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A Reduced-Order Multisensor-Based Force Observer
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Title
A Reduced-Order Multisensor-Based Force Observer
Issued Date
2022-05
Citation
Samuel, Kangwagye. (2022-05). A Reduced-Order Multisensor-Based Force Observer. IEEE Transactions on Industrial Electronics, 69(5), 4946–4956. doi: 10.1109/tie.2021.3086719
Type
Article
Author Keywords
Measurement noisesmultisensor force observertime-varying measurement offsets
Keywords
DYNAMIC COMPENSATIONMANIPULATORROBOTSMODEL
ISSN
0278-0046
Abstract
This article proposes a reduced-order multisensor-based force observer (RMFOB) for accurately estimating the force exerted on a load. The RMFOB excels in high-frequency noise attenuation and low-frequency time-varying measurement offset compensation by using the combination of force sensor measurements, motor encoder measurements, and motor input signals, properly fused in a Kalman filter (KF) setting, in which the dynamics of the sensors and the system is taken into account. As part of the observer design, an estimator for the force measurement offsets is also derived, so that they can be visualized and quantified. Moreover, novel tools for analyzing the KF-based observer are introduced. To evaluate its performance, the RMFOB is then implemented in both simulations and experiments. Results show that the observer can produce the accurate force estimate by compensating for the time-varying measurement offsets and attenuating the high-frequency noises. Results are presented for various experimental conditions to thoroughly assess the capabilities of the proposed observer. © 1982-2012 IEEE.
URI
http://hdl.handle.net/20.500.11750/16158
DOI
10.1109/tie.2021.3086719
Publisher
Institute of Electrical and Electronics Engineers
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오세훈
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