Homogeneous Sensor Fusion Optimization for Low-Cost Inertial Sensors.

MEMS gyroscope calibration data averaging sensor fusion

Journal

Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366

Informations de publication

Date de publication:
15 Jul 2023
Historique:
received: 18 05 2023
revised: 04 07 2023
accepted: 10 07 2023
medline: 29 7 2023
pubmed: 29 7 2023
entrez: 29 7 2023
Statut: epublish

Résumé

The article deals with sensor fusion and real-time calibration in a homogeneous inertial sensor array. The proposed method allows for both estimating the sensors' calibration constants (i.e., gain and bias) in real-time and automatically suppressing degraded sensors while keeping the overall precision of the estimation. The weight of the sensor is adaptively adjusted according to the RMSE concerning the weighted average of all sensors. The estimated angular velocity was compared with a reference (ground truth) value obtained using a tactical-grade fiber-optic gyroscope. We have experimented with low-cost MEMS gyroscopes, but the proposed method can be applied to basically any sensor array.

Identifiants

pubmed: 37514726
pii: s23146431
doi: 10.3390/s23146431
pmc: PMC10385938
pii:
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Subventions

Organisme : VEGA
ID : 1/0241/22

Déclaration de conflit d'intérêts

The authors declare no conflict of interest.

Références

Sensors (Basel). 2018 Aug 02;18(8):
pubmed: 30072680
Sensors (Basel). 2022 Jan 20;22(3):
pubmed: 35161532

Auteurs

Dusan Nemec (D)

Department of Control and Information Systems, Faculty of Electrical Engineering and Information Technology, University of Žilina, 01026 Zilina, Slovakia.

Jan Andel (J)

Department of Control and Information Systems, Faculty of Electrical Engineering and Information Technology, University of Žilina, 01026 Zilina, Slovakia.

Vojtech Simak (V)

Department of Control and Information Systems, Faculty of Electrical Engineering and Information Technology, University of Žilina, 01026 Zilina, Slovakia.

Jozef Hrbcek (J)

Department of Control and Information Systems, Faculty of Electrical Engineering and Information Technology, University of Žilina, 01026 Zilina, Slovakia.

Classifications MeSH