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Climate Classification with K-Means Clustering Model in Google Earth Engine | ERA5 & MODIS Datasets

Terra Spatial

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Climate Classification with K-Means Clustering Model in Google Earth Engine | ERA5 & MODIS Datasets

1 541 просмотр · 2 г. назад
Terra Spatial
53,7 тыс. подписчиков
1 541 просмотр · 2 г. назад
In this video, we take you step-by-step through a fascinating process of historical climate classification using Google Earth Engine (GEE). We'll dive into the ERA5-Land and MODIS Terra datasets, applying a K-Means clustering model to uncover climate patterns over time (2000-2020). ✨ Key Highlights: • Define a region of interest with coordinates. • Load and combine climate variables (temperature & precipitation). • Train a K-Means clustering model to classify the climate data. • Visualize and export the classified climate map. • Perform area and temperature calculations for each climate class. • Analyse NDVI time series for the climate class with MODIS data. 📊 Charts & Visualization: • Climate classification map with color-coded clusters. • NDVI time series for detailed vegetation insights. • Temperature statistics and area distribution per climate class ----------------------------------------------------------------- 🚀 Useful link: Code link: https://code.earthengine.google.com/4... ERA5 Dataset: https://developers.google.com/earth-e... MODIS Terra: https://developers.google.com/earth-e... 🚀 Whether you're a climate enthusiast or a GEE pro, this video is packed with techniques to enhance your Earth observation projects! 🔔 Don't forget to like, share, and subscribe for more tutorials on climate analysis, remote sensing, and GEE! ----------------------------------------------------------------- 💰🤝🏻Join Membership to get access to perks & Support us🤝🏻💰    / @terraspatial   ----------------------------------------------------------------- 👩‍💻 Join the Terra Spatial Community: Engage with fellow learners, share your experiences, and get support on our dedicated community forum. 🌐 Stay connected: 📌 Subscribe to our Channel:    / @terraspatial.  . 📌 Facebook:   / terraspatial   📌 Geosuite blog: https://geosuite.blogspot.com/ --------------------------------------------------------------- 👍 **Don't forget to Like, Share, and Subscribe for more insightful tutorials! 🌐✨ #climateclassification #googleearthengine #k-mean #clusteringmodel #modis #ERA5