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bigearthdata1.bsky.social
Big Earth Data
@bigearthdata1.bsky.social
34 followers 7 following 35 posts
Big Earth Data is the world's first big data journal in the Earth sciences.
https://www.tandfonline.com/journals/tbed20
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bigearthdata1.bsky.social
📢 Deriving peri-urban settlement typologies from Landsat time series analysis: the case study of #Mankweng and environs (South Africa)
👉 doi.org/10.1080/2096...
#satellite #periurban #settlement #SouthAfrica #Landsat #landuse #landcover #SDGs #remotesensing #GIS #cartography #geovisualisation
January 21, 2026 at 9:34 AM
bigearthdata1.bsky.social
📢 A transformer-based multi-feature fusion method for detecting traffic events using Twitter data
👉 doi.org/10.1080/2096...
💌 #traffic #urban #Twitter #remotesensing #GIS #dataanalysis #BigData #deeplearning #urbanmobility #transportation #humanmobility #smartcity #digitaltwin #GeoAI
January 12, 2026 at 8:36 AM
bigearthdata1.bsky.social
📢Artificial intelligence-driven #precipitation #downscaling and projections over #Thailand using #CMIP6 climate models
👉https://doi.org/10.1080/20964471.2025.2547500
💌 #AI #DyNN-Mem #LSTM #CNN #Deeplearning #machinelearning #CMIP6 #hydrology #climatechange #remotesensing #WaterResources
January 6, 2026 at 9:08 AM
bigearthdata1.bsky.social
💞 🎄 💞 🎄💞This holiday season, we send our heartfelt thanks to our amazing editors, authors, reviewers, and readers. We’re so excited to keep collaborating with you in 2026! Wishing you a warm, joyful Christmas and a New Year full of peace, happiness, and wonderful new opportunities.🌸 🍀 🌸🍀 🌸
December 23, 2025 at 2:15 AM
bigearthdata1.bsky.social
📢Harnessing generative AI for enhanced disaster management: a systematic review
👉https://doi.org/10.1080/20964471.2025.2521157
💌#AI #LLMs #disaster #PRISMA #review #SWOT#disastermanagement #risk #remotesensing #GIS
December 22, 2025 at 9:50 AM
bigearthdata1.bsky.social
Towards a Global Ground-Based Earth Observatory (GGBEO): Leveraging existing systems and networks by Hanna K. Lappalainen, Markku Kulmala and et al.
👉 doi.org/10.1080/2096...
💌 #SDGs #PEEX #climate #FAIR #TRUST #geoscience #remotesensing #earthobervation #environment #atmosphere
December 11, 2025 at 5:46 AM
bigearthdata1.bsky.social
📢 [Review Article] Exploring the concept of digital twins of #wetlands for supporting #ecosystem monitoring and management by Bing Lu, Lucie Francescutto et al.
👉 doi.org/10.1080/2096...
💌 #climatechange #visualization #digitaltwin #remotesensing #GIS
December 5, 2025 at 7:54 AM
bigearthdata1.bsky.social
📢 Enhanced oceanic fog nowcasting through satellite-based recurrent neural networks by Sahel Mahdavi, Meisam Amani, Terry Bullock & Steven Beale
👉https://doi.org/10.1080/20964471.2024.2412379
💌 #Fog #deeplearning #GOES-16 #forecast #offshore
#remotesensing #GIS #Earthobservation #bigdata
November 28, 2025 at 9:36 AM
bigearthdata1.bsky.social
📢 Driver analysis of subarctic wildfire severity over a 35-year period by Daniel Martin Nelson, Yuhong He & G. W. K. Moore
👉 doi.org/10.1080/2096...
💌 #Wildfire #GoogleEarthEngine #LandTrendR #SHAP #machinelearning #forest #remotesensing #earthobservation #GIS #BigData
November 14, 2025 at 9:39 AM
bigearthdata1.bsky.social
📢 Good news! The special issue on “Big data and artificial intelligence for natural hazards” has been published online.
👉https://tandfonline.com/toc/tbed20/9/3?nav=tocList
#flood #drought #wildfire #bigdata #AI #remotesensing #disaster #hazard #earthobservation #GIS #GeoAI #SDGs
November 5, 2025 at 8:05 AM
bigearthdata1.bsky.social
📢Assessing future risk of humanitarian crises using projections of climate-related hazards, population, conflict and other socioeconomic variables within the INFORM framework
👉https://doi.org/10.1080/20964471.2025.2535852
💌 #INFORM #climatechange #hazard #SSPs #risk #remotesensing #GIS #BigData
October 27, 2025 at 2:07 PM
bigearthdata1.bsky.social
📢We're delighted to announce a new special issue: lnkd.in/gKesFKT9. If you are engaged in this dynamic field, we warmly invite you to contribute your valuable insights!
#remotesensing #earthobservation #ArtificialIntelligence #ai #MachineLearning #Geospatial #DataScience #SustainableDevelopment
October 14, 2025 at 9:19 AM
bigearthdata1.bsky.social
📢Spatial sample weighted machine learning for multitemporal land cover change modeling with imbalanced datasets by Alysha van Duynhoven & Suzana Dragićević
👉https://doi.org/10.1080/20964471.2025.2518763
#machinelearning #landcover #AI #GeoAI #remotesensing #earthobservation #GIS
September 2, 2025 at 12:24 PM
bigearthdata1.bsky.social
📢Simulation of lake underwater terrain based on the XGBoost model: a case study of typical lakes on the #TibetanPlateau
👉https://doi.org/10.1080/20964471.2025.2515713
#lake #underwater #terrain #XGBoost #topography #DEM #waterstorage #bathymetry #climatechange #hydrology #3D #remotesensing #GIS
August 20, 2025 at 9:37 AM
bigearthdata1.bsky.social
📢DACIA5: a #Sentinel-1 and #Sentinel-2 #dataset for agricultural #crop identification applications by A. Băicoianu, I. C. Plajer, M. Debu, et al.
👉Article link: doi.org/10.1080/2096...
💌 #Artificialintelligence #agriculture #smartagriculture #remotesensing #machinelearning #datasharing #datapaper
August 4, 2025 at 6:18 AM
bigearthdata1.bsky.social
📢[Research Article] Modeling #deforestation drivers in the Brazilian #Amazon: a comparison of quantitative approaches by Alisson Castro Barreto, Tailon Martins & Adriano Mendonça Souza
👉https://doi.org/10.1080/20964471.2025.2510770
#biome #geoscience #GIS #remotesensing #Brazil #statisticalmethod
July 25, 2025 at 10:06 AM
bigearthdata1.bsky.social
📢GeoFactory: an #LLM performance enhancement framework for geoscience factual and inferential tasks
👉https://doi.org/10.1080/20964471.2025.2506291
💌A guidance for adapting LLMs to #geoscience applications and paves the way for future multimodal implementations. Largelanguagemodel
July 18, 2025 at 4:10 AM
bigearthdata1.bsky.social
📢 Daily-scale dataset of highly dynamic water of Poyang Lake
👉Article link: doi.org/10.1080/2096...
💌 #Remotelysensing #PoyangLake #randomforest #hydrology #landcover #opticalimagery #SAR #WaterIndex
July 4, 2025 at 9:35 AM
bigearthdata1.bsky.social
📢 Classification of oil palm tree conditions from #UAV imagery using the #YOLO object detector by Aakash Thapa, Teerayut Horanont et al.
👉Article link: doi.org/10.1080/2096...
💌 #Oilpalmtree #deeplearning #YOLOv8 #YOLO #objectdetection #precisionagriculture #remotesensing
June 24, 2025 at 2:41 AM
bigearthdata1.bsky.social
📢A deep learning pipeline to #powerinfrastructure detection in #highresolution satellite images by Mengqi Ye et al.
👉https://doi.org/10.1080/20964471.2025.2490408
💌It highlights the potential of #deeplearning for large-scale #power grid mapping using from #Worldview-3 imagery.
#remotesensing
June 10, 2025 at 3:08 AM
bigearthdata1.bsky.social
📢 [New Article] A multi-rule index to extract brine shrimp from satellite imagery: a case study in Ebinur Lake, China
👉Article link: doi.org/10.1080/2096...
Study uses #Landsat data to map #Artemia in China’s #EbinurLake, achieving 94.5% accuracy. #RemoteSensing #BrineShrimp #Conservation
June 3, 2025 at 3:50 AM
bigearthdata1.bsky.social
📢 Enhancing geodatabases operability: advanced human-computer interaction through #RAG and Multi-Agent Systems
👉Article link: doi.org/10.1080/2096...
#LargeLanguageModel #LLM #MultiAgentSystem #SQL #geospatialdatabases #GeoAI #GIS #dataquery #datamanagement #geodatabase
May 27, 2025 at 3:31 AM
bigearthdata1.bsky.social
📢 [Review Article] Exploring the concept of digital twins of wetlands for supporting ecosystem monitoring and management by Bing Lu et al.
👉Article link: doi.org/10.1080/2096...
💌 #Wetland #remotesensing #GIS #ecosystem #digitaltwins
May 12, 2025 at 2:54 AM
bigearthdata1.bsky.social
📢Li-GS: a fast #3D Gaussian reconstruction method assisted by LiDAR point clouds
👉Article link: doi.org/10.1080/2096...
💌Li-GS uses #LiDAR #pointclouds and dynamic voxel filtering to accelerate training while improving #geometric accuracy and reducing hardware demands.
#remotesensing #digitaltwin
April 27, 2025 at 2:30 AM
bigearthdata1.bsky.social
📢[Data Note] Restoration of missing #oceancolor data in high-latitude oceans using neural network model
👉https://doi.org/10.1080/20964471.2025.2474655
💌The NN-LAT50 #dataset for #highlatitude #oceans significantly improves retrieval accuracy and winter coverage. #polar #remotesensing #oceanography
April 17, 2025 at 3:09 AM