Title :
Adaptive control for lift-off effect of EMAT based on IF-THEN rules and ultrasound RMS value
Author :
Orzua, S. ; Baltazar, A. ; Treesatayapun, C.
Author_Institution :
Unidad Saltillo, Robot. & Adv. Manuf., CINVESTAV, Coahuila, Mexico
Abstract :
In the manufacturing industry, the detection of discontinuities on or below the surface of a test object is important for quality control. Also, in many instances when the object´s surface cannot be in physical contact with the sensor (i.e. high temperature or surface conditions) a scan using non contact technique is required. In this work, the use of electromagnetic acoustic transducer (EMAT) to detect discontinuities without contact is proposed. To optimize the EMAT performance a constant lift-off distance between the sensor and the surface is needed. Here, we propose to use the signal gathered by the EMAT sensor as the position feedback of the end-effector of a linear system with one degree of freedom. A novel adaptive scheme for accurate positioning of an EMAT sensor based on RMS value of signal´s amplitude and IF-THEN rules is proposed. This incorporates human knowledge about the manipulator and signal behavior into the artificial controller. An experimental system to validate the proposed controller was developed.
Keywords :
acoustic transducers; adaptive control; electromagnetic devices; end effectors; feedback; fuzzy control; position control; EMAT lift-off effect; EMAT sensor positioning; adaptive control; discontinuity detection; electromagnetic acoustic transducer; end-effector; if-then rules; linear system; manipulator; position feedback; ultrasound RMS value; Fuzzy control; Indexes; Manipulators; Robot sensing systems; Ultrasonic imaging; Ultrasonic variables measurement;
Conference_Titel :
Robotic and Sensors Environments (ROSE), 2013 IEEE International Symposium on
Conference_Location :
Washington, DC
Print_ISBN :
978-1-4673-2938-5
DOI :
10.1109/ROSE.2013.6698423