title: A feasibility investigation for modeling and optimization of temperature in bone drilling using fuzzy logic and Taguchi optimization methodology.
abstract: Drilling of bone is a common procedure in orthopedic surgery to produce hole for screw insertion to fixate the fracture devices and implants. The increase in temperature during such a procedure increases the chances of thermal invasion of bone which can cause thermal osteonecrosis resulting in the increase of healing time or reduction in the stability and strength of the fixation. Therefore, drilling of bone with minimum temperature is a major challenge for orthopedic fracture treatment. This investigation discusses the use of fuzzy logic and Taguchi methodology for predicting and minimizing the temperature produced during bone drilling. The drilling experiments have been conducted on bovine bone using Taguchi's L25 experimental design. A fuzzy model is developed for predicting the temperature during orthopedic drilling as a function of the drilling process parameters (point angle, helix angle, feed rate and cutting speed). Optimum bone drilling process parameters for minimizing the temperature are determined using Taguchi method. The effect of individual cutting parameters on the temperature produced is evaluated using analysis of variance. The fuzzy model using triangular and trapezoidal membership predicts the temperature within a maximum error of ±7%. Taguchi analysis of the obtained results determined the optimal drilling conditions for minimizing the temperature as A3B5C1.The developed system will simplify the tedious task of modeling and determination of the optimal process parameters to minimize the bone drilling temperature. It will reduce the risk of thermal osteonecrosis and can be very effective for the online condition monitoring of the process.
authors.affiliation: Department of Mechanical Engineering, Indian Institute of Technology Patna, Patna, India.
authors.forename: Rupesh Kumar
authors.initials: RK
authors.lastname: Pandey
authors.affiliation: Department of Mechanical Engineering, Indian Institute of Technology Patna, Patna, India sspanda@iitp.ac.in.
authors.forename: Sudhansu Sekhar
authors.initials: SS
authors.lastname: Panda
mesh_terms: D000465:Algorithms; D000818:Animals; D001831:Body Temperature / Q000502:physiology*; D002417:Cattle; D003198:Computer Simulation; D005240:Feasibility Studies; D005269:Femur / Q000502:physiology* / Q000601:surgery*; D017143:Fuzzy Logic; D066298:In Vitro Techniques; D008954:Models, Biological; D015233:Models, Statistical; D010027:Osteotomy / Q000379:methods*; D015203:Reproducibility of Results; D012680:Sensitivity and Specificity; D025321:Surgery, Computer-Assisted / Q000379:methods
keywords: Orthopedic surgery; Taguchi method; analysis of variance; fuzzy logic; thermal osteonecrosis