deep learning and artificial intelligence for global tropical storm forecasting
Visualising the intensity and progression of hurricanes on digital platforms has seen an impressive upgrade. A diligent researcher has created a set of distinctive icons that represent the categories of the Saffir-Simpson Hurricane Wind Scale. They are hosted on a GitHub repository called hurricane-net and can be found here. These icons, interestingly, are not just…
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…
“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…
In the vanguard of meteorological innovation, ‘hurricane-tts‘ emerges as a monumental integration of advanced technologies, setting new standards in delivering critical storm alerts. At its core, the project harnesses the massively multilingual Text-to-Speech capabilities from Facebook AI Research (FAIR), transforming weather data into spoken word with unparalleled linguistic diversity. Coupled with the analytical prowess of…
AI was not used to generate any content or code. Any assistance was for grammar and proofreading. While the official Atlantic hurricane season begins on June 1st and ends on November 30th, does every day have an equal chance of a severe hurricane? If not, on which days are they most active? These are questions…
Flooding in Pakistan: Death Toll Rises Severe rainfall triggered the most devastating flood in Pakistan’s history. It swept through the villages, collapsed homes, and killed approximately 1,500 people out of which 552 were children. The loss of land and life is incomparable. Recent news declared almost 8 million people were forced to relocate for the…
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…
The original vision was formed in early 2017. Since then, fluids has excelled at the weather and atmospheric sciences including innovations in deep learning, artificial intelligence, and tropical storm forecasting.
