deep learning and artificial intelligence for global tropical storm forecasting
“The No. 1 killer in all of these storms is water” Deanne Criswell, Federal Emergency Management Agency’s administrator The 2023 Atlantic Hurricane Season was devastating, with peak winds of 145 knots (166.86 mph), based on NOAA’s HURDAT2 data. The analysis utilizes the Saffir-Simpson scale to categorize storms, with Category 5 hurricanes like Lee representing the…
Introduction Simulations of emergency scenarios due to powerful artificial intelligence like AGI (Artificial General Intelligence) describe increased cyberattacks that elevate the risk of cloud data infrastructure. Our experimental specialty consists of deep learning models that forecast extreme weather events such as hurricanes so offline media like M-Disc stores our data as part of our disaster…
Recorded PresentationRecording 11B.2: A Deep Neural Network to Globally Forecast the Track and Intensity of Tropical Cyclones Boston Convention and Exhibition Center – 156A Hammad Usmani Georgia Institute of TechnologyAtlanta, GA, USA Aadil Habibi Univ. of Central FloridaOrlando, FL, USA Daanish Habibi Univ. of Central FloridaOrlando, FL, USA Tropical cyclones are the most devastating weather…
The 2026 hurricane season forecast leverages the IBTrACS database and the new hurricane-net Python package to quantify the timing of major storms worldwide. By integrating data from the North Atlantic through the Eastern and Australian basin, we reveal a peak in Category 3+ activity. This update refines the 2025 findings with perspective. Reproducible Code Peak…
Prompt Used: A satellite image of the Atlantic Hurricane Caption: A Satellite Image Of Hurricane Generated Via DALL-E The 2022 hurricane season was cataclysmic and one of the most potent events to be ever recorded. The National Oceanic and Atmospheric Administration (NOAA) recorded a total of 14 storms, out of which 8 turned into…
Hurricane Ian started as a Category 3 storm and soon gained frequency to turn into a Category 4 hurricane with winds raging at 150mph, causing massive damage in Florida. The hurricane gained its strength after crossing the Gulf of Mexico and entered Florida with a speed of 130mph, turning into a Category 4 storm. Recently,…
Hurricane Fiona Slams: Devastation Increases Hurricane Fiona has shifted its course to Turks and Caicos islands after devastating Puerto Rico and the Dominican Republic. Records highlight that there was a downpour of approximately 30 inches in Puerto Rico, courtesy of Fiona. It began as a Category 2 storm followed by torrid rainfall and turbulent winds…
Overview of the 2024 Hurricane Season As the 2024 Atlantic hurricane season approaches its conclusion, it is essential to assess the predictions made at the beginning of the season against the actual outcomes. The National Oceanic and Atmospheric Administration (NOAA) forecasted an above-normal season with an 85% probability, anticipating between 17 to 25 named storms,…
Cyclone Freddy was a very fierce, surprisingly chronic, high-octane, and lethal storm that made its way across the Southern part of the Indian Ocean for almost six weeks in March and February 2023. Satellite image of cyclone Freddy generated via Stability-AI What Determined the Intensity of Cyclone Freddy? To determine if Tropical Cyclone Freddy has…
Edge AI requires that the artificial intelligence calculates their responses either on your device or near the edge. Our recent developments have successfully engineered technology that achieves this goal while also alleviating environmental and safety concerns. After half a year of benchmarking, performance tuning, and monitoring, there is enough data to draw conclusions and publish…