Title :
Sensor-based complementary globally asymptotically stable filters for attitude estimation
Author :
Batista, Pedro ; Silvestre, Carlos ; Oliveira, Paulo
Author_Institution :
Inst. for Syst. & Robot., Inst. Super. Tecnico, Lisbon, Portugal
Abstract :
This paper presents the design, analysis, and performance evaluation of a new class of globally asymptotically stable filters for attitude estimation. The design is based directly on the sensor measurements as opposed to traditional solutions that resort to parameterizations of the attitude, e.g., Euler angles, quaternions, or rotation matrices, and therefore it does not have problems such as singularities, unwinding phenomena, or topological limitations for achieving global asymptotic stability. The proposed solution includes the estimation of gyros biases, incomplete sensor measurements, systematic tuning procedures, and also allows for the inclusion of frequency weights to model colored noise on the different sensing devices. Finally, and due to the inherent structure, the filters are complementary. Simulation results are included that illustrate the achievable performance in the presence of realistic measurements provided by a low-cost, low-power sensor suite.
Keywords :
asymptotic stability; attitude measurement; control system synthesis; estimation theory; filtering theory; observability; performance evaluation; time-varying systems; attitude estimation; attitude parameterization; colored noise model; frequency weight; gyros biases estimation; incomplete sensor measurement; low cost sensor suite; low power sensor suite; performance evaluation; sensor based complementary globally asymptotically stable filter; sensor measurement; systematic tuning procedure; Asymptotic stability; Filters; Frequency estimation; Frequency measurement; Noise measurement; Performance analysis; Quaternions; Rotation measurement; Sensor phenomena and characterization; Sensor systems;
Conference_Titel :
Decision and Control, 2009 held jointly with the 2009 28th Chinese Control Conference. CDC/CCC 2009. Proceedings of the 48th IEEE Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-3871-6
Electronic_ISBN :
0191-2216
DOI :
10.1109/CDC.2009.5399810