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Estimating Snow ❄️using NDSI From MODIS satellite Data 2000 to 2021

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🏔️ Snow Cover Area Estimation 🗻

Screenshot from 2024-01-11 01-22-07

Estimating Snow using NDSI From MODIS satellite Data 2000 to 2021

Colab MLP Train and Inference <<< PHASE 1 HEAVY GDAL USAGES

🖥️RUNNING CODE FOR NDSI MOD09A1.061 8 DAY

kaiserLEGEND

🌨️❄️🏔️ SNOW COVER AREA 🏔️❄️🌨️

🛗ELEVATION DATA SNOW COVER CALCULATOR >>>

❄️ASPECT🧭 DATA SNOW COVER CALCULATOR >>>

🪜SLOPE🪜 DATA SNOW COVER CALCULATOR >>>

kaiserLegendSlopeAspectDem_300

🌡️TEMPERATURE & ☔RAINFALL

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>> PHASE 2 <<

Colab MLP Train and Inference on snnow cover <<< PHASE 2 PARALLEL SWITCHING TO ML WITH ALL BANDS AVAILABLE IN SATELLITE (STILL TTESTING)

Colab MLP Train and Inference on snnow cover <<< PHASE 2+ SERIAL SWITCHING TO ML WITH ALL BANDS AVAILABLE IN SATELLITE (STILL TTESTING)

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📚 Citations

the following are the related citations.

@article{roy2024beas,
  title={Beas Basin Snow Area Health Monitoring Utilizing Remote Sensing with Elevation Zones and Aspect},
  author={Roy, K and Kant, C and Meena, RS},
  journal={Geospatial Technology for Natural Resource Management},
  pages={321--341},
  year={2024},
  publisher={Wiley Online Library}
}
@article{kant2024deciphering,
  title={Deciphering Snow-cover Dynamics: Terrain Analysis in the Mountainous River Basin, Western Himalayas},
  author={Kant, Chander and Roy, Kaiser and Meena, Ray Singh and Kumar, Brijesh and Lakshmi, Venkataraman},
  journal={Water Conservation Science and Engineering},
  volume={9},
  number={2},
  pages={70},
  year={2024},
  publisher={Springer}
}
@article{royspatio,
  title={Spatio-Temporal Snow Cover Health Analysis of Western Himalayan River Basin by Elevation Zones},
  author={Roy, Kaiser and Kant, Chander and Meena, Ray Singh}
}