Detecting beetle infestations in pine forests using MODIS NDVI time-series data

International Geoscience and Remote Sensing Symposium (IGARSS)

Volumn , Issue , 2013, Pages 3329-3332

  Anees, Asim ^a   Olivier, J C ^a   O'Rielly, Malgorzata ^a   Aryal, Jagannath ^a  

^a UNIVERSITY OF TASMANIA   (Australia)

Author keywords

Change Detection; Extended Kalman Filter; MODIS; NDVI; Nonlinear Least Squares; Time series

Indexed keywords

EID: 84894233341     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IGARSS.2013.6723540     Document Type: Conference Paper

References (28)

1. W. Kleynhans, J. C. Olivier, K. J.Wessels, B. P. Salmon, F. Van Den Bergh, and K. Steenkamp, "Detecting land cover change using an Extended Kalman Filter on MODIS NDVI time-series data," IEEE Geoscience and Remote Sensing Letters, vol. 8, no. 3, pp. 507-511, 2011.
2. R.T. Watson, I.R. Noble, B. Bolin, N.H. Ravindranath, D.J. Verardo, and D.J. Dokken, "Land Use, Land-Use Change and Forestry," Cambridge University Press, UK, p. 375, 2000.
3. J. Verbesselt, R. Hyndman, A. Zeileis, and D. Culvenor, "Phenological change detection while accounting for abrupt and gradual trends in satellite image time series," Remote Sensing of Environment, vol. 114, no. 12, pp. 2970-2980, 2010.
4. M.A. Wulder, C.C. Dymond, J.C. White, D.G. Leckie, and A.L. Carroll, "Surveying mountain pine beetle damage of forests: A review of remote sensing opportunities," Forest Ecology and Management, vol. 221, pp. 27-41, 2006.
5. S. Chien, B. Cichy, A. Davies, D. Tran, G. Rabideau, R. Castano, R. Sherwood, D. Mandl, S. Frye, S. Shulman, J. Jones, and S. Grosvenor, "An autonomous Earth-observing Sensor-Web," Intelligent Systems, IEEE, vol. 20, no. 3, pp. 16-24, may-june 2005.
6. R.H. Fraser and R. Latifovic, "Mapping insect-induced tree defoliation and mortality using coarse spatial resolution satellite imagery," International Journal of Remote Sensing, vol. 26, no. 1, pp. 193-200, 2005.
7. K.P. Price and M.E. Jakubauskas, "Spectral retrogression and insect damage in lodgepole pine successional forests," International Journal of Remote Sensing, vol. 19, no. 8, pp. 1627-1632, 1998.
8. S.E. Franklin, M.A. Wulder, R.S. Skakun, and A.L. Carroll, "Mountain pine beetle red-attack forest damage classification using stratified landsat tm data in british columbia, canada," Photogrammetric Engineering and Remote Sensing, vol. 69, no. 3, pp. 283-288, 2003.
9. Robert S. Skakun, Michael A. Wulder, and Steven E. Franklin, "Sensitivity of the thematic mapper enhanced wetness difference index to detect mountain pine beetle red-attack damage," Remote Sensing of Environment, vol. 86, no. 4, pp. 433-443, 2003.
10. M.A. Wulder, J.C. White, B. Bentz, M.F. Alvarez, and N.C. Coops, "Estimating the probability of mountain pine beetle red-attack damage," Remote Sensing of Environment, vol. 101, no. 2, pp. 150-166, 2006.
11. Nicholas C. Coops, Michael A. Wulder, and Joanne C. White, "Integrating remotely sensed and ancillary data sources to characterize a mountain pine beetle infestation," Remote Sensing of Environment, vol. 105, no. 2, pp. 83-97, 2006.
12. R.S. Lunetta, J.F. Knight, J. Ediriwickrema, J.G. Lyon, and L.D. Worthy, "Land-cover change detection using multitemporal MODIS NDVI data," Remote Sensing of Environment, vol. 105, no. 2, pp. 142-154, 2006.
13. J.C. White, N.C. Coops, T. Hilker, M.A.Wulder, and A.L. Carroll, "Detecting mountain pine beetle red attack damage with eo-1 hyperion moisture indices," International Journal of Remote Sensing, vol. 28, no. 10, pp. 2111-2121, 2007.
14. N.R. Goodwin, S. Magnussen, N.C. Coops, and M.A. Wulder, "Curve fitting of time-series landsat imagery for characterizing a mountain pine beetle infestation," International Journal of Remote Sensing, vol. 31, no. 12, pp. 3263-3271, 2010.
15. E.F. Lambin and A.H. Strahler, "Change-vector analysis in multitemporal space: A tool to detect and categorize landcover change processes using high temporal-resolution satellite data," Remote Sensing of Environment, vol. 48, no. 2, pp. 231-244, 1994.
16. Philip A. Townsend, Aditya Singh, Jane R. Foster, Nathan J. Rehberg, Clayton C. Kingdon, Keith N. Eshleman, and Steven W. Seagle, "A general landsat model to predict canopy defoliation in broadleaf deciduous forests," Remote Sensing of Environment, vol. 119, no. 0, pp. 255-265, 2012.
17. Nicholas C. Coops, Richard H. Waring, Michael A. Wulder, and Joanne C. White, "Prediction and assessment of bark beetle-induced mortality of lodgepole pine using estimates of stand vigor derived from remotely sensed data," Remote Sensing of Environment, vol. 113, no. 5, pp. 1058-1066, 2009.
18. Joseph P. Spruce, Steven Sader, Robert E. Ryan, James Smoot, Philip Kuper, Kenton Ross, Donald Prados, Jeffrey Russell, Gerald Gasser, Rodney McKellip, andWilliam Hargrove, "Assessment of modis ndvi time series data products for detecting forest defoliation by gypsy moth outbreaks," Remote Sensing of Environment, vol. 115, no. 2, pp. 427-437, 2011.
19. J. Verbesselt, A. Robinson, C. Stone, and D. Culvenor, "Forecasting tree mortality using change metrics derived from MODIS satellite data," Forest Ecology and Management, vol. 258, pp. 1166-1173, 2009.
20. L. Eklundh, T. Johansson, and S. Solberg, "Mapping insect defoliation in scots pine with modis time-series data," Remote Sensing of Environment, vol. 113, no. 7, pp. 1566-1573, 2009.
21. K.M. de Beurs and P.A. Townsend, "Estimating the effect of gypsy moth defoliation using modis," Remote Sensing of Environment, vol. 112, no. 10, pp. 3983-3990, 2008.
22. X. Zhan, R.A. Sohlberg, J.R.G. Townshend, C. DiMiceli, M.L. Carroll, J.C. Eastman, M.C. Hansen, and R.S. DeFries, "Detection of land cover changes using MODIS 250 m data," Remote Sensing of Environment, vol. 83, no. 1-2, pp. 336-350, 2002.
23. B.P. Salmon, J.C. Olivier, W. Kleynhans, K.J. Wessels, F. van den Bergh, and K.C. Steenkamp, "The use of a multilayer perceptron for detecting new human settlements from a time series of modis images," International Journal of Applied Earth Observation and Geoinformation, vol. 13, no. 6, pp. 873-883, 2011.
24. R.I. Negron Juarez and W.T. Liu, "FFT analysis on NDVI annual cycle and climatic regionality in northeast Brazil," International Journal of Climatology, vol. 21, no. 14, pp. 1803-1820, 2001.
25. M.E. Jakubauskas, D.R. Legates, and J.H. Kastens, "Harmonic analysis of time-series AVHRR NDVI data," Photogrammetric Engineering and Remote Sensing, vol. 67, pp. 461-470, 2001.
26. W. Kleynhans, J.C. Olivier, K.J. Wessels, F. Van Den Bergh, B.P. Salmon, and K.C. Steenkamp, "Improving land cover class separation using an Extended Kalman Filter on MODIS NDVI time-series data," IEEE Geoscience and Remote Sensing Letters, vol. 7, pp. 381-385, 2010.
27. Rudolph Emil Kalman, "A New Approach to Linear Filtering and Prediction Problems," Transactions of the ASME-Journal of Basic Engineering, vol. 82, no. Series D, pp. 35-45, 1960.
28. Donald W. Marquardt, "An Algorithm for Least-Squares Estimation of Nonlinear Parameters," Journal of the Society for Industrial and Applied Mathematics, vol. 11, no. 2, pp. pp. 431-441, 1963.