Regular Papers

International Journal of Control, Automation and Systems 2017; 15(5): 2001-2012

Published online September 6, 2017

https://doi.org/10.1007/s12555-015-0367-6

© The International Journal of Control, Automation, and Systems

Inertial motion tracking using sensor saturation compensation with l1 norm regularization

Young Soo Suh

University of Ulsan

Abstract

A smoother is proposed for inertial sensor-based motion tracking, where the sensor saturation is compensated. The sensor saturation estimation term is added using l1 norm regularization techniques to the standard smoothing problem. The proposed algorithm is in the form of a quadratic optimization problem. Three slightly different methods are proposed, where the geometric models on sensor saturation are slightly different. Through simulation and experiments, it is shown that the proposed method effectively compensates the sensor saturation."

Keywords Inertial sensors, sensor saturation, smoothing.

Article

Regular Papers

International Journal of Control, Automation and Systems 2017; 15(5): 2001-2012

Published online October 1, 2017 https://doi.org/10.1007/s12555-015-0367-6

Copyright © The International Journal of Control, Automation, and Systems.

Inertial motion tracking using sensor saturation compensation with l1 norm regularization

Young Soo Suh

University of Ulsan

Abstract

A smoother is proposed for inertial sensor-based motion tracking, where the sensor saturation is compensated. The sensor saturation estimation term is added using l1 norm regularization techniques to the standard smoothing problem. The proposed algorithm is in the form of a quadratic optimization problem. Three slightly different methods are proposed, where the geometric models on sensor saturation are slightly different. Through simulation and experiments, it is shown that the proposed method effectively compensates the sensor saturation."

Keywords: Inertial sensors, sensor saturation, smoothing.

IJCAS
December 2024

Vol. 22, No. 12, pp. 3545~3811

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