APPLICATION OF NUMERICAL MODELS IN THE FORECAST PROCESS - FROM NATIONAL CENTERS TO THE LOCAL WFO David W. Reynolds National Weather Service WFO San Francisco Bay Area Monterey, CA APPLICATION OF NUMERICAL MODELS IN THE FORECAST PROCESS - FROM NATIONAL CENTERS TO THE LOCAL WFO David W. Reynolds National Weather Service WFO San Francisco Bay Area Monterey, CA 50 th Anniversary of Operational Numerical Weather Prediction June 17, 2004 NOAA’s National Weather Service

50 th Anniversary of Numerical Modeling Models and Forecasters Focus talk on T+12 hrs and beyond Focus talk on T+12 hrs and beyond For these valid times the forecaster is heavily dependent on numerical model guidance.For these valid times the forecaster is heavily dependent on numerical model guidance. Major paradigm shift is taking place in how forecasts are being prepared at local WFOs. Major paradigm shift is taking place in how forecasts are being prepared at local WFOs. Have transitioned from forecaster spending several hours reviewing model output then manually preparing text forecasts to nudging an existing digital forecast database toward a new collaborated model solution, “drawing the forecast.”Have transitioned from forecaster spending several hours reviewing model output then manually preparing text forecasts to nudging an existing digital forecast database toward a new collaborated model solution, “drawing the forecast.” National Centers made significant paradigm shift several years ago when transitioning from acetate and grease pencils to digital product creation. National Centers made significant paradigm shift several years ago when transitioning from acetate and grease pencils to digital product creation. NCEP service centers very often initiate guidance forecast from new model guidance – the forecast challenge is picking the “right” model and value adding by knowing how to adjust for model biases.NCEP service centers very often initiate guidance forecast from new model guidance – the forecast challenge is picking the “right” model and value adding by knowing how to adjust for model biases.

50 th Anniversary of Numerical Modeling Models and Forecasters Where do forecasters add value? Where do forecasters add value? A difficult question and hard to find good objective quantifiable data, especially related to sensible weather parameters.A difficult question and hard to find good objective quantifiable data, especially related to sensible weather parameters. Long standing QPF data shows forecasters can add value. Equivalent to years of model development.Long standing QPF data shows forecasters can add value. Equivalent to years of model development.

50 th Anniversary of Numerical Modeling Models and Forecasters Current QPF process in NWS shows value added in each step of the forecast process. Current QPF process in NWS shows value added in each step of the forecast process. However uncertainty still large. Migrate from deterministic to probabilistic. However uncertainty still large. Migrate from deterministic to probabilistic. USWRP supported USWRP supported

50 th Anniversary of Numerical Modeling For other manual forecast parameters such as medium range surface pressure it becomes more problematic to determine forecaster contributions. For other manual forecast parameters such as medium range surface pressure it becomes more problematic to determine forecaster contributions. Relates to forecast uncertainty.Relates to forecast uncertainty. Begs the question of the role of the forecaster when uncertainty is high.Begs the question of the role of the forecaster when uncertainty is high. Deterministic versus probabilistic forecasts.Deterministic versus probabilistic forecasts. Models and Forecasters

50 th Anniversary of Numerical Modeling Models and Forecasters UKMET office does show some skill in days 3 and 4 utilizing special software package called On- Screen Field Modification that allows a four dimensional adjustment of model output through manipulation of surface pressure features. UKMET office does show some skill in days 3 and 4 utilizing special software package called On- Screen Field Modification that allows a four dimensional adjustment of model output through manipulation of surface pressure features.

50 th Anniversary of Numerical Modeling Models and Forecasters – The Future Interactive Forecast Preparation System – the new paradigm. Paper by Ruth to follow. Interactive Forecast Preparation System – the new paradigm. Paper by Ruth to follow. 2.5 or 5 km gridded forecasts at 1, 3, 6, or 12 hour temporal frequency of sensible weather, wave heights out through day or 5 km gridded forecasts at 1, 3, 6, or 12 hour temporal frequency of sensible weather, wave heights out through day 7. Formatters used to generate text forecasts from the grids.Formatters used to generate text forecasts from the grids.

50 th Anniversary of Numerical Modeling Models and Forecasters – The Future More dependence now on statistically post processed model output then before (MOS). More dependence now on statistically post processed model output then before (MOS). Model biases in 2m temperatures, dewpoints, and inability to obtain raw model output consistent with grid resolution (2.5-5 km).Model biases in 2m temperatures, dewpoints, and inability to obtain raw model output consistent with grid resolution (2.5-5 km). Shear workload of populating the large number of grids required questions how relevant the forecaster will be in the gridded forecast process. Shear workload of populating the large number of grids required questions how relevant the forecaster will be in the gridded forecast process. Forecasters coping with workload but no reliable measure of forecast quality. Lack of “analysis of record” at 2.5 or 5 km.Forecasters coping with workload but no reliable measure of forecast quality. Lack of “analysis of record” at 2.5 or 5 km. Grids deterministic implying accuracy. No uncertainty provided to the customer.Grids deterministic implying accuracy. No uncertainty provided to the customer.

50 th Anniversary of Numerical Modeling Models and Forecasters – The Future No gridded verification to date. No gridded verification to date. Utilization of point verification would indicate little value being added by forecasters over MOS for most if not all parameters. Utilization of point verification would indicate little value being added by forecasters over MOS for most if not all parameters. Must have a measure of uncertainty. Must have a measure of uncertainty.

50 th Anniversary of Numerical Modeling Models and Forecasters – The Future How should we proceed? How should we proceed? Rapid expansion into short and medium range ensemble forecasting provides new opportunities.Rapid expansion into short and medium range ensemble forecasting provides new opportunities. Multi-model ensembles available from the WRF architecture and multi-model medium range ensembles (GFS and CMC) will provide the catalyst to move in a new direction.Multi-model ensembles available from the WRF architecture and multi-model medium range ensembles (GFS and CMC) will provide the catalyst to move in a new direction. Statistically post processed ensemble means and calibration of ensemble probabilities could provide the basis for populating the grids.Statistically post processed ensemble means and calibration of ensemble probabilities could provide the basis for populating the grids. Ensemble means and downscaling methods could provide the expected value forecasts. (Jun Du)Ensemble means and downscaling methods could provide the expected value forecasts. (Jun Du) Calibrated probabilities provide a reliable measure of uncertainty (probability density function).Calibrated probabilities provide a reliable measure of uncertainty (probability density function).

50 th Anniversary of Numerical Modeling Models and Forecasters – The Future So how does the forecaster fit into this new picture both nationally and locally? So how does the forecaster fit into this new picture both nationally and locally? EMC and MDL prototype use of calibrated ensemble based forecasts and downscaling techniques to populate sensible weather grids (Test Bed). Parallel with the deterministic approach. Provides objective measure of uncertainty we can’t get from forecasters.EMC and MDL prototype use of calibrated ensemble based forecasts and downscaling techniques to populate sensible weather grids (Test Bed). Parallel with the deterministic approach. Provides objective measure of uncertainty we can’t get from forecasters. –Hand off this methodology to WFOs who will QC grids locally. –WFOs primary function will be the interface with local partners and customers to educate on interpretation and application of output. EMC and HPC begin testing methods to improve model forecasts of significant events via manual “intervention” in the assimilation cycle.EMC and HPC begin testing methods to improve model forecasts of significant events via manual “intervention” in the assimilation cycle. –THORPEX provides an opportunity to test this concept.

50 th Anniversary of Numerical Modeling Models and Forecasters – The Future Intervention Intervention Forecaster intervenes with data assimilation cycle during significant expected weather events in order to maintain critical observations in the forecast cycle.Forecaster intervenes with data assimilation cycle during significant expected weather events in order to maintain critical observations in the forecast cycle. –Methodology has proven useful in MET office for major extratropical cyclones. –Applications for both west and east coast rapid cyclogenises. –Forecaster now adds value at the front end, not the back end, of the process.