Feed cutting force estimation from the current measurement with hybrid learning

被引:39
|
作者
Li, X
Venuvinod, PK
Chen, MK
机构
[1] City Univ Hong Kong, Dept Mfg Engn, Kowloon, Hong Kong, Peoples R China
[2] Harbin Inst Technol, Dept Precis Engn, Harbin 150006, Peoples R China
关键词
feed cutting force; motor current; neuro-fuzzy;
D O I
10.1007/s001700070002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
It is very important to use reliable and inexpensive sensors to obtain useful information about manufacturing processing, such as cutting force, for monitoring automated machining. In this paper, the feed cutting force is measured using an inexpensive current sensor installed on the a.c. servo motor of a CNC turning centre. The factors that affect of feed drive system are analysed in detail, and a model of the feed drive system for estimating feed cutting force is presented. The feed cutting force is estimated using feed motor current measurement and neuro-fuzzy techniques. Experimental results demonstrate that this method can accurately estimate feed cutting force within an error of 5%.
引用
收藏
页码:859 / 862
页数:4
相关论文
共 50 条
  • [41] Estimation of current from near-field measurement
    Weng, HX
    Beetner, DG
    DuBroff, RE
    Shi, J
    EMC 2005: IEEE INTERNATIONAL SYMPOSIUM ON ELECTROMAGNETIC COMPATIBILITY, VOLS 1-3, PROCEEDINGS, 2005, : 222 - 227
  • [42] Radial immersion angle estimation using cutting force and predetermined cutting force ratio in face milling
    Kwon, WT
    Choi, D
    INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 2002, 42 (15): : 1649 - 1655
  • [43] Force and torque parameter estimation for a 4-pole hybrid electromagnet by ANFIS hybrid learning algorithm
    Atlihan, Murat
    Yalcin, Baris Can
    Erkan, Kadir
    TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2017, 25 (05) : 3684 - 3698
  • [44] An enhanced method for cutting force estimation in peripheral milling
    Perez, H.
    Diez, E.
    Marquez, J. J.
    Vizan, A.
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2013, 69 (5-8): : 1731 - 1741
  • [45] Method for Friction Force Estimation on the Flank of Cutting Tools
    Huerta, Luis
    Lozano-Guzman, Alejandro
    Orozco-Mendoza, Horacio
    Carlos Jauregui-Correa, Juan
    SHOCK AND VIBRATION, 2017, 2017
  • [46] Rock-properties estimation by TBM cutting force
    Fukui, K
    Okubo, S
    NINTH INTERNATIONAL CONGRESS ON ROCK MECHANICS, VOLS 1 & 2, 1999, : 1217 - 1220
  • [47] Adaptive cutting force control with a hybrid axis system
    Denkena, Berend
    Flöter, Felix
    International Journal of Automation Technology, 2013, 7 (04) : 378 - 384
  • [48] Measurement and Analysis of Cutting Force and Optimization of Cutting Parameters by High Speed Milling
    Li Huzeng
    Wang Yi
    Zhu Naixiong
    Hu Raobo
    Zhang Chong
    Wang Fangbao
    FUNCTIONAL MANUFACTURING AND MECHANICAL DYNAMICS II, 2012, 141 : 344 - +
  • [49] An enhanced method for cutting force estimation in peripheral milling
    H. Perez
    E. Diez
    J. J. Marquez
    A. Vizan
    The International Journal of Advanced Manufacturing Technology, 2013, 69 : 1731 - 1741
  • [50] Experimental estimation of friction force in lubricated cutting of steel
    Pottirayil, Anirudhan
    Kailas, Satish V.
    Biswas, S. K.
    WEAR, 2010, 269 (7-8) : 557 - 564