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Research on Position Error Prediction and Compensation of Direct Drive Turntable Based on WOABP Network

Tallennettuna:
Julkaisussa:Journal of Physics: Conference Series vol. 2694, no. 1 (Jan 2024), p. 012060
Päätekijä: Chen, Xiumei
Muut tekijät: Liu, Jiachi, Lin, Haochun, Xu, Youmin
Julkaistu:
IOP Publishing
Aiheet:
Position measurement
Mathematical models
Error analysis
Turntables
Eccentric loads
Identification methods
Numerical controls
Eccentricity
Back propagation networks
Position errors
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Abstrakti:A method to identify the position error of direct drive numerical control turntable by measuring current and eccentric load is proposed, and the position error model of direct drive numerical control turntable based on whale Optimized BP (WOABP) neural network is established. The test-bed is built to measure the current, eccentric load and position error. The measured current and eccentric load are trained by WOABP neural network, and the position error of direct drive numerical control turntable is obtained. By comparing the original error, the error obtained by BP neural network and the error obtained by WOABP neural network, the effectiveness of WOABP neural network model is verified. The position error of direct drive numerical control turntable is compensated by the error obtained by the model.
ISSN:1742-6588
1742-6596
DOI:10.1088/1742-6596/2694/1/012060
Lähde:Advanced Technologies & Aerospace Database