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Fusing Satellite Data to Monitor the Urban Area's Effect on Plant Phenology
Title:
Fusing Satellite Data to Monitor the Urban Area's Effect on Plant Phenology
Author:
Gervais, Norman, author.
ISBN:
9780355981599
Personal Author:
Physical Description:
1 electronic resource (134 pages)
General Note:
Source: Dissertation Abstracts International, Volume: 79-10(E), Section: B.
Advisors: Alexander Buyantuev Committee members: John B. Davis; James Mower.
Abstract:
This dissertation centrally focuses on developing and validating the use of fused satellite imagery to monitor the effects of the urban area on plant phenology, specifically the timing of the start and end of the growing season (SOS and EOS, respectively). In the first paper, Chapter 2, data from the Moderate Resolution Imaging Spectroradiometer (MODIS) and Landsat were fused together using the Spatial and Temporal Adaptive Reflectance Fusion Model (STARFM) to produce a time series of a high spatial and high temporal resolution vegetation index. From this time series, the SOS and EOS were extracted and compared between the urban and exurban developed areas. This paper used two versions of the fusion software and the results from both versions generally supported the hypothesis that the urban areas have an earlier SOS, later EOS, and therefore a longer length of season (LOS). In addition, the 30m Landsat-like resolution of the fused imagery allowed differentiation between urban and exurban areas at a much finer spatial resolution, allowing for a better understanding of heterogeneous effects than would be possible at a coarser resolution of MODIS (500m). However, two issues were identified. First, the two software versions showed minor differences in results. Without in-depth validation of the software, it was not known which version produced the most reliable results and therefore which version should be adopted in future research. Second, the paper did not attempt to compare the results with ground conditions. Therefore there was no evidence to support that the observed parameters were actually related to true SOS or EOS, or if they were related to some other phenomena. The second and third papers investigated these two issues. The second paper focused on a technical comparison of the ability of the original and the most recent version (v1.2.2) of the STARFM software to predict high temporal and high spatial resolution fused images. The results show that v1.2.2 can be adopted. The third paper used v1.2.2 to produce fused images for three US cities that coincided with in situ citizen science phenology data of the red maple (Acer rubrum). Comparison of the phenophase dates derived from the fused imagery with these in situ data showed that the amount of relationship varied between the two depending on the phenophase and city. In addition, although usually less than half of the variation in the phenology produced from the fused data was explained by the observed phenology of the red maple, there were statistically significant relationships between the two.
Local Note:
School code: 0668
Added Corporate Author:
Available:*
Shelf Number | Item Barcode | Shelf Location | Status |
|---|---|---|---|
| XX(680742.1) | 680742-1001 | Proquest E-Thesis Collection | Searching... |
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