DocumentCode
114274
Title
A closed-loop instrumental variable approach to mass and center of mass estimation using IMU data
Author
Linder, Jonas ; Enqvist, Martin ; Gustafsson, Fredrik
Author_Institution
Div. of Autom. Control, Linkoping Univ., Linkoping, Sweden
fYear
2014
fDate
15-17 Dec. 2014
Firstpage
283
Lastpage
289
Abstract
In this paper, an instrumental variable (IV) method for estimating the mass and center of mass (CM) of a ship using IMU data has been further investigated. Here, this IV method, which was proposed in an earlier paper, has been analyzed from a closed-loop point of view. This new perspective reveals the properties of the system and dependencies of the signals used in the estimation procedure. Due to similarities with closed-loop identification, previous results in the closed-loop identification field have been used as an inspiration to improve the IV estimator. Since the roll dynamics of a ship is well described by a pendulum model, a pendulum experiment has been carried out to validate the performance both of the original and the improved IV estimators. The experiments gave good results for the improved IV estimator with significantly lower variances and relative errors than the previous IV estimator.
Keywords
closed loop systems; marine control; nonlinear control systems; pendulums; position control; ships; CM estimation; IV estimator; center-of-mass estimation; closed-loop identification; closed-loop instrumental variable approach; estimation procedure; pendulum model; ship mass estimation; Acceleration; Estimation; Instruments; Marine vehicles; Noise; Noise measurement; Torque;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control (CDC), 2014 IEEE 53rd Annual Conference on
Conference_Location
Los Angeles, CA
Print_ISBN
978-1-4799-7746-8
Type
conf
DOI
10.1109/CDC.2014.7039395
Filename
7039395
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