Title :
Real time and an in-process measuring system for the grinding process cylindrical workpieces using Kalman filtering
Author :
Hyung Lee, Man ; Bae, Jong Il ; Sup Yoon, Kang ; Harashima, Fumio
Author_Institution :
Sch. of Mech. Eng., Pusan Nat. Univ., South Korea
fDate :
12/1/2000 12:00:00 AM
Abstract :
This paper introduces an in-process measurement system that does not pause during the machining processes. The system could result in enhanced productivity and quality control in manufacturing processes that use a surface grinding spindle. For the gauging sensor of the measurement system, we propose an eddy-current sensor because it is a noncontact type, which uses an eddy current induced when a metallic material is placed in a high-frequency electromagnetic field. Also, it is very insensitive to other kinds of interference such as cutting fluids, coolants, contact pressure, and wear at the contact point. For data analysis, the measurement system was modeled as a linearized discrete form, and the states with noises were estimated by an extended Kalman filter. Validation of this system was performed through a simulation and an experiment.
Keywords :
Kalman filters; diameter measurement; eddy currents; electric sensing devices; electromagnetic fields; grinding; quality control; Kalman filtering; cylindrical workpieces; data analysis; diameter measurement; eddy-current sensor; extended Kalman filter; gauging sensor; grinding process; high-frequency electromagnetic field; in-process measuring system; induced eddy current; linearized discrete form model; manufacturing processes; metallic material; productivity improvement; quality control improvement; real time measuring system; surface grinding spindle; Current measurement; Electromagnetic measurements; Filtering; Kalman filters; Machining; Manufacturing processes; Productivity; Quality control; Real time systems; Sensor systems;
Journal_Title :
Industrial Electronics, IEEE Transactions on