Probabilistic learning technique for improved accuracy of sinusoidal encoders

被引:15
作者
Kavanagh, RC [1 ]
机构
[1] Natl Univ Ireland Univ Coll Cork, Dept Elect & Elect Engn, Cork, Ireland
关键词
digital measurements; error compensation; optical velocity measurement; probability; signal processing; servosystems; tachometers;
D O I
10.1109/41.925595
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
收藏
页码:673 / 681
页数:9
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