Title :
Networked estimation using a send-on-delta method
Author :
Suh, Young Soo ; Nguyen, Vinh Hao ; Ro, Young Shick
Author_Institution :
Dept. of Electr. Eng., Ulsan Univ.
Abstract :
In this paper, we consider a networked estimation problem in which sensor data are transmitted only if their values change more than the specified value. When this send-on-delta method is used, no sensor data transmission implies that the sensor value does not change more than the specified value from the previously transmitted sensor value. Using this implicit information, we propose a modified Kalman filter algorithm. The proposed filter reduces sensor data traffic with relatively small estimation performance degradation. Through experiments, we demonstrate the feasibility of the proposed filter algorithm
Keywords :
Kalman filters; array signal processing; data communication; implicit information; modified Kalman filter algorithm; networked estimation problem; performance degradation; send-on-delta method; sensor data traffic reduction; sensor data transmission; Communication system traffic control; Control systems; Data communication; Degradation; Filters; Gaussian noise; Noise measurement; Sensor systems; State estimation; Telecommunication traffic;
Conference_Titel :
IEEE Industrial Electronics, IECON 2006 - 32nd Annual Conference on
Conference_Location :
Paris
Print_ISBN :
1-4244-0390-1
DOI :
10.1109/IECON.2006.347935