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Technology on the Cutting Edge of Weather Research and Forecasting
Dr. Dave Dempsey Professor of Meteorology Department of Geosciences, SFSU
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Technology on the Cutting Edge of Weather Research and Forecasting
How modern weather forecasting works How to make better weather forecasts
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Pre-modern Weather Forecasting A Rule of Thumb: Red sky at morning,
sailors take warning; red sky at night, sailors’ delight
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How Modern Weather Forecasting Works
The atmosphere is mostly a fluid a mixture of gases (air) tiny liquid & solid particles (clouds, aerosols) Air obeys basic physical laws: Conservation of momentum Conservation of energy Conservation of mass Ideal gas law
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How Modern Weather Forecasting Works (cont’d)
Physical laws expressed mathematically: Nonlinear, coupled, partial differential equations for temperature, pressure, density, wind, and moisture
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How Modern Weather Forecasting Works (cont’d)
To solve the equations, in principle: Measure temperature, pressure, winds, moisture (weather observations) everywhere in the atmosphere at once (initial conditions) Integrate the equations from the initial time to any future time (the forecast)
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How Modern Weather Forecasting Works (cont’d)
Small Problem #1: We can’t measure the state of the weather everywhere at once! “Solution”: Measure everywhere we can and interpolate (i.e., make informed guess) in between Small Problem #2: The equations have no known exact solutions!
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How Modern Weather Forecasting Works (cont’d)
Solution: First, calculate solution only on a three-dimensional grid of points in space
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How Modern Weather Forecasting Works (cont’d)
Solution (cont’d): Second, calculate solution only at series of discrete times
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How Modern Weather Forecasting Works (cont’d)
Solution (cont’d): Third, approximate physical processes at grid points and interactions between neighboring grid points (finite difference approximations) The result: a numerical model Finally, use a computer to calculate future weather at discrete points in space and time (numerical weather forecast)
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How Modern Weather Forecasting Works (cont’d)
Small Problem #3: The basic equations are nonlinear, and small errors in initial conditions and small model errors grow over time (atmosphere is chaotic) Consequences: Currently can’t forecast detailed weather beyond 5-6 days Theoreticaly impossible to forecast detailed weather beyond ~ two weeks
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The Public Perception:
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How Modern Weather Forecasting Works (cont’d)
Solutions: Make better weather observations (improve initial conditions) Make model grid points closer together (increase model resolution) These require new/improved technology
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How to Make Better Weather Forecasts
Improve the observed, initial conditions More accurate measurements Better geographic coverage Higher Resolution Measurements Increase model resolution
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How to Make Better Weather Forecasts
Improve the observed, initial conditions More accurate measurements Example: Temperature, pressure, moisture, and wind above the earth’s surface measured by radiosondes carried by balloons
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Network of radiosonde launching stations;
radiosondes launched twice daily, all at once
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Radiosondes Winds are estimated by tracking the balloon with radar
Can’t track through rain/snow storm Wind speed accuracy only ±10% Technology improvements: Attach Global Positioning System (GPS) Wind speed accuracy ± 0.5-5% GPS radiosonde receiver
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Improve the observed, initial conditions
Better geographic coverage Few direct observations over oceans, many Third World countries, Antarctica, etc. Technology improvements: Better satellite remote sensing GOES-West water vapor images
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Improve the observed, initial conditions
Higher resolution measurements Technology Improvements: Small, portable Doppler radar Can see inside severe thunderstorms & tornados
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How to Make Better Weather Forecasts
Increase numerical model resolution More grid points requires more calculations; limited by size/speed of computers Technology Improvements: Bigger, faster computers Supercomputers Use many computers at once (parallel, distributed processing) Supercomputer at the National Center for Atmospheric Research
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Technology Solutions:
Small Problem #4: More weather observations & more detailed numerical weather forecasts generate huge amounts of data to communicate, analyze, and display Technology Solutions: Better, faster internet Internet2 New analysis and display software Integrated Data Viewer
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