1 / 35

Updates to AMSR-E GPROF over Land R ain A lgorithm & Applications to AMSR-2

Updates to AMSR-E GPROF over Land R ain A lgorithm & Applications to AMSR-2. Ralph Ferraro 1,2 , Patrick Meyers 2 , Nai -Yu Wang 2 , Dave Randel 3 , Chris Kummerow 3 1 NOAA/NESDIS 2 Cooperative Institute for Climate and Satellites (CICS), University of Maryland College Park, MD

malina
Download Presentation

Updates to AMSR-E GPROF over Land R ain A lgorithm & Applications to AMSR-2

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript


  1. Updates to AMSR-E GPROF over Land Rain Algorithm & Applications to AMSR-2 Ralph Ferraro1,2, Patrick Meyers2, Nai-Yu Wang2, Dave Randel3, Chris Kummerow3 1NOAA/NESDIS 2Cooperative Institute for Climate and Satellites (CICS), University of Maryland College Park, MD 3Cooperative Institute for Research in the Atmosphere (CIRA) Colorado State University Fort Collins, CO AMSR-E Science Team Meeting – Oxnard, CA

  2. Outline • GPROF2010V2 • AMSR-E • TMI • SSMIS • Independent evaluations • AMSR-2 examples AMSR-E Science Team Meeting – Oxnard, CA

  3. Review of GPROF2010 Over Land Changes (N.Y. Wang) • Driven by TRMM V7 reprocessing • Main focus of effort - make improvements over V6 and develop synergy with PR V7 • Previous TRMM versions were always out of sync between TMI and PR • TRMM 2A12 V7 = GPROF2010 • What was changed • Improve Convective-Stratiform separation • TB85V-RR relationships to remove warm season bias • More versatile/precise land/ocean/coast (Dave Randel) • Use of GPM X-Cal L1 TB’s • What was NOT changed • Regional biases • IF-THEN-ELSE screening logic (“Grody” and “GSCAT” heritage) • End result – closer agreement between TRMM V7 2A12 and 2A25 4-5 September 2013 AMSR-E Science Team Meeting – Oxnard, CA 3

  4. A TMI Example Note the better gradient in the rain rates in V7 compared to V6 and PR; V6 tended to “smear” rain areas due to poorer CSI AMSR-E Science Team Meeting – Oxnard, CA

  5. GPROF2010 V2(Meyers, Randel, Wang) • Goal was to improve AMSR-E from TMI version • Beyond TRMM domain, snow becomes a major issue • Can we improve desert sand as well? • Can we start to eliminate IF-THEN-ELSE? (Goal of GPROF2014) • Also, port to other sensors e.g., AMSR-2, SSMI/S • Time series continuity for climate/”blended” products (e.g., NASA/IMERG) • Unbiased retrievals between AMSR-E, SSMI, SSMIS, TMI, AMSR-2, … • Real-time user continuity (NOAA JPSS/GCOM effort) • “Benchmark” for GPM (GPROF2014) to improve upon • What we wound up doing: • Use L1C from X-cal, but still some empirical adjustments to TB’s • TMI vs. AMSR-E – frequencies, etc. Same for AMSR-2, but not for SSM/I and SSMIS • Use of ancillary data sets - Monthly snow climatology, Static desert mask • “Re-engineering” of code • Some changes for coast – definition, databases, etc. AMSR-E Science Team Meeting – Oxnard, CA

  6. Example - Screening Problem Convective core screened out – thinks it’s snow on the ground AMSR-E Science Team Meeting – Oxnard, CA

  7. Climatological Snow Screening • Interactive Multisensor Snow and Ice Mapping System (IMS) • Northern Hemisphere • Multisensor (AVHRR, SSM/I, GOES, AMSR-E) • Human in the loop • Daily 24 km snow product 1997-present • AMSR-E Monthly Snow Product • Southern Hemisphere • L3 25km Snow Water Equivalent • Global 1/4° map of likelihood of snow coverage • If (p > 75%), snow likely, pixel flagged AMSR-E Science Team Meeting – Oxnard, CA

  8. Climatological Snow Screening AMSR-E Science Team Meeting – Oxnard, CA

  9. Climatological Desert Screening International Geosphere/Biosphere Programme1/12° scene types AMSR-E Science Team Meeting – Oxnard, CA

  10. GPROF2010V2 Land Screening New Old Now used less often AMSR-E Science Team Meeting – Oxnard, CA

  11. Putting it all together… AMSR-E Science Team Meeting – Oxnard, CA

  12. Example - Screening Problem Convective core intact Convective core screened out AMSR-E Science Team Meeting – Oxnard, CA

  13. Rain Rate – January 2010 mm·day-1 AMSR-E GPROF2010 mm·day-1 AMSR-E GPROF2010V2 mm·day-1 Less due to snow climatology NEW - OLD More convective cores included AMSR-E Science Team Meeting – Oxnard, CA

  14. AMSR-E Monthly Rain – July 2010 AMSR-E Science Team Meeting – Oxnard, CA

  15. Comparison to GPCP AMSR-E Science Team Meeting – Oxnard, CA

  16. Comparison to GPCP 75% Snow Climo. AMSR-E Science Team Meeting – Oxnard, CA

  17. Comparison to GPCP AMSR-E Science Team Meeting – Oxnard, CA

  18. Comparison to GPCP AMSR-E Science Team Meeting – Oxnard, CA

  19. GPCC Gauge Comparisons: Jan – Jun 2013 TMI (mm/mon) AMSR-2 (mm/mon) GPCC Gauge (mm/mon) GPCC Gauge (mm/mon) ALL SatelliteI (mm/mon) SSMIS F18I (mm/mon) GPCC Gauge (mm/mon) GPCC Gauge (mm/mon) AMSR-E Science Team Meeting – Oxnard, CA

  20. AMSR-2 • Teaming with CSU on recently selected NASA proposal for continuity of AMSR-E time series with AMSR-2 • NOAA is also using AMSR-2 as part of JPSS program through separate arrangement with JAXA • Show some examples of AMSR-2 usage (P. Meyers) • Super storm Sandy • Moore, OK Tornado • Mid-Atlantic Tornado with rapid imagery and lightning • Matchups with TMI (R. Joyce) AMSR-E Science Team Meeting – Oxnard, CA

  21. Super Storm Sandy – October 2012 NEXRAD Reflectivity AMSR-E Science Team Meeting – Oxnard, CA

  22. Moore, OK Tornado May 20, 2013 • Agreement in locations of heaviest precipitation AMSR-E Science Team Meeting – Oxnard, CA

  23. NMQ-Q2 Validation Smoothed Reflectivities AMSR-E Science Team Meeting – Oxnard, CA

  24. Cross-Track TB • Strong scattering in core of storm • Negative polarization at 89 GHz due to large hail? • East/West gradient in low frequency polarization suggests changes in soil moisture due to rain AMSR-E Science Team Meeting – Oxnard, CA

  25. Mid-Atlantic Severe Weather - 6/13/13 • 1 minute GOES visible and DCLMA • Simulate GOES-R ABI and GLM • Lightning “jumps” related to tornadic storms • GPROF AMSR-2 Rain Rates • 1 second lighting from DCLMA • Lightning related to 89 GHz scattering AMSR-E Science Team Meeting – Oxnard, CA

  26. GCOM-W1 AMSR2 (top) derived precipitation (mm/hr) TRMM TMI (bottom) 02:30-03:00 UTC 1 March 2013 Courtesy of Bob Joyce, NOAA/NWS/NCEP/CPC 26 AMSR-E Science Team Meeting – Oxnard, CA

  27. GCOM-W1 AMSR2 (top) derived precipitation (mm/hr) TRMM TMI (bottom) 04:00-04:30 UTC 1 March 2013 Courtesy of Bob Joyce, NOAA/NWS/NCEP/CPC 27 AMSR-E Science Team Meeting – Oxnard, CA

  28. Summary and Future Plans • GPROF2010V2 over land • Essentially produces unbiased estimates for • TMI, AMSR-E, AMSR-2, SSM/I, SSMIS • Will allow for continuity from AMSR-E to AMSR-2 • Being adopted at NOAA as part of JPSS/GCOM EDR’s • Ready for AMSR-E reprocessing (if not done already) • Improved features include • Uses snow and desert climatologies • Better CSI for improved rain rates • GPROF 2014 – in development (GPM/CSU team) • Eliminate empirical RR calculation over land • Identifies emissivity classes for Bayesian retrieval AMSR-E Science Team Meeting – Oxnard, CA

  29. Backup Slides AMSR-E Science Team Meeting – Oxnard, CA

  30. GPROF VS Radar

  31. Along-Track Tbs • Scattering signature down to 18GHz • Low polarization differences at higher frequencies, as expected AMSR-E Science Team Meeting – Oxnard, CA

More Related