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 PHONOLOGICAL PROFILING USING REMOTE SENSING
(Remote Sensing based Quantification of Spatial and Temporal
variation in Canopy Phenology)
i. STUDY AREA:
1. Any Hilly Area (local to regional, depending upon data)
a. Northern areas of Pakistan
ii. DATASETS:
1. SPOT Vegetation 10-days Composite NDVI
a. Cloud masking
2. Satellite data (Landsat images)
3. AVHHR NDVI data (OTHERS to be searched)
4. CORNIE (Availability for Pakistan????) _ Co-ordination of
Information on the Environment Program
5. DEM (30m & 90m)
6. Topo-Map of Tress (or local data/calculations/surveys)
7. Climate Data (images and tabular)
a. Daily Mean Temperature
b. Daily Max and Min Temp
c. Daily Precipitation
d. Daily Sea-level Pressure
8. TIMESAT (OTHERS to be searched)
a. Time series analysis program
iii. PHENOLOGY CALCULATIONS:
1. SOS (Start of season)
2. LOS (Length of season)
3. Canopy height and density
4. LAI (Leaf Area Index)
5. Max NDVI
6. Integral NDVI etc
iv. STATISTICAL ANALYSIS:
1. Between different classes
2. Along geographical gradient
3. Due climate
4. Area-wise etc
v. OTHER ANALYSIS:
1. Among different species of Same class
2. Variability among speciesclasses etc
 Spatial distribution of habitat modelling*
 1st select any animal/birds/species of ocean
 Then select area
 Study its climate and ecosystem
 Then, at the end select any RS technique to monitor them
 Explore literature review and analysis

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Phenology_Mapping_Using_Remote Sensing_2016

  • 1.  PHONOLOGICAL PROFILING USING REMOTE SENSING (Remote Sensing based Quantification of Spatial and Temporal variation in Canopy Phenology) i. STUDY AREA: 1. Any Hilly Area (local to regional, depending upon data) a. Northern areas of Pakistan ii. DATASETS: 1. SPOT Vegetation 10-days Composite NDVI a. Cloud masking 2. Satellite data (Landsat images) 3. AVHHR NDVI data (OTHERS to be searched) 4. CORNIE (Availability for Pakistan????) _ Co-ordination of Information on the Environment Program 5. DEM (30m & 90m) 6. Topo-Map of Tress (or local data/calculations/surveys) 7. Climate Data (images and tabular) a. Daily Mean Temperature b. Daily Max and Min Temp c. Daily Precipitation d. Daily Sea-level Pressure 8. TIMESAT (OTHERS to be searched) a. Time series analysis program iii. PHENOLOGY CALCULATIONS: 1. SOS (Start of season) 2. LOS (Length of season) 3. Canopy height and density 4. LAI (Leaf Area Index) 5. Max NDVI 6. Integral NDVI etc
  • 2. iv. STATISTICAL ANALYSIS: 1. Between different classes 2. Along geographical gradient 3. Due climate 4. Area-wise etc v. OTHER ANALYSIS: 1. Among different species of Same class 2. Variability among speciesclasses etc  Spatial distribution of habitat modelling*  1st select any animal/birds/species of ocean  Then select area  Study its climate and ecosystem  Then, at the end select any RS technique to monitor them  Explore literature review and analysis