576
Views
9
CrossRef citations to date
0
Altmetric
Articles

Specific energy consumption prediction model of CNC machine tools based on tool wear

, , , &
Pages 159-168 | Received 28 Feb 2019, Accepted 14 Jan 2020, Published online: 28 Jan 2020

References

  • Balogun, V. A., and P. T. Mativenga. 2013. “Modelling of Direct Energy Requirements in Mechanical Machining Processes.” Journal of Cleaner Production 41: 179–186. doi:10.1016/j.jclepro.2012.10.015.
  • David, A. G. Z., A. M. Abdullah, and G. B. Germanico. 2018. “An Energy Consumption Approach in a Manufacturing Process Using Design of Experiments.” International Journal of Computer Integrated Manufacturing 31 (11): 1067–1077. doi:10.1080/0951192X.2018.1493234.
  • Duflou, J. R., J. W. Sutherland, D. Dornfeld, C. Herrmann, J. Jeswiet, S. Kara, M. Hauschild, and K. Kellens. 2012. “Towards Energy and Resource Efficient Manufacturing: Aprocesses and Systems Approach.” CIRP Annals - Manufacturing Technology 61 (2): 587–609. doi:10.1016/j.cirp.2012.05.002.
  • Garg, A., J. S. L. Lam, and L. Gao. 2016. “Power Consumption and Tool Life Models for the Production Process.” Journal of Cleaner Production 131: 754–764. doi:10.1016/j.jclepro.2016.04.099.
  • He, Y., B. Liu, X. D. Zhang, H. Gao, and X. H. Liu. 2012. “A Modeling Method of Task-oriented Energy Consumption for Machining Manufacturing System.” Journal of Cleaner Production 23 (1): 167–174. doi:10.1016/j.jclepro.2011.10.033.
  • Jia, S., R. Z. Tang, and J. X. Lv. 2016. “Machining Activity Extraction and Energy Attributes Inheritance Method to Support Intelligent Energy Estimation of Machining Process.” Journal of Intelligent Manufacturing 27 (3): 595–616. doi:10.1007/s10845-014-0894-7.
  • Jia, S., R. Z. Tang, J. X. Lv, Q. H. Yuan, and T. Peng. 2017. “Energy Consumption Modeling of Machining Transient States Based on Finite State Machine.” International Journal of Advanced Manufacturing Technology 88 (5–8): 2305–2320. doi:10.1007/s00170-016-8952-2.
  • Kara, S., and W. Li. 2011. “Unit Process Energy Consumption Models for Material Removal Processes.” CIRP Annals - Manufacturing Technology 60 (1): 37–40. doi:10.1016/j.cirp.2011.03.018.
  • Li, L., J. H. Yan, and Z. W. Xing. 2013. “Energy Requirements Evaluation of Milling Machines Based on Thermal Equilibrium and Empirical Modeling.” Journal of Cleaner Production 52: 113–121. doi:10.1016/j.jclepro.2013.02.039.
  • Li, T., L. L. Kong, H. C. Zhang, and I. ASIF. 2014. “Recent Research and Development of Typical Cutting Machine Tool’s Energy Consumption Model.” Journal of Mechanical Engineering 50 (7): 102–111. doi:10.3901/JME.2014.07.102. ( in chinese).
  • Liu, F., Q. L. Wang, and G. J. Liu. 2013. “Content Architecture and Future Trends of Energy Efficiency Research on Machining Systems.” Journal of Mechanical Engineering 49 (19): 87–94. doi:10.3901/JME.2013.19.087.
  • Liu, F., J. Xie, and S. Liu. 2015. “A Method for Predicting the Energy Consumption of the Main Driving System of A Machine Tool in A Machining Process.” Journal of Cleaner Production 105: 171–177. doi:10.1016/j.jclepro.2014.09.058.
  • Lv, J. X., R. Z. Tang, W. C. J. Tang, Y. Liu, Y. F. Zhang, and S. Jia. 2017. “An Investigation into Reducing the Spindle Acceleration Energy Consumption of Machine Tools.” Journal of Cleaner Production 143: 794–803. doi:10.1016/j.jclepro.2016.12.045.
  • Ma, F., H. Zhang, H. J. Cao, and K. K. B. Hon. 2017. “An Energy Consumption Optimization Strategy for CNC Milling.” International Journal of Advanced Manufacturing Technology 90 (5–8): 1715–1726. doi:10.1007/s00170-016-9497-0.
  • Mori, M., M. Fujishima, Y. Inamasu, and Y. Oda. 2011. “A Study on Energy Efficiency Improvement for Machine Tools.” CIRP Annals - Manufacturing Technology 60 (1): 145–148. doi:10.1016/j.cirp.2011.03.099.
  • Newman, S. T., A. Nassehi, R. Imani-Asrai, and V. Dhokia. 2012. “Energy Efficient Process Planning for CNC Machining.” CIRP Journal of Manufacturing Science and Technology 5 (2): 127–136. doi:10.1016/j.cirpj.2012.03.007.
  • Quintana, G., J. Ciurana, and J. Ribatallada. 2011. “Modelling Power Consumption in Ball-end Milling Operations.” Materials and Manufacturing Processes 26 (5): 746–756. doi:10.1080/10426910903536824.
  • Seow, Y., S. Rahimifard, and E. Woolley. 2013. “Simulation of Energy Consumption in the Manufacture of a Product.” International Journal of Computer Integrated Manufacturing 26 (7): 663–680. doi:10.1080/0951192X.2012.749533.
  • Vasco, D. G., A. O. L. José, and F. M. João. 2017. “Energy Consumption Awareness in Manufacturing and Production Systems.” International Journal of Computer Integrated Manufacturing 30 (1): 84–95. doi:10.1080/0951192X.2016.1185154.
  • Wang, X. L., W. Luo, H. Zhang, B. B. Dan, and F. Li. 2016. “Energy Consumption Model and Its Simulation for Manufacturing and Remanufacturing Systems.” International Journal of Advanced Manufacturing Technology 87 (5–8): 1557–1569. doi:10.1007/s00170-015-7057-7.
  • Warsi, S. S., S. H. I. Jaffery, R. Ahmad, M. Khan, M. H. Agha, and L. Ali. 2018. “Development and Analysis of Energy Consumption Map for High-speed Machining of Al 6061-T6 Alloy.” International Journal of Advanced Manufacturing Technology 96 (1–4): 91–102. doi:10.1007/s00170-018-1588-7.
  • Yan, J. H., and L. Li. 2013. “Multi-objective Optimization of Milling Parameters-the Trade-offs between Energy, Production Rate and Cutting Quality.” Journal of Cleaner Production 52: 462–471. doi:10.1016/j.jclepro.2013.02.030.
  • Yang, H. D., H. C. Li, C. J. Zhu, H. Fang, and J. Li. 2018. “A Process Parameters Selection Approach for Trade-off between Energy Consumption and Polishing Quality.” International Journal of Computer Integrated Manufacturing 31 (4–5): 380–395. doi:10.1080/0951192X.2017.1407875.
  • Yoon, H. S., J. Y. Lee, M. S. Kim, and S. H. Ahn. 2014. “Empirical Power-consumption Model for Material Removal in Three-axis Milling.” Journal of Cleaner Production 78 (78): 54–62. doi:10.1016/j.jclepro.2014.03.061.
  • Zhao, G. Y., Z. Y. Liu, Y. He, H. J. Cao, and Y. B. Guo. 2017. “Energy Consumption in Machining: Classification, Prediction, and Reduction Strategy.” Energy 133: 142–157. doi:10.1016/j.energy.2017.05.110.
  • Zhou, L. R., J. F. Li, F. Y. Li, and Q. Meng. 2016. “Energy Consumption Model and Energy Efficiency of Machine Tools: A Comprehensive Literature Review.” Journal of Cleaner Production 112 (5): 3721–3734. doi:10.1016/j.jclepro.2015.05.093.
  • Zhou, Y., H. Zhang, W. Yan, F. Ma, G. F. Li, and W. T. Cheng. 2018. “Energy Consumption Prediction Model of Plane Grinder Processing System Based on BP Neural Network.” International Journal of Wireless and Mobile Computing 14 (4): 320–327. doi:10.1504/IJWMC.2018.093857.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.