LED chip visual servo positioning control under variable system parameters using adaptive dual rate Kalman filter with adaptive recursive least squares

In the research, aiming at high positioning quality for LED chips under the variable system parameters, a real-time and robust visual positioning method is presented. At first, to solve the problems of delay in image system and measuring deviation in encoder, an adaptive dual rate Kalman filter tech...

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Veröffentlicht in:ISA transactions 2020-08, Vol.103, p.280-294
Hauptverfasser: Wang, Ziyue, Gong, Shihua, Li, Delong, Zhou, Diyi, Lu, Huaiqing
Format: Artikel
Sprache:eng
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Zusammenfassung:In the research, aiming at high positioning quality for LED chips under the variable system parameters, a real-time and robust visual positioning method is presented. At first, to solve the problems of delay in image system and measuring deviation in encoder, an adaptive dual rate Kalman filter technology is designed to estimate the accurate location of LED chip in real time. After sensitivity analysis, the changes of system parameters during manufacturing have a significant influence on estimation effect. Accordingly, an adaptive recursive least squares algorithm is integrated into the above estimation process to determine the system parameters timely and precisely. In the end, through experimental verification, the described method can guarantee the acceptable positioning effect and adapt to the variations of system parameters. •Compensation of image delay and encoder measurement deviation.•Sensitivity analysis of variable system parameters in LED chip manufacturing.•Fast convergence and precise identification of system parameters.•Precise positioning control and robustness to the variable system parameters.
ISSN:0019-0578
1879-2022
DOI:10.1016/j.isatra.2020.03.030