GSICS Product Development Plan for Microwave Instruments

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Presentation transcript:

GSICS Product Development Plan for Microwave Instruments Cheng-Zhi Zou1, Tim Hewison2, David Walker3, Fuzhong Weng1, Likun Wang (presenter)1 , Bob Iacovazzi1, Emily Liu4, Tom Wilheit5, Keiji Imaoka6 (1) NOAA (2) EUMETSAT, (3) NIST, (4) NASA (5) Texas A&M University, (6) JAXA

GSICS Microwave Strategy 0. Form microwave sub-group of GRWG Review Existing Calibration Activities Scope Users’ Requirements Identify Requirements met by Existing Activities Work with developers towards GSICS compliance Identify Requirements not met by Existing Activities Consider development of new products within GSICS Define Inter-Calibration References and Traceability Work together with NIST to develop standards & guidelines Ensure Consistency between Different Products Through traceability

1. Existing Calibration Activities 01 May 2019 1. Existing Calibration Activities Already much work on microwave inter-calibration Microwave Sounders (i.e. MSU/AMSU) Radiance level products (level 1c) NOAA : SNO NCAR: GPSRO Microwave Imagers GPM X-cal: Windsat-TMI-AMSRE by Vicarious Calibration NOAA: SSM/I by SNOs Bias Monitoring NWP Centres: Bias monitoring system for data assimilations NOAA: Double-differences and SNOs Check SSM/I?

NOAA CDR Updates SSM/I and SSMIS CDR development plan: 01 May 2019 NOAA CDR Updates NESDIS/STAR released version 2.0 of SNO-recalibrated 30-year MSU/AMSU FCDR Mid-Troposphere (TMT), Tropopause-Stratosphere (TTS), Lower-Stratosphere (TLS) Temperatures SNO recalibrated MSU data have been assimilated into NCEP CFSR and NASA MERRA reanalysis systems NOAA TLS product has been, for the first time, independently validated by NCAR using GPS-RO calibrated MSU/AMSU products. SSM/I and SSMIS CDR development plan: 1) Checking SSM/I Earth Incident angle (EIA) uncertainty 2) Correction of radio frequency interference (RFI) in the data sets  3) Correction of SSMIS antenna emission anomaly  4) Documentation of SSM/I and SSMIS level 1b base files for the community 5) SSMIS imaging channel recalibration for GPCP and climate user community, etc. Check RFI Radio frequency interference

GPM X-cal interaction with GSICS GPM X-cal activities are well-developed for Windsat-TMI-AMSRE Group has been facing issues common to GSICS: But not concentrated on operational products yet E.g. Whether to issue re-calibrations/corrections Plan to extend analysis to include AMSR-E before SSM/I While starting to look at sounders Also interested in NWP Double-differencing EUMETSAT can share dataset from UKMO study

NWP Bias Monitoring Statistics 1st Step of Data Assimilation: Observations compared with RTM simulations using NWP model fields Quality Control Bias Correction Find Sensitivity to Latitude, Longitude, Scan Angles Time of day, Date Radiance, etc... Find areas with stable bias: Clear sky, ocean, night, nadir Example of NWP Bias Monitoring Statistics for AMSU From ECMWF

SNOs for Bias Monitoring Allows direct comparisons Observations at same Location Time Viewing geometry Only in polar regions for sun-synchronous satellites Highly variable emissivity Very few collocations Strongly dependent on orbits Misses highest radiances Define collocation thresholds Based on variability Paths of sun-synchronous polar-orbiting satellites cross in polar regions every few days, giving Simultaneous Nadir Overpasses Example Analysis of SNOs for AMSU-A Ch9 on NOAA18 and Metop-A. From NOAA’s GSICS website: http://www.star.nesdis.noaa.gov/smcd/spb/calibration/icvs/new/n18-metopa-amsua.html

Double Differences for Bias Monitoring Can compare two Instruments Using “Double Differences” (Obs1-Model)-(Obs2-Model) Model Errors ~Cancel Out Accounts for SRF differences Covers range of conditions Relies on NWP model, etc.

01 May 2019 NOAA Workshop on Climate Data Record from Satellite Microwave Radiometer NESDIS/STAR hosted Workshop on CDRs from Satellite Microwave Radiometers: March 2010 Covered topics on instrument calibration and CDR development Long-term microwave observations on NOAA, NASA, NAVY, EUMESAT operational polar-orbiters Including MSU, AMSU, SSU, SSM/I and SSMIS Allowed CDR developers to respond interact with users on key concepts and concerns to ensure CDRs are both highly useful and up-to-date Provides mechanism for running NOAA transparency program to gain community acceptance and credibility by formally and openly describing the NOAA CDR approaches More than 50 scientists and program mangers attended the workshop, representing more than 20 national/international weather operational canters, research and academic institutes Workshop presentations reviewed the current status of a few major national/international programs such as the National Climate Service, the NOAA CDR and GSICS programs Presentations from different institutes reviewed progresses on calibration technique, CDR accuracy evaluation, CDR format requirement, and other issues in CDR development Issues & recommendations toward developing community consensus CDR products discussed Presentations : http://www.star.nesdis.noaa.gov/star/meeting_MSU_AMSU_SSU2010.php

2. Scope Users’ Requirements 01 May 2019 2. Scope Users’ Requirements Who are GSICS users? – Consult at Users’ Workshops Internal – to generate level 2 products & Re-processing NWP centres reanalysis development SCOPE-CM projects Satellite Application Facilities (CM-SAF) and NOAA CDR program produce TCDRs & ECVs What do the GSICS users want? Which instruments/channels/time periods, etc...? e.g. MSU/AMSU, SSM/I Recalibrated radiances? What is not met by existing activities? We can approve external products meeting GSICS standards GSICS Products: GSICS Bias Monitoring GSICS Correction – Near Real-Time or Re-Analysis? Inter-calibrated level 1c radiances For MSU/AMSU, only available: NOAA SNO recalibrated level-1c products Check scope-cm

3. Requirements met by Existing Activities NOAA SNO recalibrated level-1c FCDR have been assimilated into the new generation of NCEP CFSR and NASA MERRA reanalyses; improved bias correction pattern were achieved. NOAA SNO recalibrated level-1c FCDR can successfully removed the time-varying inter-satellite bias, which may cause spurious climate signals when these satellite measurements are used for climate product retrievals and reanalysis data assimilation.

4. Requirements not met by Existing Activities For historic microwave observations, there is no absolute calibration standard and hence inter-comparison is required to determine the absolute truth (cannot be resolved by inter-calibration) For future microwave observations, SI traceable standard that meets climate accuracy requirements is needed (See next slides)

5. Microwave references and traceability NIST is interested in developing standards & guidelines Microwave Brightness Temperature Standard Blackbody SI traceable Standard Reference Microwave Radiometer Well-characterised Improving evaluation & documentation of uncertainty Best Practice document To aid designers in standardizing procedures & analysis True SI traceability is the long-term goal Steps towards that are now achievable

6. Future Activities NOAA expects to submit MSU/AMSU-A historical inter-calibration products to the GPPA for demonstration mode distribution within a few months. In the planned next GSICS web meeting: Cheng-Zhi Zou (NOAA) will present his algorithm Bob Iacovazzi (NOAA) to follow up with a presentation on his analysis of near-realtime AMSU-A SNOs

7. Summary GSICS Microwave Sub-group Scope: Coordination Rapportage Review Certification of external products as GSICS-compliant Development of GSICS Products To Review: Different calibration methods SNO Statistical Analysis Method (regional/global) NWP Double-Differencing Method Requirements met by the activities Reference Instruments/Traceability Membership Internal: from GSICS from GRWG/GCC External: to represent each major activity in microwave inter-calibration

Thank You Any Questions?

Backup Slides

Vicarious and Statistical Inter-Calibration Methods Vicarious Calibrations Global/Regional Statistics Can identify invariant targets as vicarious references Min Tb observed over sea Conditions? Model Reference? Dense forest canopies Emissivity ~1.00 Ts=? Compare 2 instruments’ obs of vicarious targets aka Histogram Equalization Commonly used for long-term climate monitoring Compare Mean Tbs observed Over long periods Over large areas Need to account for known causes of variance Orbital/Geometry changes Thermal changes