NDVI, scale invariance and the modifiable areal unit problem: An assessment of vegetation in the Adelaide Parklands
This research addresses the question as to whether or not the Normalised Difference Vegetation Index (NDVI) is scale invariant (i.e. constant over spatial aggregation) for pure pixels of urban vegetation. It has been long recognized that there are issues related to the modifiable areal unit problem...
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Veröffentlicht in: | The Science of the total environment 2017-04, Vol.584-585, p.11-18 |
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Sprache: | eng |
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Zusammenfassung: | This research addresses the question as to whether or not the Normalised Difference Vegetation Index (NDVI) is scale invariant (i.e. constant over spatial aggregation) for pure pixels of urban vegetation. It has been long recognized that there are issues related to the modifiable areal unit problem (MAUP) pertaining to indices such as NDVI and images at varying spatial resolutions. These issues are relevant to using NDVI values in spatial analyses. We compare two different methods of calculation of a mean NDVI: 1) using pixel values of NDVI within feature/object boundaries and 2) first calculating the mean red and mean near-infrared across all feature pixels and then calculating NDVI. We explore the nature and magnitude of these differences for images taken from two sensors, a 1.24m resolution WorldView-3 and a 0.1m resolution digital aerial image. We apply these methods over an urban park located in the Adelaide Parklands of South Australia. We demonstrate that the MAUP is not an issue for calculation of NDVI within a sensor for pure urban vegetation pixels. This may prove useful for future rule-based monitoring of the ecosystem functioning of green infrastructure.
NDVI calculations for pure pixels of urban vegetation: 1) pixel-based NDVI; and 2) object-based NDVI for the three vegetation categories of trees, shrubs and turf grasses. [Display omitted]
•Investigating MAUP effects on pure vegetation pixels using the two different platforms of satellite and airborne imagery•Employing two different approaches to calculate NDVI using pure pixels of vegetation•Comparing these two different approaches in an urban parkland in Australia and in the Colorado River Delta |
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ISSN: | 0048-9697 1879-1026 |
DOI: | 10.1016/j.scitotenv.2017.01.130 |