A molecular simulation based computational intelligence study of a nano-machining process with implications on its environmental performance

作者: A. Garg , V. Vijayaraghavan , Jasmine Siu Lee Lam , Pravin M Singru , Liang Gao

DOI: 10.1016/J.SWEVO.2015.01.001

关键词:

摘要: Abstract Determining the optimum input parameter settings (temperature, rotational velocity and feed rate) in optimizing properties (strength time) of nano-drilling process can result an improvement its environmental performance. This is because essential component power consumption during drilling therefore by determining appropriate value required optimization properties, trial-and-error approach that normally results loss waste resources be avoided. However, effective requires formulation generalized explicit mathematical model. In present work, Boron Nitride Nanosheet (BNN) panels studied using model formulated a molecular dynamics (MD) based computational intelligence (CI) approach. The consists nano scale modeling MD simulation which further fed into paradigm CI cluster comprising genetic programming, was specifically designed to formulate relationship nano-machining BNN panel with respect temperature, drill bit. Performance proposed evaluated against actual results. We find our integrated able very well, used complement analytical solution developed simulation. Additionally, we also conducted sensitivity parametric analysis found temperature has least influence, whereas highest influence on panel.

参考文章(50)
Wanlin Guo, Yitao Dai, Zhuhua Zhang, Stability and electronic properties of small BN nanotubes arXiv: Materials Science. ,(2008) , 10.1063/1.3115446
K. Tai, A. Garg, Review of genetic programming in modeling of machining processes international conference on modelling, identification and control. pp. 653- 658 ,(2012)
C. Iwamoto, H. S. Yang, S. Watanabe, T. Yoshida, Dynamic and atomistic deformation of sp2-bonded boron nitride nanoarrays Applied Physics Letters. ,vol. 83, pp. 4402- 4404 ,(2003) , 10.1063/1.1629139
H.-C. Chiu, S. Kim, C. Klinke, E. Riedo, Morphology dependence of radial elasticity in multiwalled boron nitride nanotubes Applied Physics Letters. ,vol. 101, pp. 103109- ,(2012) , 10.1063/1.4751346
Akhil Garg, Yogesh Bhalerao, Kang Tai, None, Review of empirical modelling techniques for modelling of turning process International Journal of Modelling, Identification and Control. ,vol. 20, pp. 121- 129 ,(2013) , 10.1504/IJMIC.2013.056184
Murat Sarıkaya, Abdulkadir Güllü, Taguchi design and response surface methodology based analysis of machining parameters in CNC turning under MQL Journal of Cleaner Production. ,vol. 65, pp. 604- 616 ,(2014) , 10.1016/J.JCLEPRO.2013.08.040
William G. Hoover, Canonical dynamics: Equilibrium phase-space distributions Physical Review A. ,vol. 31, pp. 1695- 1697 ,(1985) , 10.1103/PHYSREVA.31.1695