Title :
Application of interval and fuzzy techniques to integrated navigation systems
Author :
Tiano, Antonio ; Zirilli, Antonio ; Pizzocchero, Fausto
Author_Institution :
Dept. of Inf. & Syst., Univ. of Pavia, Italy
Abstract :
The paper deals with the development of a new algorithm to be used by an INS (Integrated Navigation System) for carrying out accurate position estimation for different types of surface vehicles, including cars and ships. The proposed algorithm combines a neuro-fuzzy Kalman filter with a map matching method, in order to improve the effective real-time system performance when a GPS (Global Positioning System) is fused together with low-cost hardware sensors, such as an odometer and a piezoelectric gyroscope. The possibility of improving the overall numerical reliability of the estimation algorithm by means of an interval arithmetic implementation of the Kalman filter, is briefly outlined. Some experimental results are presented, indicating that rather good performance can be achieved by using the proposed system for estimating the position of a car inside a city route under normal traffic conditions
Keywords :
Global Positioning System; Kalman filters; computerised navigation; distance measurement; fuzzy neural nets; position measurement; real-time systems; vehicles; GPS; Global Positioning System; INS; Integrated Navigation System; accurate position estimation; cars; city route; estimation algorithm; fuzzy techniques; interval arithmetic implementation; interval techniques; low-cost hardware sensors; map matching method; neuro-fuzzy Kalman filter; normal traffic conditions; numerical reliability; odometer; piezoelectric gyroscope; real-time system performance; ships; surface vehicles; Arithmetic; Global Positioning System; Gyroscopes; Hardware; Marine vehicles; Navigation; Real time systems; Sensor fusion; Sensor systems; System performance;
Conference_Titel :
IFSA World Congress and 20th NAFIPS International Conference, 2001. Joint 9th
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-7078-3
DOI :
10.1109/NAFIPS.2001.944219