Title :
Single beacon based localization of AUVs using moving Horizon estimation
Author :
Sen Wang ; Ling Chen ; Huosheng Hu ; Dongbing Gu
Author_Institution :
Sch. of Comput. Sci. & Electron. Eng., Univ. of Essex, Colchester, UK
Abstract :
This paper studies the underwater localization problem for a school of robotic fish, i.e., a kind of Autonomous Underwater Vehicles with limited size, power and payload. These robotic fish cannot be equipped with traditional underwater localization sensors that are big and heavy. The proposed localization system is performed by using a single surface mobile beacon which provides range measurement to bound the localization error. The main contribution of this paper lies in twofold: 1) Observability of single beacon based localization is first analyzed in the context of nonlinear discrete time system, deriving a sufficient condition on observability. 2) Moving Horizon Estimation is then integrated with Extended Kalman Filters for three-dimensional localization using single beacon, which can reduce the computational complexity, impose various constraints and make use of previous range measurements for current estimation. Extensive numerical simulations are conducted to verify the observability and high localization accuracy of the proposed underwater localization method.
Keywords :
Kalman filters; autonomous underwater vehicles; computational complexity; discrete time systems; nonlinear control systems; nonlinear filters; optimisation; path planning; AUV; autonomous underwater vehicles; computational complexity reduction; extended Kalman filter; moving horizon estimation; nonlinear discrete time system; range measurement; robotic fish school; single beacon based localization observability; single surface mobile beacon; three-dimensional localization; underwater localization problem; Estimation; Mobile communication; Observability; Optimization; Radio frequency; Robots; Sensors;
Conference_Titel :
Intelligent Robots and Systems (IROS), 2013 IEEE/RSJ International Conference on
Conference_Location :
Tokyo
DOI :
10.1109/IROS.2013.6696455