Particle filter approach for crop phenological stage estimation using time series of NDVI images

International Geoscience and Remote Sensing Symposium (IGARSS)

Volumn 2015-November, Issue , 2015, Pages 3385-3388

  De Bernardis, C G ^a   Vicente Guijalba, F ^a   Martinez Marin, T ^a   Lopez Sanchez, J M ^a  

^a UNIVERSITY OF ALICANTE   (Spain)

Author keywords

Agriculture; NDVI; particle filter; phenology; state space formulation; time series

Indexed keywords

EID: 84962599371     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IGARSS.2015.7326545     Document Type: Conference Paper

References (10)

1. X. Zhang et al. "Monitoring vegetation phenology using MODIS, " Remote Sensing of Environment, vol. 84, no. 3, pp. 471-475, 2003.
2. T. Sakamoto et al. "A crop phenology detection method using time-series MODIS data, " Remote Sensing of Environment, vol. 96, no. 3, pp. 366-374, 2005.
3. P. SA. Beck et al. "Improved monitoring of vegetation dynamics at very high latitudes: A new method using MODIS NDVI, " Remote Sensing of Environment, vol. 100, no. 3, pp. 321-334, 2006.
4. P. Jonsson and L. Eklundh, "Seasonality extraction by function fitting to time-series of satellite sensor data, " IEEE Trans. Geosci. Remote Sens., vol. 40, no. 8, pp. 1824-1832, 2002.
5. J. Chen et al. "A simple method for reconstructing a high-quality NDVI time-series data set based on the Savitzky-Golay filter, " Remote Sensing of Environment, vol. 91, no. 3, pp. 332-344, 2004.
6. F. Vicente-Guijalba, T. Martinez-Marin, and J. M. Lopez-Sanchez, "Crop phenology estimation using a multitemporal model and a kalman filtering strategy, " IEEE Geosci. Remote Sens. Lett., vol. 11, no. 6, pp. 1081-1085, June 2014.
7. C. G. De Bernardis, F. Vicente-Guijalba, T. Martinez-Marin, and J. M. Lopez-Sanchez, "Estimation of key dates and stages in rice crops using dual-polarization SAR time series and a particle filtering approach, " IEEE J. Sel. Topics Appl. Earth Observ. in Remote Sens, vol. 8, no. 3, pp. 1008-1018, March 2015.
8. P. JÖnsson and L. Eklundh, "TIMESATa program for analyzing time-series of satellite sensor data, " Computers & Geosciences, vol. 30, no. 8, pp. 833-845, 2004.
9. M. A. White, P. E. Thornton, and S. W. Running, "A continental phenology model for monitoring vegetation responses to interannual climatic variability, " Global Biogeochemical Cycles, vol. 11, no. 2, pp. 217-234, 1997.
10. U. (Ed.) Meier, "Growth stages of Mono-and Dicotyledonous plants, " BBCH Monograph, 2nd Edition., 2001.