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A Reduced-Order Multisensor-Based Force Observer

Title
A Reduced-Order Multisensor-Based Force Observer
Author(s)
Samuel, KangwagyeOboe, RobertoOh, Sehoon
DGIST Authors
Samuel, KangwagyeOboe, RobertoOh, Sehoon
Issued Date
2022-05
Type
Article
Article 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
Related Researcher
  • 오세훈 Oh, Sehoon
  • Research Interests Research on Human-friendly motion control; Development of human assistance;rehabilitation system; Design of robotic system based on human musculoskeletal system; Analysis of human walking dynamics and its application to robotics; 친인간적인 운동제어 설계연구; 인간 보조;재활 시스템의 설계 및 개발연구; 인간 근골격계에 기초한 로봇기구 개발연구; 보행운동 분석과 모델 및 로봇기구에의 응용
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Appears in Collections:
Department of Robotics and Mechatronics Engineering MCL(Motion Control Lab) 1. Journal Articles

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