Modeling of chip–tool interface temperature using response surface methodology and artificial neural network in HPC-assisted turning and tool life investigation
作者: M. KamruzzamanSaadman Sakib RahmanMd. Zurais Ibne AshrafNikhil Ranjan Dhar
作者单位: 1Dhaka University of Engineering and Technology
2Ahsanullah University of Science and Technology
3Bangladesh University of Engineering and Technology
刊名: The International Journal of Advanced Manufacturing Technology, 2017, Vol.90 (5-8), pp.1547-1568
来源数据库: Springer Nature Journal
DOI: 10.1007/s00170-016-9467-6
关键词: Chip–tool interface temperatureHPC-assisted machiningScanning electron microscopeResponse surface methodologyAnalysis of varianceArtificial neural network
英文摘要: This study focuses on chip–tool interface temperature modeling of C-60, 17CrNiMo4, and 42CrMo4 steel alloys in dry-cut and high-pressure coolant (HPC)-assisted turning at various cutting speed-feed rates with SNMG and SNMM inserts. Improvement of tool life in turning C-60 steel under the application of jet at elevated pressure over dry machining is investigated. Scanning electron microscope (SEM) views of principal and auxiliary flank worn out tip (48-min) of cutting inserts divulge the effectiveness of high-pressure coolant emulsion over dry and conventional wet cooling. The experimental runs were conducted in full factorial orientation and response surface methodology (RSM) has been employed for subsequent modeling to formulate mathematical equations to devise accurate predictions of...
原始语种摘要: This study focuses on chip–tool interface temperature modeling of C-60, 17CrNiMo4, and 42CrMo4 steel alloys in dry-cut and high-pressure coolant (HPC)-assisted turning at various cutting speed-feed rates with SNMG and SNMM inserts. Improvement of tool life in turning C-60 steel under the application of jet at elevated pressure over dry machining is investigated. Scanning electron microscope (SEM) views of principal and auxiliary flank worn out tip (48-min) of cutting inserts divulge the effectiveness of high-pressure coolant emulsion over dry and conventional wet cooling. The experimental runs were conducted in full factorial orientation and response surface methodology (RSM) has been employed for subsequent modeling to formulate mathematical equations to devise accurate predictions of...
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关键词翻译
关键词翻译
  • methodology 方法学
  • temperature 温度
  • neural 神经系统的
  • assisted 辅助的
  • variance 离散
  • desirability 称心
  • turning 车削
  • interface 界面
  • cutting 伐木
  • artificial 人为的