Overland Precipitation Estimation from TRMM Passive Microwave Observations
Open Access
- 1 August 2001
- journal article
- Published by American Meteorological Society in Journal of Applied Meteorology and Climatology
- Vol. 40 (8) , 1367-1380
- https://doi.org/10.1175/1520-0450(2001)040<1367:opeftp>2.0.co;2
Abstract
Procedures for passive microwave precipitation estimation over land are investigated based on a large database of Tropical Rainfall Measuring Mission (TRMM) observations. The procedures include components for rain area delineation, convective/stratiform (C/S) rain classification, and estimation of vertically integrated water content or surface rainfall rate. The investigated algorithms include neural network schemes for both the rain area and C/S classification and statistical algorithms for precipitation estimation. The coincident active and passive microwave observations from TRMM, with the active (TRMM precipitation radar) observations providing the reference values for the various precipitation parameters, are used for algorithm calibration and validation. The calibration and validation are based on 1 yr of data over the continental United States and a repetitive sampling strategy that make the results statistically significant. Good agreement is demonstrated with TRMM precipitation radar observations in rain delineation, and it is shown that C/S classification can considerably improve precipitation estimation. It is also shown that better performance may be achieved in estimating vertically integrated hydrometeor contents as compared with rainfall rates.Keywords
This publication has 28 references indexed in Scilit:
- Combined Cloud–Microwave Radiative Transfer Modeling of Stratiform RainfallJournal of the Atmospheric Sciences, 2000
- Validation and Intercomparison of SSM/I Rain-Rate Retrieval Methods over the Continental United StatesJournal of Applied Meteorology and Climatology, 1998
- Rain rate estimation from a synergetic use of SSM/I, AVHRR and meso-scale numerical model dataArchiv für Meteorologie, Geophysik und Bioklimatologie Serie A, 1998
- A Simulation Approach for Validation of a Brightband Correction MethodJournal of Applied Meteorology and Climatology, 1997
- Stratiform and Convective Classification of Rainfall Using SSM/I 85-GHz Brightness Temperature ObservationsJournal of Atmospheric and Oceanic Technology, 1997
- A Limited Memory Algorithm for Bound Constrained OptimizationSIAM Journal on Scientific Computing, 1995
- The Development of SSM/I Rain-Rate Retrieval Algorithms Using Ground-Based Radar MeasurementsJournal of Atmospheric and Oceanic Technology, 1995
- A Bayesian Approach to Microwave Precipitation Profile RetrievalJournal of Applied Meteorology and Climatology, 1995
- Global tropical rain estimates from microwave‐adjusted geosynchronous IR dataRemote Sensing Reviews, 1994
- Estimation of Monthly Rainfall over Japan and Surrounding Waters from a Combination of Low-Orbit Microwave and Geosynchronous IR DataJournal of Applied Meteorology and Climatology, 1993