Search
Now showing items 1-10 of 13
The Use of SSM/I Data in Operational Marine Analysis
Publisher: American Meteorological Society
Abstract: The application of Special Sensor Microwave/Imager (SSM/I) multiparameter satellite retrievals in operational weather analysis and forecasting is addressed. More accurate multiparameter satellite retrievals are now available ...
Reply
Publisher: American Meteorological Society
Abstract: This reply is aimed at clarifying and further discussing the methodological aspects of this neural network application for a better understanding of the technique by the journal readership. The similarities and differences ...
New Approach to Calculation of Atmospheric Model Physics: Accurate and Fast Neural Network Emulation of Longwave Radiation in a Climate Model
Publisher: American Meteorological Society
Abstract: A new approach based on a synergetic combination of statistical/machine learning and deterministic modeling within atmospheric models is presented. The approach uses neural networks as a statistical or machine learning ...
Decadal Climate Simulations Using Accurate and Fast Neural Network Emulation of Full, Longwave and Shortwave, Radiation
Publisher: American Meteorological Society
Abstract: An approach to calculating model physics using neural network emulations, previously proposed and developed by the authors, has been implemented in this study for both longwave and shortwave radiation parameterizations, ...
Using Artificial Neural Networks to Improve CFS Week-3–4 Precipitation and 2-m Air Temperature Forecasts
Publisher: American Meteorological Society
Leveraging Modern Artificial Intelligence for Remote Sensing and NWP: Benefits and Challenges
Publisher: American Meteorological Society
Abstract: Artificial intelligence (AI) techniques have had significant recent successes in multiple fields. These fields and the fields of satellite remote sensing and NWP share the same fundamental underlying needs, including signal ...
Assessments of Surface Winds and Waves from the NCEP Ensemble Forecast System
Publisher: American Meteorological Society
Abstract: AbstractThe error characteristics of surface waves and winds produced by ensemble forecasts issued by the National Centers for Environmental Prediction are analyzed as a function of forecast range and severity. Eight error ...
Nonlinear Wave Ensemble Averaging in the Gulf of Mexico Using Neural Networks
Publisher: American Meteorological Society
Abstract: Artificial neural networks (ANNs) applied to nonlinear wave ensemble averaging are developed and studied for Gulf of Mexico simulations. It is an approach that expands the conservative arithmetic ensemble mean (EM) from ...
Realizing the Benefits of AI across the Numerical Weather Prediction Value Chain
Publisher: American Meteorological Society
Using Artificial Neural Networks to Improve CFS Week 3-4 Precipitation and 2-Meter Air Temperature Forecasts
Publisher: American Meteorological Society