Title :
Probabilistic learning technique for improved accuracy of sinusoidal encoders
Author :
Kavanagh, Richard C.
Author_Institution :
Dept. of Electr. & Electron. Eng., Univ. Coll. Cork, Ireland
fDate :
6/1/2001 12:00:00 AM
Abstract :
Sinusoidal-encoder-based digital tachometers are often limited by nonidealities in both encoder construction and interface electronics. A probabilistically based compensation technique is presented which dispenses with the need for specialized calibration equipment. A code-density array, obtained during a learning phase, is utilized to yield a compensation function which approximates to the average relationship over the mechanical cycle between the calculated electrical angle (as determined by an arctangent-based algorithm) and the actual angle. An extended version of this probabilistically compensated sinusoidal encoder technique is used to compensate for variations in the encoder characteristics as it rotates through a mechanical cycle. An analysis of the learning-time requirements of the system is presented. Practical results, utilizing performance measures common in the testing of analog-to-digital converters, confirm the utility of the method. An example of the benefits which accrue from the inclusion of the enhanced sensor in closed-loop systems is also provided
Keywords :
analogue-digital conversion; closed loop systems; compensation; digital instrumentation; probability; tachometers; analog-to-digital converters; arctangent-based algorithm; calculated electrical angle; closed-loop systems; code-density array; compensation function; digital measurements; encoder construction; interface electronics; learning phase; learning-time requirements; mechanical cycle; probabilistic learning technique; probabilistically based compensation technique; servosystems; signal processing; sinusoidal encoders; sinusoidal-encoder-based digital tachometers; Calibration; Circuits; Digital signal processing; Frequency; Interpolation; Optical signal processing; Phased arrays; Signal processing algorithms; Signal resolution; Velocity measurement;
Journal_Title :
Industrial Electronics, IEEE Transactions on