Title :
Filtering solution to the out-of-sequence measurement problem with colored and correlated noise
Author :
Westenberger, Antje ; Muntzinger, Marc ; Dietmayer, Klaus
Author_Institution :
Res. & Adv. Eng., Daimler AG, Ulm, Germany
Abstract :
In multi-sensor fusion, information from different sensors with asynchronous cycle durations and different latencies is fused. This often leads to an out-of-sequence problem, i.e., the original order of the measurements is lost. The optimal filtering solution to these out-of-sequence problems has been derived under the assumption of white and uncorrelated process and measurement noise [2]. However, in realistic scenarios, these assumptions are often not fulfilled. Therefore a new filter for the colored noise problem is derived. In addition, a new filtering solution to the out-of-sequence problem is proposed that can handle colored as well as correlated process and measurement noise.
Keywords :
filtering theory; noise; sensor fusion; asynchronous cycle durations; colored noise problem; correlated noise; measurement noise; multisensor fusion; optimal filtering solution; out-of-sequence measurement problem; out-of-sequence problems; Colored noise; Equations; Kalman filters; Noise measurement; Technological innovation; Time measurement;
Conference_Titel :
Information Fusion (FUSION), 2012 15th International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4673-0417-7
Electronic_ISBN :
978-0-9824438-4-2