A search algorithm to meta-optimize the parameters for an Extended Kalman filter to improve classification on hyper-temporal images

International Geoscience and Remote Sensing Symposium (IGARSS)

Volumn , Issue , 2012, Pages 4974-4977

  Salmon, B P ^a,b   Kleynhans, W ^a,b   Van Den Bergh, F ^b   Olivier, J C ^c   Marais, W J ^d   Grobler, T L ^a,b   Wessels, K J ^b  

^a UNIVERSITY OF PRETORIA   (South Africa)

^b DSI CSIR Nanotechnology Innovation Centre   (South Africa)

^c UNIVERSITY OF TASMANIA   (Australia)

^d UNIVERSITY OF WISCONSIN MADISON   (United States)

Author keywords

Hellinger distance; Kalman Filter; Spatial information; Time series analysis

Indexed keywords

BANDPASS FILTERS; COSINE TRANSFORMS; GEOLOGY; IMAGE CLASSIFICATION; IMAGE ENHANCEMENT; KALMAN FILTERS; LEARNING ALGORITHMS; OPTIMIZATION; PARAMETER ESTIMATION; RADIOMETERS; REGRESSION ANALYSIS; REMOTE SENSING; SATELLITE IMAGERY; TIME SERIES ANALYSIS;

EQUILIBRIUM POINT; HELLINGER DISTANCE; INITIAL PARAMETER; LAND COVER CLASSIFICATION; MODERATE RESOLUTION IMAGING SPECTRORADIOMETER; ROBUST REGRESSIONS; SEARCH ALGORITHMS; SPATIAL INFORMATIONS;

EXTENDED KALMAN FILTERS;

EID: 84873164290     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IGARSS.2012.6352495     Document Type: Conference Paper

References (3)

1. W. Kleynhans et al., "Improving land cover class separation using an Extended Kalman Filter on MODIS NDVI Time-Series Data," IEEE Geoscience and Remote Sensing Letters, vol. 7, no. 2, pp. 381-385, April 2010.
2. B.P. Salmon et al., "Meta-optimization of the Extended Kalman filter's parameters for improved feature extraction on hyper-temporal images," in IEEE IGARSS, 2011, pp. 2543-2546.
3. L. Kaufman and P.J. Rousseeuw, Finding Groups in Data: An Introduction to Cluster Analysis, Wiley-Interscience, New Jersey, ninth edition, 1990.