This report provides a summary of developments and experimentation studies towards monitoring and assimilation of space-borne radar and lidar cloud profile observations in Numerical Weather Prediction NWP model.
An overview of the required adjustments of assimilation tools, such as the observation operators, observation error definition, quality control, data screening and bias correction, in order to build a direct data assimilation and monitoring system for such observations is provided. Conclusions from monitoring experiments for cloud radar and lidar observations using CloudSat NASA's cloud radar mission and CALIPSO Cloud-Aerosol Lidar and Infrared Pathfinder Satellite Observations data have suggested that the skill of monitoring system to detect a degradation in the quality of observations is improved when the first guess departures are used compared to using just observations alone.
However, impact of the cloud radar reflectivity is larger than that of the lidar backscatter.
Definition of 'observation'
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