model of Metal Forming and Machining Processes, pp 451–501

Latha B, Senthilkumar VS (2009) Analysis of thrust force in drilling glass fiber-reinforced plastic composites using fuzzy logic. Mater Manuf Process 24:4, 509–516

Latha B, Senthilkumar VS (2009) Fuzzy rule based modeling of drilling parameters for delamination in drilling GFRP composites. J Reinf Plast Compos 28:951–964 (originally published)

Boothroyd G, Knight WA (1988) Fundamentals of machining and machine tools. Marcel Dekker, New York, pp 155–173

Palanikumar K, Sivakumar G, Paulo Davim J (2008) Development of an empirical model for surface roughness in the machining of Al/SiC particulate composites by PCD tool. Int J Mater Prod Technol 32(2-3):318–332