Using page's cumulative sum test on MODIS time series to detect land-cover changes

IEEE Geoscience and Remote Sensing Letters

Volumn 10, Issue 2, 2013, Pages 332-336

  Grobler, T L ^a,b   Ackermann, E R ^c   Van Zyl, A J ^a   Olivier, J C ^d   Kleynhans, W ^a,b   Salmon, B P ^a,b  

^a UNIVERSITY OF PRETORIA   (South Africa)

^b DSI CSIR Nanotechnology Innovation Centre   (South Africa)

^c Rice University   (United States)

^d UNIVERSITY OF TASMANIA   (Australia)

Author keywords

Cumulative sum; hypertemporal and sequential change detection; Moderate Resolution Imaging Spectroradiometer (MODIS)

Indexed keywords

CUMULATIVE SUMS; HUMAN SETTLEMENTS; LAND-COVER CHANGE; MODERATE RESOLUTION IMAGING SPECTRORADIOMETER; NATURAL VEGETATION; OFF-LINE OPTIMIZATION; PROBABILITY OF DETECTION; SATELLITE DATA; SEQUENTIAL CHANGE DETECTION; SETTLEMENT DEVELOPMENT; SOUTH AFRICA; STUDY AREAS;

OPTIMIZATION; RADIOMETERS;

SATELLITE IMAGERY;

EID: 84869507780     PISSN: 1545598X     EISSN: None     Source Type: Journal    
DOI: 10.1109/LGRS.2012.2205556     Document Type: Article

References (14)

1. D. Lu, P. Mausel, E. Brondizio, and E. Moran, "Change detection techniques," Int. J. Remote Sens., vol. 25, no. 12, pp. 2365-2407, Jun. 2004. (Pubitemid 38973496)
2. R. Lunetta, J. Knight, J. Ediriwickrema, J. Lyon, and L. Worthy, "Land-cover change detection using multi-temporal MODIS NDVI data," Remote Sens. Environ., vol. 105, no. 2, pp. 142-154, Nov. 2006. (Pubitemid 44634591)
3. R. Lunetta, J. Ediriwickrema, D. Johnson, J. Lyon, and A. McKerrow, "Impacts of vegetation dynamics on the identification of land-cover change in a biologically complex community in North Carolina, USA," Remote Sens. Environ., vol. 82, no. 2/3, pp. 258-270, Oct. 2002.
4. R. Lunetta, R. Alvarez, C. Edmonds, J. Lyon, C. Elvidge, R. Bonifaz, and C. Garciacute;a, "NALC/Mexico land-cover mapping results: Implications for assessing landscape condition," Int. J. Remote Sens., vol. 23, no. 16, pp. 3129-3148, Aug. 2002. (Pubitemid 34986847)
5. W. Kleynhans, B. Salmon, J. Olivier, K. Wessels, and F. van den Bergh, "An autocorrelation analysis approach to detecting land cover change using hyper-temporal time-series data," in Proc. IEEE Geosci. Remote Sens. Symp., Vancouver, BC, Canada, Jul. 2011, pp. 94-97.
6. S. Boriah, "Time series change detection: Algorithms for land cover change," Ph.D. dissertation, Graduate School Univ. Minnesota, Minneapolis, MN, Apr. 2010.
7. W. Kleynhans, J. Olivier, K. Wessels, B. Salmon, F. van den Bergh, and K. Steenkamp, "Detecting land cover change using an extended Kalman filter on MODIS NDVI time-series data," IEEE Geosci. Remote Sens. Lett., vol. 8, no. 3, pp. 507-511, May 2011.
8. 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," Int. J. Appl. Earth Observ. Geoinform., vol. 13, no. 6, pp. 873-883, Dec. 2011.
9. E. Page, "Continuous inspection schemes," Biometrika, vol. 41, no. 1/2, pp. 100-115, Jun. 1954.
10. J. Kucera, P. Barbosa, and P. Strobl, "Cumulative sum charts-A novel technique for processing daily time series of MODIS data for burnt area mapping in Portugal," in Proc. Int. Workshop Anal. Multi-Temporal Remote Sens. Images, Leuven, Belgium, Aug. 2007, pp. 1-6.
11. 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 Sens. Environ., vol. 114, no. 12, pp. 2970-2980, Dec. 2010.
12. T. L. Grobler, E. R. Ackermann, A. J. van Zyl, J. C. Olivier, and W. Kleynhans, "Land cover separability analysis of MODIS time series data using a combined simple harmonic oscillator and a mean reverting stochastic process," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 5, no. 3, pp. 857-866, Jun. 2012.
13. H. Poor and O. Hadjiliadis, Quickest Detection. Cambridge, U.K.: Cambridge Univ. Press, 2009.
14. E. R. Ackermann, "Sequential Land Cover Classification," Master's thesis, Univ. Pretoria, Pretoria, South Africa, 2011.