Sensitivity analysis of effective parameters on bone drilling force by using E-fast method

Document Type : Original Article

Authors

1 MSc.Department of Mechnical Engineering, Iran University of Science and Technology (IUST), Tehran, Iran

2 MSc. Department of Mechanical Engineering, Arak University of Technology, Arak ,iran

3 MSc, Department of Faculty Engineering, Tafresh University, Tafresh,Iran

Abstract
Drilling is one of the most common methods during surgery on human bones with the aim of keeping broken bones together. Due to the complexity of the material under the machining process and the sensitivity of the process, it is one of the most important and widely used mechanical methods in the field of medical engineering. Cracking, breaking and serious damage to bone tissue is a problem that may arise with increased machining forces during orthopedic operations. In this article, a second-order linear regression equation was presented in order to predict the behavior of drilling forces in terms of feed speed, tool rotational speed, drill diameter and their effective interactions. Also, to check the influence of each parameter, E-fast sensitivity analysis method was used. According to the obtained results, the rotational speed of the drill is the most effective input parameter on bone drilling forces with 57% influence. After that, the feed rate with 23% and the cutting depth with 20% are the parameters affecting the force in the bone drilling process.

Keywords


[1] Tahmasbi V, Ghoreishi M, Zolfaghari M. Part H: Journal of Engineering in Medicine. Investigation, sensitivity analysis, and multi-objective optimization of effective parameters on temperature and force in robotic drilling cortical bone. 2017;231:1012 .
[2] Amewoui F, Le Coz G, Bonnet A-S, Moufki A. An analytical modeling with experimental validation of bone temperature rise in drilling process. Medical engineering & physics. 2020;84:151-60 .
[3] Heydari H, Asadipoor N. Providing an analytical model and experimental study of the behavior of cortical bone drilling the thrust force. Modares Mechanical Engineering. 2017;17:175-84 .
[4] Wang W, Shi Y, Yang N, Yuan X. Experimental analysis of drilling process in cortical bone. Medical engineering & physics .2014 .
[5] Louredo M, Díaz I, Gil JJ. DRIBON: A mechatronic bone drilling tool. Mechatronics. 2012;22:1060-6 .
[6] Sui J, Sugita N, Ishii K, Harada K, Mitsuishi M. Mechanistic modeling of bone-drilling process with experimental validation. Journal of materials processing technology. 2014;214:1018-26 .
[7] Augustin G, Zigman T, Davila S, Udilljak T, Staroveski T, Brezak D, et al. Cortical bone drilling and thermal osteonecrosis. Clinical biomechanics. 2012;27:313-25 .
[8] Aziz MH, Ayub MA, Jaafar R .Real-time algorithm for detection of breakthrough bone drilling. Procedia Engineering. 2012;41:352-9 .
[9] Sui J, Sugita N. Experimental study of thrust force and torque for drilling cortical bone. Annals of biomedical engineering. 2019;47:802-12 .
[10] Shakouri E, Sadeghi MH, Maerefat M, Karafi M, Memarpour M. Experimental and Analytical Investigation of Thrust Force In Ultrasonic Assisted Drilling of Bone. Modares Mechanical Engineering. 2014;14:194-200 .
[11] Agarwal R, Singh J, Gupta V. Prediction of temperature elevation in rotary ultrasonic bone drilling using machine learning models: An in-vitro experimental study. Medical engineering & physics. 2022;110:103869 .
[12] Jacob C, Berry J, Pope M, Hoaglund F. A study of the bone machining process—drilling .Journal of Biomechanics. 1976;9:343-9 .
[13] Alam K, Mitrofanov A, Silberschmidt VV. Experimental investigations of forces and torque in conventional and ultrasonically-assisted drilling of cortical bone. Medical engineering & physics. 2011;33:234-9.
[14] Basiaga M, Paszenda Z, Szewczenko J, Kaczmarek M. Numerical and experimental analyses of drills used in osteosynthesis. Acta of Bioengineering and Biomechanics. 2011;13:29-36 .
[15] MacAvelia T, Salahi M, Olsen M, Crookshank M, Schemitsch EH, Ghasempoor A ,et al. Biomechanical measurements of surgical drilling force and torque in human versus artificial femurs. American Society of Mechanical Engineers; 2012 .
[16] Liu S, Wu D, Zhao J, Yang T, Sun J, Gong K. Novel crescent drill design and mechanistic force modeling for thrust force reduction in bone drilling. Medical engineering & physics. 2022;103:103795 .
[17] Huang T, Du M, Gu X, Cheng X. The Influence of Bit Edge Shape Parameters on Bone Drilling Force Based on Finite Element Analysis. Applied Sciences .2014.
[18] Udiljak T, Ciglar D, Skoric S. Investigation into bone drilling and thermal bone necrosis. Advances in Production Engineering & Management. 2007;2:103-12 .
[19] Ruiz Espejo M. Design of experiments for engineers and scientists. Taylor & Francis; 2006 .
[20] M. Zolfaghari MG, V. Tahmasbi. An investigation and optimization of effective parameters on thrust force in drilling cortical bone process using response surface methodology. Iranian Journal of Manufacturing Engineering.2016;3:54-61 .
[21] Saltelli A, Bolado R. An alternative way to compute Fourier amplitude sensitivity test (FAST). Computational Statistics & Data Analysis. 1998;26:445-60 .
[22] Ryan E, Wild O, Voulgarakis A, Lee L. Fast sensitivity analysis methods for computationally expensive models with multi-dimensional output. Geoscientific Model Development. 2018;11:3131-46.
[23] Tahmasbi V, Ghoreishi M, Zolfaghari M. Investigation, sensitivity analysis, and multi-objective optimization of effective parameters on temperature and force in robotic drilling cortical bone. Proceedings of the Institution of Mechanical Engineers, Part H: Journal of Engineering in Medicine. 2017;231:1012-24 .
[24] Augustin G, Davila S, Mihoci K, Udiljak T, Vedrina DS, Antabak A. Thermal osteonecrosis and bone drilling parameters revisited. Archives of orthopaedic and trauma surgery. 2008;128:71-7 .

  • Receive Date 16 May 2023
  • Revise Date 31 May 2023
  • Accept Date 15 June 2023