CBR Based Energy Consumption Model of Cutting Period in CNC Lathe

被引:0
|
作者
Xu Binzi [1 ]
Wang Yan [1 ]
Ji Zhicheng [1 ]
机构
[1] Jiangnan Univ, Sch IoT & Engn, Wuxi 214122, Peoples R China
基金
中国国家自然科学基金;
关键词
energy consumption; CNC lathe; CBR; turning; MACHINE-TOOLS; EFFICIENCY; SYSTEM; DESIGN;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Since energy consumption of cutting period in CNC lathe is determined by many factors, it is very difficult to model its dynamics precisely only through mechanism modeling method. In this paper, a novel energy consumption model is presented based on Case-Based Reasoning (CBR). Firstly, redundant and incompatible data are cleared through data preprocessing; secondly, the attribute importance of condition attributes is calculated by an output-based method. Then, dissimilarity degree between each case and target case is defined for case reuse. Finally, the output of new input is obtained through calculation. The experiments reveal the feasibility of this method.
引用
收藏
页码:9691 / 9697
页数:7
相关论文
共 50 条
  • [1] Rough-Set-Based Energy Consumption Model of Cutting Period in CNC Lathe
    Xu, Binzi
    Wang, Yan
    Ji, Zhicheng
    Hu, Manfeng
    [J]. THEORY, METHODOLOGY, TOOLS AND APPLICATIONS FOR MODELING AND SIMULATION OF COMPLEX SYSTEMS, PT III, 2016, 645 : 402 - 411
  • [2] Research on Cutting Quantity Optimization Based on CNC Lathe
    Chen, Longbo
    [J]. 2017 IEEE 3RD INFORMATION TECHNOLOGY AND MECHATRONICS ENGINEERING CONFERENCE (ITOEC), 2017, : 254 - 257
  • [3] Compilation of cutting load spectrum for CNC lathe based on DBN-BP prediction model
    Li, Guofa
    Meng, Fanning
    Wang, Jili
    He, Jialong
    Zhao, Xinyue
    Feng, Cong
    [J]. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 2022,
  • [4] Research on Modeling of Cutting Power on CNC Lathe Based on Orthogonal Experiment
    Zhou, Zhi-heng
    Zhang, Chao-yong
    Xie, Yang
    Liu, Hong-qi
    [J]. INTERNATIONAL CONFERENCE ON ENERGY, ENVIRONMENT AND MATERIALS ENGINEERING (EEME 2014), 2014, : 698 - 705
  • [5] Lean energy analysis of CNC lathe
    Liana, N. A.
    Amsyar, N.
    Hilmy, I.
    Yusof, M. D.
    [J]. INTERNATIONAL CONFERENCE ON ADVANCES IN MANUFACTURING AND MATERIALS ENGINEERING (ICAMME 2017), 2018, 290
  • [6] Research of Toolsetting Method for Thread Cutting on CNC Lathe
    Ma Zhihong
    Cai Shanle
    Zhao Xue
    [J]. FIFTH INTERNATIONAL CONFERENCE ON MACHINE VISION (ICMV 2012): ALGORITHMS, PATTERN RECOGNITION AND BASIC TECHNOLOGIES, 2013, 8784
  • [7] Model design and analysis improvement of CNC Lathe Based on Ergonomics
    Liu LiFu
    LiWei
    TanZhenHua
    Zhang Meng
    Bo MengZhe
    [J]. 2019 7TH INTERNATIONAL FORUM ON INDUSTRIAL DESIGN, 2019, 573
  • [8] Determination of materials and cutting conditions in a CNC lathe turning operation
    Bautista Hernandez-Granados, Juan
    Meneses-Guzman, Marcela
    Picado-Alvarado, Federico
    [J]. TECNOLOGIA EN MARCHA, 2014, 27 (02): : 32 - 39
  • [9] Cutting Force Monitoring and Control System for CNC Lathe Machines
    Cubas, Jorge
    Leoro, Josuet
    Reyes, Daniel
    Yeh, Syh-Shiuh
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS (AIM), 2016, : 184 - 188
  • [10] The design of CNC lathe cutting force signal on-line monitoring
    Zhao, Jianbo
    [J]. MECHANICAL ENGINEERING AND GREEN MANUFACTURING II, PTS 1 AND 2, 2012, 155-156 : 526 - 530