deep learning and artificial intelligence for global tropical storm forecasting
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,…
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…
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…
Source Idalia, a Category 3 hurricane, made landfall with a relentless fury, submerging homes, transforming streets into rivers, and leaving a trail of destruction in its wake. As the Southeastern coastal states grappled with its aftermath, the unique path and sheer power of Hurricane Idalia challenged preconceived notions. They underscored the need for continued research…
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…
50 Artistic Images Generated by Stable Diffusion about the Environment and Climate Change A Painting Of A Flood In The Style Of Vincent Van Gogh A Painting Of A Tornado In The Style Of Pablo Picasso A Painting Of Climate Change In The Style Of Leonardo da Vinci A Painting Of A Storm In The…
“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…
There is an effort to improve women’s ability to access technological advancements, knowledge, scientific literacy, and technology-related training, as well as to uplift the stature of female researchers and technologists at the international, national, and local levels. Ensuring all women have equitable access to scientific and technical knowledge is essential. The priority should be to…
Waterlogging and floods are menacing nuisances in California that continue to persist. Although atmospheric rivers may appear like something out of a travelogue, they can actually do a lot of harm. Long waves that travel in the skies like rivers do on the ground arise when water dissipates into the atmosphere and is carried by…