Utility AI deployments show climate-specific pattern evolution, with Meralco's storm-resilient vision systems and PG&E's wildfire predictors establishing dual benchmarks for tropical vs. ❤️ #AIdrivengridresilience #climateadaptiveML #crosssectorMLtransfer #edgecomputingenergy #federatedlearningutilities #physicsinformedAI #regulatorycompliantalgorithms #syntheticdatageneration #redrobot

https://redrobot.online/2025/05/regional-grid-innovations-reveal-ai-maturity-pathways/

Interpretable Physics-Informed Graph Neural Networks For Flood Forecasting
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https://doi.org/10.1111/mice.13484 <-- shared paper
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https://github.com/MehdiTaghizadehUVa/modulus/tree/main/examples/weather/flood_modeling/hydrographnet <-- shared GitHub repository
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#GIS #spatial #mapping #FloodForecasting #GraphNeuralNetworks #PhysicsInformedAI #Hydrology #ClimateResilience #ScientificMachineLearning #CivilEngineering #HydroGraphNet #PhyiscsNeMo #hydrology #water #flood #flooding #spatialanalysis #spatiotemporal #climatechange #model #modeling #machinelearning #AI #extremeweather #prediction #forecasting #planning #humanimpacts #loss #lossoflife #publicsafety #cost #economics #infrastructure #risk #hazard #disaster #mitigation #preparedness #naturaldisaster #HydroGraphNet #floodforecasting #dynamics #remotesensing #earthobservation