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Big Earth Data

@bigearthdata1.bsky.social
74 followers 73 following 69 posts

Big Earth Data is the world's first big data journal in the Earth sciences. www.tandfonline.com/journals/tbed20

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Big Earth Data @bigearthdata1.bsky.social · 30/09/2026
📢 Nonlinear mobility responses to heat in the United States: benchmark thresholds and neighborhood inequality 👉 doi.org/10.1080/2096... 💌 #Extremeheat #Humanmobility #behavioralthreshold #heatadaptation #locationdata #urbangeography #climatehazards #GIScience #GeoAI #GIS #BigData
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Big Earth Data @bigearthdata1.bsky.social · 21/09/2026
📢 SAGE-UNet: A mixture-of-experts spatially-aware gated enhancement U-Net for #flood water segmentation from Sentinel-1 #SAR and post-event impact assessment—learning from flood events in Germany and Spain by Armin Moghimi et al. 👉 doi.org/10.1080/2096... 💌 #GeoAI #disaster #remotesensing #GIS
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Reposted by Big Earth Data
G Sansigolo 🪐 @sansigolo.bsky.social · 15/09/2026
📢 Delighted to share my article, "A tool for crop phenology metrics analysis from big Earth observation data," published this March in @bigearthdata1.bsky.social, has reached 2,500 views! 🚀 It's currently featured on the journal's homepage under the "Most read" tab. 🔗 doi.org/10.1080/2096...
The first page of an open-access research article in the journal Big Earth Data (Vol. 10, No. 2, 2026) titled "A tool for crop phenology metrics analysis from big Earth observation data." The authors listed are Gabriel Sansigolo, Karine Reis Ferreira, Gilberto Ribeiro De Queiroz, Thales Körting, Leonardo Pereira Garcia Leão, and Marcos Adami, with affiliations at the National Institute for Space Research (INPE) and the Tribunal de Contas da União (TCU) in Brazil. The page includes an abstract detailing the Web Crop Phenology Metrics Service (WCPMS) and its use of the Brazil Data Cube (BDC), a list of keywords like "phenological metrics" and "Python package," and the beginning of the Introduction sect
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Big Earth Data @bigearthdata1.bsky.social · 17/09/2026
📢 On the sensitivities to the modifiable areal unit problem 👉 doi.org/10.1080/2096... 💌 #sensitivityanalysis #Modifiablearealunitproblem #sensitivity #geographicalobservation #probability #deviationdistribution #spatialstatistics #Geography #digitalearth #remotesensing #GIS
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Big Earth Data @bigearthdata1.bsky.social · 14/09/2026
The Palæo Data Cube: A #DigitalEarth of the past inspired by present-day Big Earth Observations Data practices 👉 doi.org/10.1080/2096... #EarthObservation #GeoServer #GeoNetwork #palæoclimatology #geodynamics #DataCube #Palæogeography #tectonics #SDGs #remotesensing @greggiuliani.bsky.social
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Big Earth Data @bigearthdata1.bsky.social · 10/09/2026
📢 A review of vision-based remote sensing datasets for monitoring of Canadian wildland-urban interfaces 👉 doi.org/10.1080/2096... 💌 #Wildland #Urban #wildfire #riskassessment #hazard #burnedarea #climatechange #computervision #AI #GeoAI #remotesensing #earthobservation #GIS #BigData
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Big Earth Data @bigearthdata1.bsky.social · 07/09/2026
📢 Global flood research patterns, disparities, and risk–attention mismatches revealed by large language models by Xinan Zhang, Yuqi Bai et al. 👉 doi.org/10.1080/2096... 💌 #Flood #hazard #risk #climatechange #LLM #hydrology #Bibliometrics #disasterrisk #remotesensing #GIS #GeoAI
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Big Earth Data @bigearthdata1.bsky.social · 27/08/2026
📢 OnePole: One-shot recognition of Pole-like objects in Lidar point clouds by Zezheng Zhang , Davood Shojaei & Kourosh Khoshelham 👉 doi.org/10.1080/2096... 💌 #urban #Deeplearning #road #photogrammetry #laserscanning #featurelearning #pointcloud #3D #GeoAI #remotesensing #GIS
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Big Earth Data @bigearthdata1.bsky.social · 25/08/2026
📢 Comparing Analog Ensemble and Corrective Diffusion for Western US precipitation downscaling from GraphCast by Weiming Hu, Zhiqi Yang et al. 👉 doi.org/10.1080/2096... 💌 #geodata #uncertainty #forecasts #precipitation #downscaling #AI #weather #GraphCast
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Big Earth Data @bigearthdata1.bsky.social · 20/08/2026
📢 TSDP: Automatic preprocessing and downloading of #Landsat 1–9, #Sentinel-2, and other remote sensing data for multi-resolution time-series image analysis 👉 doi.org/10.1080/2096... 💌 #opensource #Python #satellite #timeseries #GoogleEarthEngine #GEE #MSS #remotesensing #landcover #GIS
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Big Earth Data @bigearthdata1.bsky.social · 18/08/2026
📢 Quality assessment and control of urban environmental sensors using physical thresholding and machine learning-based probabilities 👉 doi.org/10.1080/2096... 💌 #sensor #urban #climate #qualitycontrol #machinelearning #urbanmeteorology #UrbanResilience #remotesensing #earthobservation #GIS
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Big Earth Data @bigearthdata1.bsky.social · 30/07/2026
📢 The uncertainties and potential of locational-based social media for floodscape mapping by Edwin Chow, T. Yang & Y. Yan 👉 doi.org/10.1080/2096... 💌 #flood #SocialMedia #LBSM #uncertaintyanalysis #geocomputation #hazard #machinelearning #remotesensing #GIS #geography
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Big Earth Data @bigearthdata1.bsky.social · 24/07/2026
📢 Advancing regional #waterquality modelling: integrating spatial #machinelearning with large-scale #catchment data by Marta Jemeljanova et al. 👉 doi.org/10.1080/2096... 💌 #nitrogen #phosphorus #runoff #waterquality #hydrology #hydrology #hydrogeology #remotesensing #GIS
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Big Earth Data @bigearthdata1.bsky.social · 17/07/2026
📢 #Offshore oil and gas platform dynamics in the North Sea, Gulf of #Mexico, and Persian Gulf: exploiting the #Sentinel-1 archive by Robin Spanier, Thorsten Hoeser, John Truckenbrodt, Felix Bachofer & Claudia Kuenzer 👉 doi.org/10.1080/2096... 💌 #Earthobservation #SAR #oilrigs #remotesensing
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Big Earth Data @bigearthdata1.bsky.social · 10/07/2026
📢 Context-aware #landmark recognition in #location-based augmented reality: A switching framework with a #MobileNet backbone for cultural #heritage engagement 👉https://doi.org/10.1080/20964471.2026.2649432 💌 #AI #geoontology #VGI #smartcity #culturalheritage #geocomputation #remotesensing #GIS
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Big Earth Data @bigearthdata1.bsky.social · 01/07/2026
📢 Publicly available soil moisture datasets: an overview and the UB-SMDC portal by Farzane Mohseni & Jan-Henrik Haunert 👉 doi.org/10.1080/2096... 💌 #Soilmoisture #agriculture #drought #opensource #GeoNetwork #hydrology #geovisualization #geoscience #remotesensing #GIS #dataanalysis #opendata
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Big Earth Data @bigearthdata1.bsky.social · 25/06/2026
📢 #Review | Digital twins as decision infrastructure: evolution, architecture, and research roadmap by Chaowei Yang et al. 👉 doi.org/10.1080/2096... 💌 #Digitaltwins #AI #interoperability #datascience #DigitalEarth #bigdata #GeoAI #cyberinfrastructure #remotesensing #GIS #BigData #dataanalytics
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Big Earth Data @bigearthdata1.bsky.social · 18/06/2026
📢 #AI-driven ensemble forecasting of extreme wind gusts: Random Forest modeling and case studies from the western #Mediterranean by Gustavo H. Guerrero-Navarro et al. 👉https://doi.org/10.1080/20964471.2025.2593745 #windgust #extremeweather #climatechange #meteorology #remotesensing #GIS #disaster
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Big Earth Data @bigearthdata1.bsky.social · 10/06/2026
📢Regional #drought prediction from #Sentinel-2 time series using Random Forest, DNN, and 1D-CNN: a case study in Marchfeld, #Austria by Omid Ghorbanzadeh et al. 👉https://doi.org/10.1080/20964471.2026.2649428 💌 #maize #water #remotesensing #GIS #Agriculture #disaster #climatechange #crop
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Big Earth Data @bigearthdata1.bsky.social · 04/06/2026
📢Uncertainty quantification in geospatial AI/ML applications: methods, metrics, and open-source support with an air quality use case by Anusha Malarvizhi, Kaylee Smith & Chaowei Yang 👉https://doi.org/10.1080/20964471.2026.2629680 #AI #GeoAI #remotesensing #GIS #airquality @stc-gmu.bsky.social
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Big Earth Data @bigearthdata1.bsky.social · 12/05/2026
📢 #Cyprus Earth Observation Data Cube towards water resource management in the context of climate crisis by Stelios P. Neophytides, Gregory Giuliani @greggiuliani.bsky.social et al. 👉 doi.org/10.1080/2096... #water #environment #remotesensing #earthobservation #GIS #datacube #Climate #AI #disaster
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Big Earth Data @bigearthdata1.bsky.social · 06/05/2026
📢A digital twin approach for the identification and update of ecological infrastructure by Audrey Lambiel, Gregory Giuliani@greggiuliani.bsky.social, Nathan Külling & Anthony Lehmann 👉https://doi.org/10.1080/20964471.2026.2615504 #ecosystemservices #remotesensing #GIS #FAIR #digitaltwin #JupyterLab
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Big Earth Data @bigearthdata1.bsky.social · 30/04/2026
📢 A multimodal GeoAI approach to combining text with spatiotemporal features for enhanced relevance classification of social media posts in disaster response 👉 doi.org/10.1080/2096... 💌 #socialmedia #GeoAI #disaster #geoscience #remotesensing #earthobservation #GIS #risk #hazard
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Big Earth Data @bigearthdata1.bsky.social · 21/04/2026
📢 CA-MTransUNet: Cloud-Aware Mixture-of-Experts Linear Transformer U-Net for forest burned area (FBA) mapping using Sentinel-1 and Sentinel-2 images 👉https://doi.org/10.1080/20964471.2025.2598994 #wildfire #forest #burnedarea #UNet #Sentinel #Deeplearning #remotesensing #GIS #forestfire
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Big Earth Data @bigearthdata1.bsky.social · 17/04/2026
📢 Call for Papers | Climate change modelling and urban resilience driven by big Earth data and artificial intelligence 👉 lnkd.in/gph9vddz #climatechange #Urban #AI #climate #cloudcomputing #riskassessment #bigdata #SDG #resilience #earthobservation #remotesensing #GIS #GeoAI #sustainability
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Big Earth Data @bigearthdata1.bsky.social · 08/04/2026
📢 Big data, sound science, lasting impact: A framework for passive acoustic monitoring 👉 doi.org/10.1080/2096... 💌 #SoundCoop #cyberinfrastructure #marine #sound #ocean #marineecology #oceanography #FAIR #openscience #AI #deepsea #geoscience #remotesensing #bigdata #acousticdata #opendata #software
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Big Earth Data @bigearthdata1.bsky.social · 01/04/2026
📢 Towards an AI Cube for EO data inference in a distributed infrastructure 👉 doi.org/10.1080/2096... 💌 #datacube #geoprocessing #GeoAI #AI #OGE #SpatialDataInfrastructure #SDI #remotesensing #earthobservation #GIS #deeplearning #GIServices #Earthscience #informationsystem #WebGIS
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Big Earth Data @bigearthdata1.bsky.social · 26/03/2026
📢 Big Earth Data for Sustainable Development: Open Data and Software Innovation 👉 lnkd.in/guHSsWeb 💞 Guest Advisors: Gregory Giuliani @greggiuliani.bsky.social uliani.bsky.social & Alexander Kmoch @allixender.bsky.social #remotesensing #GIS #BigData #SDGs #GeoAI #opendata #opentool #FAIR
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Big Earth Data @bigearthdata1.bsky.social · 20/03/2026
📢Geo-Disasters: Geocoding climate-related events in the international #disaster database EM-DAT by Khalil Teber and Miguel D. Mahecha (‪@miguelmahecha.bsky.social‬) et al. 👉 doi.org/10.1080/2096... #Climate #hazard #EM-DAT #machinelearning #risk #geocoding #opendata #remotesensing #GIS #BigData
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Big Earth Data @bigearthdata1.bsky.social · 17/03/2026
📢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 #risk #hazard #remotesensing #GIS #SDG
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Big Earth Data @bigearthdata1.bsky.social · 11/03/2026
📢Evaluation of ten #satellite-based and #reanalysis #precipitation datasets on a daily basis for #Czechia (2001–2021) by Daniel Paluba et al. @palubad.bsky.social 👉https://doi.org/10.1080/20964471.2025.2592444 💌 #ERA5 #timeseries #meteorology #remotesensing #earthobservation #GIS #opendata
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Big Earth Data @bigearthdata1.bsky.social · 05/03/2026
📢 [Review Article] Geospatial data and workflows for environmental and sustainability compliance reporting: including the private sector 👉 doi.org/10.1080/2096... #EU #CSRD #ESRS #SFDR #EUDR #EarthObservation #GIS #remotesensing #SDG #governance #sustainability #GeoAI
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Big Earth Data @bigearthdata1.bsky.social · 11/02/2026
📢 An introduction to the OGC/ISO coverage and datacube standard for modeling multi-dimensional, spatio-temporal Big Data by Peter Baumann 👉https://doi.org/10.1080/20964471.2025.2585732 💌 #ISO #OGC #standard #datacube #standard #rasdaman #digitalearth #geoscience #remotesensing #BigData #INSPIRE
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Big Earth Data @bigearthdata1.bsky.social · 02/02/2026
📢 Call for Papers: 10th Anniversary Special Issue of Big Earth Data! ❤️ vvrl.cc/wvly8a 🤩Submit your work to shape the next era of Earth data science! #BigEarthData #EarthScience #spacescience #sustainability #digitalearth #AIforEarth #SDGs #DataInfrastructure #Earthobservation #AI #digitaltwin
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Reposted by Big Earth Data
Euro-Argo ERIC @euro-argo.eu · 08/01/2026
Read the article “Towards a Global Ground-Based Earth Observatory” 📖 Y.H. de Roeck, Euro-Argo ERIC Office's DG, co-authored it, citing Euro-Argo as key to leveraging Earth observations. 👉 doi.org/10.1080/2096... #OceanScience #Argofloats @wmo-global.bsky.social @acccflagship.bsky.social @helsinki.fi
doi.org
Towards a Global Ground-Based Earth Observatory (GGBEO): Leveraging existing systems and networks
To tackle the planetary environmental and climate crisis and meet the United Nations’ Sustainable Development Goals (SDGs), we must fully leverage the potential of Earth observations (EO). This inv...
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Big Earth Data @bigearthdata1.bsky.social · 30/01/2026
📢 [Technical Note] An interactive toolkit based on Google Earth Engine for visual interpretation and analysis of land cover and land cover changes 👉https://doi.org/10.1080/20964471.2025.2608464 #GEE #Toolkit #landcover #remotesensing #earthobservation #GIS #visualization #landuse
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Reposted by Big Earth Data
Gregory Giuliani @greggiuliani.bsky.social · 22/01/2026
New paper | A digital twin approach for the identification and update of ecological infrastructure This technical note presents a reproducible and automated approach for supporting land management and planning by identifying and updating ecological infrastructure doi.org/10.1080/2096...
doi.org
A digital twin approach for the identification and update of ecological infrastructure
Addressing the global environmental crisis necessitates coordinated efforts, supported by open and reproducible research practices. Such practices aim to enhance the reliability, efficiency, and cr...
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Big Earth Data @bigearthdata1.bsky.social · 21/01/2026
📢 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
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Big Earth Data @bigearthdata1.bsky.social · 12/01/2026
📢 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
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Big Earth Data @bigearthdata1.bsky.social · 06/01/2026
📢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
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Big Earth Data @bigearthdata1.bsky.social · 23/12/2025
💞 🎄 💞 🎄💞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.🌸 🍀 🌸🍀 🌸
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Big Earth Data @bigearthdata1.bsky.social · 22/12/2025
📢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
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Reposted by Big Earth Data
Daniel Plauba @palubad.bsky.social · 06/12/2025
Our new #OpenAccess paper in @bigearthdata1.bsky.social @tandfresearch.bsky.social on evaluation of 10 satellite-based and reanalysis #precipitation datasets on a daily basis for #Czechia doi.org/10.1080/20964471.2025.2592444 Most accurate: GSMaP & ERA5-Land Worst results: CHIRPS, GLDAS & PERSIANN
The front page of our article in Big Earth Data journal titled "Evaluation of ten satellite-based and reanalysis precipitationdatasets on a daily basis for Czechia (2001–2021)" by Daniel Paluba, Vojtěch Bližňák, Miloslav Müller and Přemysl Štych. Access the study using the DOI link: https://doi.org/10.1080/20964471.2025.2592444
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Big Earth Data @bigearthdata1.bsky.social · 11/12/2025
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
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Big Earth Data @bigearthdata1.bsky.social · 05/12/2025
📢 [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
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Big Earth Data @bigearthdata1.bsky.social · 28/11/2025
📢 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
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Big Earth Data @bigearthdata1.bsky.social · 21/11/2025
📢A hybrid approach for enhanced flood prediction and assessment: Leveraging physical models, deep learning and satellite remote sensing 👉https://doi.org/10.1080/20964471.2025.2530850 #flood #risk #disaster #waterresource #hydrology #climateresilience #remotesensing #earthobservation #GIS #AI #GeoAI
doi.org
A hybrid approach for enhanced flood prediction and assessment: Leveraging physical models, deep learning and satellite remote sensing
Accurate real-time information is crucial for effective flood risk management, especially in regions with complex terrain and irregular rainfall patterns. This study developed a hybrid model integr...
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Big Earth Data @bigearthdata1.bsky.social · 14/11/2025
📢 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
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Big Earth Data @bigearthdata1.bsky.social · 05/11/2025
📢 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
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Big Earth Data @bigearthdata1.bsky.social · 27/10/2025
📢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
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