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
Yet more breaking news to support my (already correct) #Prediction that #DonTheCon would issue "#exemptions" from his #tariffs for various industries:
https://www.cnn.com/2025/04/12/tech/trump-electronics-china-tariffs/index.html
@adipoeserPursch @kibcol1049 the present government has no imagination, and will surely resort to open authoritarianism when their lunatic ideas fail to move the economy to the advantage of the majority. #prediction
English Scientists Develop Fast, High-Quality AI Weather Model for Desktops
https://www.turing.ac.uk/blog/project-aardvark-reimagining-ai-weather-prediction
Chapter 2 is now online!
2. #modeling: https://modfeelblog.wordpress.com
How #good #decisions are made: Creating #models of the #environment and how to use them for #simulations and #predictions.
We shed light on the #limitations of #neural #modeling and discuss challenges such as the #selection and #combination #problem
Some warnings about weather data when using -->
https://earth.nullschool.net
Text is:
#Weather and #climate data shown on this website and countless others are at risk.
The National Oceanic and Atmospheric Administration (#NOAA) is the U.S. agency responsible for global weather #forecasting, #hurricane #prediction, #ocean #observation, and many other services vital to public safety. Its #satellites, #supercomputers, and research teams provide essential #data that help us understand our #planet and #protect #lives.
On February 27, the new U.S. administration initiated mass firings at NOAA. These actions are #unethical and deeply #disruptive to the talented #scientists and #engineers who dedicate themselves to the public good. The firings, along with expected budget cuts, have serious implications for the availability and #quality of #WeatherForecasts produced by the #UnitedStates. They must be reversed immediately.
Much of the data on this website is downloaded directly from NOAA's servers. In this environment of uncertainty, access could be #disrupted at any time. While I'll strive to keep all features on this website functional and switch to alternative data sources if necessary, some datasets have no substitute if they go offline.
If this concerns you, speak up. Share on #SocialMedia. And if you're in the U.S., contact your representatives.
Seconde must read paper by Daniel Solove I have highlighted here, AI predictions, their impacts on individual lives and society in overall, and how regulations need to adapt to preserve freedom, fairness and ethics. https://www.linkedin.com/posts/taubmanbassirian_prediction-society-activity-7301269856203538433-wVoz?utm_source=share&utm_medium=member_ios&rcm=ACoAAAEjZSMBPHCDNL0ZfbkbHBFk7NBEwjLsbi0 #ai #prediction #regulation #AutomatedDecisionMaking
A quotation from Thomas Carlyle
Our grand business undoubtedly is, not to see what lies dimly at a distance, but to do what lies clearly at hand.
Thomas Carlyle (1795-1881) Scottish essayist and historian
Essay (1829-06), “Signs of the Times,” Edinburgh Review, Vol. 49, No. 98, Art. 7
Sourcing, notes: wist.info/carlyle-thomas/731/
Bezos doesn’t want opinions about Bongino taking over FBI.
#prediction: we’re a year from some MAGA city hiring mercenaries as cops. Next stop: ” Robocop.”
Dying in Darkness: Bezos Turns Out the Lights in Washington Post’s Opinion Section
https://www.politico.com/news/magazine/2025/02/26/jeff-bezos-washington-post-opinion-00206330
These animals can predict volcanic eruptions, massive storms and more
From goats that can sense upcoming volcanic eruptions to wildlife that can prevent poaching, scientists are tapping into the “secret knowledge” of animals
#Animals #Science #Nature #Prediction #Documentaries #TheNatureofThings
https://www.cbc.ca/documentaries/the-nature-of-things/these-animals-can-predict-volcanic-eruptions-massive-storms-and-more-1.7274990?cmp=rss
Emperor Elmo will own @msnbc within 9 months and merge it with Breitbart News so it will have more “journalistic integrity.”
What happens for the US government on the road to bankruptcy? How does that work exactly? The US is not a “typical household” so it stands to reason that going bankrupt means something very different. Musk keeps acting like it is a typical household, so I assume that’s not the answer (he seems to now be a nearly perfect negative indicator for reality).
In my limited understanding of economics, I’d expect that what happens first is we find the federal reserve effectively loses control of it’s ability to manage the currency. The interest on the debt creates a force that drives money expansion. Long before you go bankrupt, the currency devalues as inflation goes out of control.
Anybody have a good reference for a prediction of a future where spending stays crazy? (This has become a “squirrel!” moment for me- a missing piece of understanding that is going to distract me).
#bankrupt #future #prediction
Another prediction regarding our FFP and the coming Kingdom of America. Look for something BIG to happen in 3 years.
#trump #democracy #prediction
https://cbt0.wpcomstaging.com/2025/02/22/lessons-in-autocracy-250222-convenient-crisis/
1958 Prediction About Trump
I'm old enough to remember the TV show, if not the episode. This is so eerie...
QGIS Processing Toolbox tool for Variogram Modeling and Ordinary Kriging using GSTools
This tool automates variogram modeling and kriging within QGIS, providing a user-friendly interface for spatial interpolation.
#qgis #geostatistics #kriging #prediction #variogram #python #gstools #gstat
https://github.com/geosaber/geostat
Jim Keller on How Risc-V Will Change the World: https://boilingsteam.com/jim-keller-on-how-risc-v-will-change-the-world/ #linux #linuxgaming #update #hardware #riscv #jimkeller #prediction #supercomputers #arm #intel #datacenters (2023)