Title :
Large scale dynamic estimation of ocean surface temperature
Author :
Fieguth, P.W. ; Khellah, F.M. ; Murray, M.J. ; Allen, M.R.
Author_Institution :
Waterloo Univ., Ont., Canada
Abstract :
This paper addresses the dynamic estimation of the ocean surface temperature based on data from the Along-Track Scanning Radiometer (ATSR) for large (512×512) fields. For such huge problems, the conventional dynamic estimation tool (the Kalman filter) is not directly applicable, instead, we develop a recursive estimation algorithm that emulates the Kalman filter. Our approach uses a multiscale estimation algorithm for the update step, and makes simplifying assumptions about the surface dynamics leading to a computationally efficient prediction step
Keywords :
Kalman filters; geophysical signal processing; image processing; oceanographic techniques; prediction theory; radiometry; recursive estimation; recursive filters; ATSR data; Along-Track Scanning Radiometer data; Kalman filter; large scale dynamic estimation; multiscale estimation algorithm; ocean surface temperature; prediction step; recursive estimation algorithm; update step; Filters; Large-scale systems; Ocean temperature; Predictive models; Radiometry; Recursive estimation; Sea measurements; Sea surface; State estimation; Time measurement;
Conference_Titel :
Geoscience and Remote Sensing Symposium, 1999. IGARSS '99 Proceedings. IEEE 1999 International
Conference_Location :
Hamburg
Print_ISBN :
0-7803-5207-6
DOI :
10.1109/IGARSS.1999.772108