Simultaneous identification of multiple mechanical parameters in a servo drive system using only one speed

In some servo applications, restricted by the measurement noise and the stiffness of the mechanical system, the bandwidth of the disturbance observer cannot be high enough to realize a good robust control to parameters uncertainties, it is essential to identify the mechanical parameters. In the exis...

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Main Authors: Zuo, Yuefei, Mei, Jie, Zhang, Xinan, Lee, Christopher Ho Tin
Other Authors: School of Electrical and Electronic Engineering
Format: Article
Language:English
Published: 2020
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Online Access:https://hdl.handle.net/10356/143992
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1439922020-10-07T02:13:21Z Simultaneous identification of multiple mechanical parameters in a servo drive system using only one speed Zuo, Yuefei Mei, Jie Zhang, Xinan Lee, Christopher Ho Tin School of Electrical and Electronic Engineering Engineering::Electrical and electronic engineering::Control and instrumentation::Control engineering Engineering::Electrical and electronic engineering::Power electronics Active Disturbance Rejection Control Adaptive Extended State Observer In some servo applications, restricted by the measurement noise and the stiffness of the mechanical system, the bandwidth of the disturbance observer cannot be high enough to realize a good robust control to parameters uncertainties, it is essential to identify the mechanical parameters. In the existing mechanical parameter identification methods, the viscous and Coulomb friction torque coefficients are usually identified using two different constant speeds, and the moment of inertia can be identified with various methods. However, no one method can identify these three parameters at the same time using only one speed. The contribution of this paper is to propose a method that can identify the three mechanical parameters simultaneously using only one speed. A low pass filter is used to suppress the measurement noise in the speed feedback, thus parameters are identified with high precision. A unidirectional sine-wave speed is used to decouple the viscous friction torque and the Coulomb friction torque, two speeds with different amplitudes and the detection of the speed amplitude are no more required. Adaptive extended state observer (ESO) is designed based on Lyapunov’s stability theory, can be easily changed to the normal ESO used in active disturbance rejection control. The proposed method is easy to understand and implement. The effectiveness of the method is verified by both the simulation and experimental results. Accepted version This work was supported in part by the Start-Up Grant from Nanyang Technological University under Grant 04INS000574C140, and in part by the Natural Science Foundation of China under Grant 51807080. 2020-10-07T02:13:21Z 2020-10-07T02:13:21Z 2021 Journal Article Zuo, Y., Mei, J., Zhang, X., & Lee, C. H. T. (2021). Simultaneous identification of multiple mechanical parameters in a servo drive system using only one speed. IEEE Transactions on Power Electronics, 36(1), 716-726. doi:10.1109/TPEL.2020.3000656 0885-8993 https://hdl.handle.net/10356/143992 10.1109/TPEL.2020.3000656 1 36 716 726 en IEEE Transactions on Power Electronics © 2020 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. The published version is available at https://doi.org/10.1109/TPEL.2020.3000656 application/pdf
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic Engineering::Electrical and electronic engineering::Control and instrumentation::Control engineering
Engineering::Electrical and electronic engineering::Power electronics
Active Disturbance Rejection Control
Adaptive Extended State Observer
spellingShingle Engineering::Electrical and electronic engineering::Control and instrumentation::Control engineering
Engineering::Electrical and electronic engineering::Power electronics
Active Disturbance Rejection Control
Adaptive Extended State Observer
Zuo, Yuefei
Mei, Jie
Zhang, Xinan
Lee, Christopher Ho Tin
Simultaneous identification of multiple mechanical parameters in a servo drive system using only one speed
description In some servo applications, restricted by the measurement noise and the stiffness of the mechanical system, the bandwidth of the disturbance observer cannot be high enough to realize a good robust control to parameters uncertainties, it is essential to identify the mechanical parameters. In the existing mechanical parameter identification methods, the viscous and Coulomb friction torque coefficients are usually identified using two different constant speeds, and the moment of inertia can be identified with various methods. However, no one method can identify these three parameters at the same time using only one speed. The contribution of this paper is to propose a method that can identify the three mechanical parameters simultaneously using only one speed. A low pass filter is used to suppress the measurement noise in the speed feedback, thus parameters are identified with high precision. A unidirectional sine-wave speed is used to decouple the viscous friction torque and the Coulomb friction torque, two speeds with different amplitudes and the detection of the speed amplitude are no more required. Adaptive extended state observer (ESO) is designed based on Lyapunov’s stability theory, can be easily changed to the normal ESO used in active disturbance rejection control. The proposed method is easy to understand and implement. The effectiveness of the method is verified by both the simulation and experimental results.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Zuo, Yuefei
Mei, Jie
Zhang, Xinan
Lee, Christopher Ho Tin
format Article
author Zuo, Yuefei
Mei, Jie
Zhang, Xinan
Lee, Christopher Ho Tin
author_sort Zuo, Yuefei
title Simultaneous identification of multiple mechanical parameters in a servo drive system using only one speed
title_short Simultaneous identification of multiple mechanical parameters in a servo drive system using only one speed
title_full Simultaneous identification of multiple mechanical parameters in a servo drive system using only one speed
title_fullStr Simultaneous identification of multiple mechanical parameters in a servo drive system using only one speed
title_full_unstemmed Simultaneous identification of multiple mechanical parameters in a servo drive system using only one speed
title_sort simultaneous identification of multiple mechanical parameters in a servo drive system using only one speed
publishDate 2020
url https://hdl.handle.net/10356/143992
_version_ 1681058336246595584