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Using Page's Cumulative Sum Test on MODIS Time Series to Detect Land-Cover Changes

Citation

Grobler, TL and Ackermann, ER and van Zyl, AJ and Olivier, JC and Kleynhans, W and Salmon, BP, Using Page's Cumulative Sum Test on MODIS Time Series to Detect Land-Cover Changes, IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 10, (2) pp. 332-336. ISSN 1545-598X (2013) [Refereed Article]

Copyright Statement

Copyright 2012 IEEE

DOI: doi:10.1109/LGRS.2012.2205556

Abstract

Human settlement expansion is one of the most pervasive forms of land-cover change in South Africa. The use of Page’s cumulative sum (CUSUM) test is proposed as a method to detect new settlement developments in areas that were previously covered by natural vegetation using 500-m Moderate Resolution Imaging Spectroradiometer time-series satellite data. The method is a sequential per-pixel change alarm algorithm that can take into account positive detection delay, probability of detection, and false-alarm probability to construct a threshold. Simulated change data were generated to determine a threshold during a preliminary offline optimization phase. After optimization, the method was evaluated on examples of known land-cover change in the Gauteng and Limpopo provinces of South Africa. The experimental results indicated that CUSUM performs better than band differencing in the before-mentioned study areas.

Item Details

Item Type:Refereed Article
Keywords:Using Page's Cumulative Sum Test on MODIS Time Series to Detect Land-Cover Changes
Research Division:Engineering
Research Group:Electrical and Electronic Engineering
Research Field:Signal Processing
Objective Division:Environment
Objective Group:Environmental and Natural Resource Evaluation
Objective Field:Environmental and Natural Resource Evaluation not elsewhere classified
Author:Olivier, JC (Professor JC Olivier)
Author:Salmon, BP (Dr Brian Salmon)
ID Code:82334
Year Published:2013
Web of Science® Times Cited:11
Deposited By:Engineering
Deposited On:2013-01-25
Last Modified:2014-11-28
Downloads:0

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