iiinova — where your digital self keeps evolving

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

010

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

010

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

010

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

020

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

010

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

010

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

040

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

020

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

010

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

121

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

010

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

010

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

031

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

000

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

010

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

030

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

020

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

020

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

010

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

010

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

020

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

020

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

122

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

020

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

010

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

031

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

020

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

010

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

020

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

010

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

010

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

010

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

030

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.🌸 🍀 🌸🍀 🌸

000

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

010

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

010

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

000

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

020

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

020

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

010

Big Earth Data @bigearthdata1.bsky.social · 27/10/2025

010

Big Earth Data @bigearthdata1.bsky.social · 14/10/2025

📢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

020

Big Earth Data @bigearthdata1.bsky.social · 02/09/2025

📢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

020

Big Earth Data @bigearthdata1.bsky.social · 20/08/2025

📢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

011

Big Earth Data @bigearthdata1.bsky.social · 04/08/2025

📢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

001

Big Earth Data @bigearthdata1.bsky.social · 25/07/2025

📢[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

020