An Accurate and Fault-Tolerant Target Positioning System for Buildings Using Laser Rangefinders and Low-Cost MEMS-Based MARG Sensors

Target positioning systems based on MEMS gyros and laser rangefinders (LRs) have extensive prospects due to their advantages of low cost, small size and easy realization. The target positioning accuracy is mainly determined by the LR’s attitude derived by the gyros. However, the attitude error is la...

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Main Authors: Lin Zhao, Dongxue Guan, René Jr. Landry, Jianhua Cheng, Kostyantyn Sydorenko
Format: Article
Language:English
Published: MDPI AG 2015-10-01
Series:Sensors
Subjects:
FKF
Online Access:http://www.mdpi.com/1424-8220/15/10/27060
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spelling doaj-d64414e5f2db4ff2bb4015b35df65a802020-11-24T21:50:01ZengMDPI AGSensors1424-82202015-10-011510270602708610.3390/s151027060s151027060An Accurate and Fault-Tolerant Target Positioning System for Buildings Using Laser Rangefinders and Low-Cost MEMS-Based MARG SensorsLin Zhao0Dongxue Guan1René Jr. Landry2Jianhua Cheng3Kostyantyn Sydorenko4Marine Navigation Research Institute, College of Automation, Harbin Engineering University, Harbin 150001, ChinaMarine Navigation Research Institute, College of Automation, Harbin Engineering University, Harbin 150001, ChinaLASSENA, École de Technologie Supérieure, 1100 Notre-Dame Street West, Montreal, QC H3C 1K3, CanadaMarine Navigation Research Institute, College of Automation, Harbin Engineering University, Harbin 150001, ChinaLASSENA, École de Technologie Supérieure, 1100 Notre-Dame Street West, Montreal, QC H3C 1K3, CanadaTarget positioning systems based on MEMS gyros and laser rangefinders (LRs) have extensive prospects due to their advantages of low cost, small size and easy realization. The target positioning accuracy is mainly determined by the LR’s attitude derived by the gyros. However, the attitude error is large due to the inherent noises from isolated MEMS gyros. In this paper, both accelerometer/magnetometer and LR attitude aiding systems are introduced to aid MEMS gyros. A no-reset Federated Kalman Filter (FKF) is employed, which consists of two local Kalman Filters (KF) and a Master Filter (MF). The local KFs are designed by using the Direction Cosine Matrix (DCM)-based dynamic equations and the measurements from the two aiding systems. The KFs can estimate the attitude simultaneously to limit the attitude errors resulting from the gyros. Then, the MF fuses the redundant attitude estimates to yield globally optimal estimates. Simulation and experimental results demonstrate that the FKF-based system can improve the target positioning accuracy effectively and allow for good fault-tolerant capability.http://www.mdpi.com/1424-8220/15/10/27060target positioningAHRSlaser-aided systemFKFfault-tolerant
collection DOAJ
language English
format Article
sources DOAJ
author Lin Zhao
Dongxue Guan
René Jr. Landry
Jianhua Cheng
Kostyantyn Sydorenko
spellingShingle Lin Zhao
Dongxue Guan
René Jr. Landry
Jianhua Cheng
Kostyantyn Sydorenko
An Accurate and Fault-Tolerant Target Positioning System for Buildings Using Laser Rangefinders and Low-Cost MEMS-Based MARG Sensors
Sensors
target positioning
AHRS
laser-aided system
FKF
fault-tolerant
author_facet Lin Zhao
Dongxue Guan
René Jr. Landry
Jianhua Cheng
Kostyantyn Sydorenko
author_sort Lin Zhao
title An Accurate and Fault-Tolerant Target Positioning System for Buildings Using Laser Rangefinders and Low-Cost MEMS-Based MARG Sensors
title_short An Accurate and Fault-Tolerant Target Positioning System for Buildings Using Laser Rangefinders and Low-Cost MEMS-Based MARG Sensors
title_full An Accurate and Fault-Tolerant Target Positioning System for Buildings Using Laser Rangefinders and Low-Cost MEMS-Based MARG Sensors
title_fullStr An Accurate and Fault-Tolerant Target Positioning System for Buildings Using Laser Rangefinders and Low-Cost MEMS-Based MARG Sensors
title_full_unstemmed An Accurate and Fault-Tolerant Target Positioning System for Buildings Using Laser Rangefinders and Low-Cost MEMS-Based MARG Sensors
title_sort accurate and fault-tolerant target positioning system for buildings using laser rangefinders and low-cost mems-based marg sensors
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2015-10-01
description Target positioning systems based on MEMS gyros and laser rangefinders (LRs) have extensive prospects due to their advantages of low cost, small size and easy realization. The target positioning accuracy is mainly determined by the LR’s attitude derived by the gyros. However, the attitude error is large due to the inherent noises from isolated MEMS gyros. In this paper, both accelerometer/magnetometer and LR attitude aiding systems are introduced to aid MEMS gyros. A no-reset Federated Kalman Filter (FKF) is employed, which consists of two local Kalman Filters (KF) and a Master Filter (MF). The local KFs are designed by using the Direction Cosine Matrix (DCM)-based dynamic equations and the measurements from the two aiding systems. The KFs can estimate the attitude simultaneously to limit the attitude errors resulting from the gyros. Then, the MF fuses the redundant attitude estimates to yield globally optimal estimates. Simulation and experimental results demonstrate that the FKF-based system can improve the target positioning accuracy effectively and allow for good fault-tolerant capability.
topic target positioning
AHRS
laser-aided system
FKF
fault-tolerant
url http://www.mdpi.com/1424-8220/15/10/27060
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