RMIT University
Browse

An innovative navigation and guidance system for small unmanned aircraft using low-cost sensors

Download (606.57 kB)
journal contribution
posted on 2024-11-23, 09:43 authored by Roberto SabatiniRoberto Sabatini, Francesco Cappello, Subramanian Ramasamy, Alessandro GardiAlessandro Gardi, Reece Clothier
Purpose - The purpose of this paper is to design a compact, light and relatively inexpensive navigation and guidance system capable of providing the required navigation performance (RNP) in all phases of flight of small unmanned aircrafts (UA), with a special focus on precision approach and landing. Design/methodology/approach - Two multi-sensor architectures for navigation and guidance of small UA are proposed and compared in this paper. These architectures are based, respectively, on a standard extended Kalman filter (EKF) approach and a more advanced unscented Kalman filter (UKF) approach for data fusion of global navigation satellite systems (GNSS), micro-electro-mechanical system (MEMS)-based inertial measurement unit (IMU) and vision-based navigation (VBN) sensors. Findings - The EKF-based VBN-IMU-GNSS-aircraft dynamics model (ADM) (VIGA) system and the UKF-based system (VIGA+) performances are compared in a small UA integration scheme (i.e. AEROSONDE UA platform) exploring a representative cross-section of this UA operational flight envelope, including high-dynamics manoeuvres and CAT-I to CAT-III precision approach tasks. The comparison shows that the position and attitude accuracy of the proposed VIGA and VIGA+ systems are compatible with the RNP specified in the various UA flight profiles, including precision approach down to CAT-II. Originality/value - The novelty aspect is the augmentation by ADM in both architectures to compensate for the MEMS-IMU sensor shortcomings in high-dynamics attitude determination tasks. Additionally, the ADM measurements are pre-filtered by an UKF with the purpose of increasing the ADM attitude solution stability time in the UKF-based system.

History

Related Materials

  1. 1.
    DOI - Is published in 10.1108/AEAT-06-2014-0081
  2. 2.
    ISSN - Is published in 00022667

Journal

Aircraft Engineering and Aerospace Technology

Volume

87

Issue

6

Start page

540

End page

545

Total pages

6

Publisher

Emerald Group Publishing Limited

Language

English

Copyright

© Emerald Group Publishing Limited

Notes

This article is © Emerald Group Publishing and permission has been granted for this version to appear here. Emerald does not grant permission for this article to be further copied/distributed or hosted elsewhere without the express permission from Emerald Group Publishing Limited.

Former Identifier

2006055513

Esploro creation date

2020-06-22

Fedora creation date

2015-10-15

Open access

  • Yes