Title :
Tool breakage monitoring using motor current signals for machine tools with linear motors
Author :
Li, Xiaoli ; Du, R. ; Denkena, Berend ; Imiela, Joachim
Author_Institution :
Centre for Res. in Comput. Intelligence & Applications, Univ. of Birmingham, UK
Abstract :
In recent years, a number of machining centers have been built using linear motors. These machining centers have great potential for precision and high-speed machining. Nevertheless, a number of problems remain unsolved, such as monitoring and control. This paper presents a new tool breakage monitoring method for this type of machining center using the current signal of the linear motor. First, the relationship between the cutting force and the motor current is analyzed. Then, the new tool breakage method is presented. From a mathematical point of view, the new method uses a nonlinear energy operator to capture the abrupt changes of the motor current signal, which is directly related to the tool breakage. The experiment validation is included.
Keywords :
condition monitoring; cutting; fracture; linear motors; machine tools; mathematical analysis; cutting force; high-speed machining; linear motor; machine tool; mathematical analysis; motor current signal; nonlinear energy operator; tool breakage monitoring; Condition monitoring; Costs; Energy capture; Feeds; Force measurement; Force sensors; Machine tools; Machining; Milling machines; Stators; Cutting force; linear motor; machine tool; motor current; smoothed nonlinear energy operator; tool breakage monitoring;
Journal_Title :
Industrial Electronics, IEEE Transactions on
DOI :
10.1109/TIE.2005.855656