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Phil Arkin, Earth System Science Interdisciplinary Center University of Maryland, College Park (Presenter) J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCP J. Turk, Naval Research Laboratory, Monterey, CA E. Ebert, Bureau of Meteorology, Melbourne, Australia R. Ferraro, NOAA/NESDIS/STAR, Camp Springs, MD C. Kidd, Univ. of Birmingham, UK 2008 EUMETSAT Meteorological Satellite Conference 8-12 September 2008, Darmstadt, Germany Satellite-Derived Precipitation Verification Activities of the International Precipitation Working Group (IPWG)

Phil Arkin, Earth System Science Interdisciplinary Center University of Maryland, College Park (Presenter) J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCP

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Page 1: Phil Arkin, Earth System Science Interdisciplinary Center University of Maryland, College Park (Presenter) J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCP

Phil Arkin, Earth System Science Interdisciplinary CenterUniversity of Maryland, College Park (Presenter)

J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCPJ. Turk, Naval Research Laboratory, Monterey, CA

E. Ebert, Bureau of Meteorology, Melbourne, AustraliaR. Ferraro, NOAA/NESDIS/STAR, Camp Springs, MD

C. Kidd, Univ. of Birmingham, UK

2008 EUMETSAT Meteorological Satellite Conference8-12 September 2008, Darmstadt, Germany

Satellite-Derived Precipitation Verification Activities of the International Precipitation

Working Group (IPWG)

Page 2: Phil Arkin, Earth System Science Interdisciplinary Center University of Maryland, College Park (Presenter) J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCP

2000: Endorsed by the 52nd WMO Executive Council2001: Formation Meeting, Fort Collins, CO US2002: IPWG-1, INM, Spain: Chairs: Vincenzo Levizzani (ISAC/CNR), Arnold Gruber (NOAA/NESDIS)

2004: IPWG-2, NRL, Monterey, CA, USChairs: Joe Turk (NRL), Peter Bauer (ECMWF)

2006: IPWG-3, Bureau of Meteorology, Melbourne, AustraliaChairs: Chris Kidd (Univ of Birmingham, UK), Ralph Ferraro (NOAA/NESDIS)

2008: IPWG-4 (October 13-17), Chinese Meteorological Agency, Beijing, China

IPWG Background

8 IPWG Objectives #2: Establish standards for validation and independent verification of precipitation measurements #7:Make recommendations to national and international agencies

The IPWG was established to foster:•Development of better measurements, and improvement of their utilization;•Improvement of scientific understanding;•Development of international partnerships.

Page 3: Phil Arkin, Earth System Science Interdisciplinary Center University of Maryland, College Park (Presenter) J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCP

Satellite precipitation estimates -- what do we especially want to get right?

Climate – relative variations, absolute magnitude

NWP data assimilation (physical initialization) - rain location and type

Hydrologists - rain volume

Forecasters and emergency managers - rain location and maximum intensity

(Slide courtesy of E. Ebert)

Page 4: Phil Arkin, Earth System Science Interdisciplinary Center University of Maryland, College Park (Presenter) J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCP

Combining Information Combining Information from Multiple Satellitesfrom Multiple Satellites

Many (most?) current precipitation products combine information from passive microwave on polar orbiting satellites with that from infrared imagery from geostationary satellites

CMORPH, TMPA, PERSIANN, GSMaP and others are examples of High-Resolution Precipitation Products (HRPP)

IPWG established a project to evaluate these products and to facilitate further developments

Page 5: Phil Arkin, Earth System Science Interdisciplinary Center University of Maryland, College Park (Presenter) J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCP

Program for the Evaluation of High Resolution Precipitation Products (PEHRPP)

• A collaborative effort to understand the capabilities and characteristics of these High Resolution Precipitation Products

• Sponsored by the International Precipitation Working Group with broad voluntary participation

• Capitalizing on existing research and operational activities/datasets

• Implemented specifically to recommend an Integrated Precipitation Product to the IGOS-P Global Water Cycle Observations Theme (IGWCO)

• Providing a link between the observational and application communities

Page 6: Phil Arkin, Earth System Science Interdisciplinary Center University of Maryland, College Park (Presenter) J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCP

PEHRPP is designed to exploit four kinds of validation opportunities

– Networks based on national or regional operational rain gauges or radar networks

– High quality time series from ongoing research programs• GEWEX CEOP, TAO/TRITON buoy gauges• Ethiopia, Sao Paolo

– Field program data sets• NAME, BALTEX

– Coherent global scale variability as depicted by the various data sets - the big picture

Page 7: Phil Arkin, Earth System Science Interdisciplinary Center University of Maryland, College Park (Presenter) J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCP

Near-realtime intercomparison of model & satellite estimates against radar/gauge

observations

(slide courtesy of C. Kidd, with additions)(See Ebert et al., BAMS, 2007)

Page 8: Phil Arkin, Earth System Science Interdisciplinary Center University of Maryland, College Park (Presenter) J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCP

Validation against ongoing research-quality time series

• Compare nearest HRPP grid-point to high-resolution gauges on TAO/TRITON Buoy array (Tropical Pacific - 24 gauges)– Evaluate between Dec 2002 and March 2006; Split buoys into 2 groups

at 150W– Estimate HRPP value as weighted average of the 4 0.25° grid-points

nearest to gauge– Undercatch corrections applied based on wind and threshold rate– Exclude buoy stations with probability of precipitation <0.1

Sapiano and Arkin, J. Hydrometeorology, 2008 (in press)

Page 9: Phil Arkin, Earth System Science Interdisciplinary Center University of Maryland, College Park (Presenter) J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCP

Oceanic (TAO): % Bias• Statistics calculated for the entire year

(relatively little seasonality), but split into two groups east/west of 150˚ W

• Correlations between 3-hourly gauge values and satellite estimates range from 0.4 – 0.6

• Spread of results is less west of 150˚ W– PERSIANN has mean bias of zero

with corrected data– CMORPH and TMPA

underestimate by 25%– Different results for uncorrected

data (correction is somewhat uncertain!)

• All HRPPs underestimate precipitation East of 150˚ W (even for uncorrected values)– NRL has a single extreme value

which skews means• These results are consistent with other

findings that satellite-derived estimates of precipitation are generally at the lower end of the available values– e.g.: GPCP vs. Atolls, models

Page 10: Phil Arkin, Earth System Science Interdisciplinary Center University of Maryland, College Park (Presenter) J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCP

North American Monsoon Experiment (NAME)

Page 11: Phil Arkin, Earth System Science Interdisciplinary Center University of Maryland, College Park (Presenter) J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCP

North American Monsoon Experiment Precipitation Daily Evolution: NERN vs Satellite over NAME Domain (Nesbitt)

Page 12: Phil Arkin, Earth System Science Interdisciplinary Center University of Maryland, College Park (Presenter) J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCP

Guangdong Validation Site:Jianyin Liang, CMA with Pingping

Xie, NOAA

Guang-Dong

394 hourly real-time gauges

April – June 2005 period of initial data

Page 13: Phil Arkin, Earth System Science Interdisciplinary Center University of Maryland, College Park (Presenter) J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCP

April – June 2005 Mean Precipitation

Seasonal Mean Bias

Correlation (3-hourly/ 0.25o)

Gauge

Gauge CMORPH

CMORPH

CMORPH

GPCC

3B42RT

3B42RT

3B42

3B42 MWCOMB

MWCOMBMWCOMB

Page 14: Phil Arkin, Earth System Science Interdisciplinary Center University of Maryland, College Park (Presenter) J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCP

First Workshop on the Program for the Evaluation of High Resolution Precipitation Products (PEHRPP)

• Hosted by the IPWG• 3-5 December 2007, WMO, Geneva• 40 attendees from 12 countries• Presentations and working group reports on applications, validation and error metrics

Page 15: Phil Arkin, Earth System Science Interdisciplinary Center University of Maryland, College Park (Presenter) J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCP

Workshop on the Evaluation of High Resolution Precipitation Products

• Workshop focus areas included products, regional validation, error metrics and applications

• Workshop report submitted to BAMS (January 2008)• Recommendations to be presented to IPWG:

• Several high resolution precipitation products exhibit useful skill, but clear superiority for one is not yet evident

• IPWG should establish a continuing effort to conduct, facilitate and coordinate validation and evaluation of such products

• A concerted validation/intercomparison campaign, covering multiple climatic regimes and seasons, should be designed and conducted

Page 16: Phil Arkin, Earth System Science Interdisciplinary Center University of Maryland, College Park (Presenter) J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCP

Web Page: http://www.isac.cnr.it/~ipwg/IPWG.html

Page 17: Phil Arkin, Earth System Science Interdisciplinary Center University of Maryland, College Park (Presenter) J. Janowiak, M. Sapiano, D. Vila, ESSIC/UMCP

Thank you for your attention!