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A Reduced-Order Multisensor-Based Force Observer

delete2022-05-01
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PRE
AI
K
Kangwagye Samuel
R
Roberto Oboe
S
Sehoon Oh *
DOI:10.1109/TIE.2021.3086719delete
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摘要

摘要

En 中文
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.
Keyword:
Force measurement
Force
Force sensors
Observers
Noise measurement
Sensors
Mathematical model
Measurement noises
multisensor force observer
time-varying measurement offsets

期刊

IEEE Transactions on Industrial Electronics 封面图
IEEE Transactions on Industrial Electronics
IF:
7.2
论文数:
1.8W
被引数:
9.8W

机构

U
University of Padua
学者数:
5.1W
论文数: 4.3W
被引数: 57
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