Sequencing the features to minimise the non-cutting energy consumption in machining considering the change of spindle rotation speed

Luoke Hu, Ying Liu*, Niels Lohse, Renzhong Tang, Jingxiang Lv, Chen Peng, Steve Evans

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

A considerable amount of energy consumed by machine tools is attributable to non-cutting operations, including tool path, tool change, and change of spindle rotation speed. The non-cutting energy consumption of the machine tool (NCE) is affected by the processing sequence of the features of a specific part (PFS) because the plans of non-cutting operations will vary based on the different PFS. This article aims to understand the NCE between processing a specific feature and its pre- or post-feature, especially the energy consumed during the speed change of the spindle rotation. Based on the developed model, a single objective optimisation problem is introduced that minimises the NCE. Then, Ant Colony Optimisation (ACO) is employed to search for the optimal PFS. A case study is developed to validate the effectiveness of the proposed approach. Two parts with 12 and 15 features are processed on a machining centre. The simulation experiment results show that the optimal or near-optimal PFS can be found. Consequently, 8.70% and 30.42% reductions in NCE are achieved for part A and part B, respectively. Further, the performance of ACO for our specific optimisation problem is discussed and validated based on comparisons with other algorithms.

Original languageEnglish
Pages (from-to)935-946
Number of pages12
JournalEnergy
Volume139
DOIs
Publication statusPublished - 15 Nov 2017

Bibliographical note

Publisher Copyright:
© 2017 The Authors

Keywords

  • Ant colony optimisation
  • Feature sequencing
  • Non-cutting energy consumption
  • Spindle rotation
  • Sustainable manufacturing

ASJC Scopus subject areas

  • Civil and Structural Engineering
  • Building and Construction
  • Modelling and Simulation
  • Renewable Energy, Sustainability and the Environment
  • Fuel Technology
  • Energy Engineering and Power Technology
  • Pollution
  • General Energy
  • Mechanical Engineering
  • Industrial and Manufacturing Engineering
  • Management, Monitoring, Policy and Law
  • Electrical and Electronic Engineering

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