Workflow
Weather balloons
icon
Search documents
How Data and AI are Transforming Weather Prediction | Andrey Sushko | TEDxPaloAltoSalon
TEDx Talksยท 2025-07-14 16:54
Weather Forecasting Challenges & Opportunities - Weather forecasts significantly impact daily choices and various critical systems [2] - Current weather data collection is insufficient, with 85% of the planet lacking adequate atmospheric observations [9] - The Pacific Ocean represents a major observational gap, impacting weather forecasts, especially for regions like California [10] - Traditional weather models struggle with the complexity of atmospheric processes at scales smaller than the grid resolution [20][21] Technological Advancements & Solutions - The company utilizes long-duration controllable balloon systems for comprehensive atmospheric monitoring [14][15] - These balloon systems offer access to any point in the sky at a lower cost and environmental impact compared to existing technologies [14] - Deep learning models have emerged as a promising alternative to traditional physics-based weather models, demonstrating remarkable accuracy and efficiency [23][24][26] - Deep learning models offer potential for tailored forecasts for specific applications, such as wind farm output and seasonal agricultural planning [27] Impact & Future Directions - Data collected on oceanic winds during hurricane season in 2022 led to a 20% reduction in trajectory error at the 6-day forecast in US operational weather models [17] - Advances in hardware and AI are driving a transformation in how humanity interacts with weather, enabling easy access to automation and improved decision-making [30]