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

被引:8
作者
Sabatini, Roberto [1 ]
Cappello, Francesco [1 ]
Ramasamy, Subramanian [1 ]
Gardi, Alessandro [1 ]
Clothier, Reece [1 ]
机构
[1] RMIT Univ, Sch Aerosp Mech & Mfg Engn, Melbourne, Vic, Australia
关键词
Aircraft dynamics models; Extended/Unscented Kalman filter; Low-cost sensors; Required navigation performance; Unmanned aircraft; Vision based navigation;
D O I
10.1108/AEAT-06-2014-0081
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
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.
引用
收藏
页码:540 / 545
页数:6
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