combining space-based active and passive microwave ...€¦ · cloudsat observations cloudsat and...

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Combining Space-based Active and Passive Microwave Observations to Improve Global Snowfall Estimates Norman Wood Colorado State University Fort Collins, Colorado Acknowledgements: John Haynes, CSU CIRA; Peter Rodriguez and David Hudak, EC; Andy Heymsfeld, NCAR; Larry Bliven, NASA GSFC; Gwo-Jong Huang, CSU University of Wisconsin Madison, Wisconsin Tristan L'Ecuyer

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Page 1: Combining Space-based Active and Passive Microwave ...€¦ · CloudSat Observations CloudSat and CPR Parameters 94 GHz (3.2 mm, W-band) Inclination: 98 degrees Vertical resolution:

Combining Space-based Active and Passive Microwave Observations to Improve Global Snowfall Estimates

Norman Wood

Colorado State UniversityFort Collins, Colorado

Acknowledgements: John Haynes, CSU CIRA; Peter Rodriguez and David Hudak, EC; Andy Heymsfeld, NCAR; Larry Bliven, NASA

GSFC; Gwo-Jong Huang, CSU

University of WisconsinMadison, Wisconsin

Tristan L'Ecuyer

Page 2: Combining Space-based Active and Passive Microwave ...€¦ · CloudSat Observations CloudSat and CPR Parameters 94 GHz (3.2 mm, W-band) Inclination: 98 degrees Vertical resolution:

Outline

Detecting snowfall from CloudSat

CloudSat's radar-only retrieval

Limitations of refectivity observations

a priori information

Retrieval performance characteristics

Constraints from PMW observations

Page 3: Combining Space-based Active and Passive Microwave ...€¦ · CloudSat Observations CloudSat and CPR Parameters 94 GHz (3.2 mm, W-band) Inclination: 98 degrees Vertical resolution:

CloudSat Observations

CloudSat and CPR Parameters94 GHz (3.2 mm, W-band)Inclination: 98 degrees

Vertical resolution: 485 mFootprint: 1.7 x 1.4 km

Sensitivity: -28 dBZ

Page 4: Combining Space-based Active and Passive Microwave ...€¦ · CloudSat Observations CloudSat and CPR Parameters 94 GHz (3.2 mm, W-band) Inclination: 98 degrees Vertical resolution:

Snow detection: near-surface refectivity, temperature profle, and a melting layer model

Ze(0): > -7 dBZe, snow certain> -15 dBZe, snow likely

(2C-PRECIP-COLUMN, J. Haynes)

Ze(z): Precip layer?T(z): Melting level heightfmelt at surface:

Page 5: Combining Space-based Active and Passive Microwave ...€¦ · CloudSat Observations CloudSat and CPR Parameters 94 GHz (3.2 mm, W-band) Inclination: 98 degrees Vertical resolution:

The refectivity-based retrieval problem is underconstrained

Page 6: Combining Space-based Active and Passive Microwave ...€¦ · CloudSat Observations CloudSat and CPR Parameters 94 GHz (3.2 mm, W-band) Inclination: 98 degrees Vertical resolution:

Optimal estimation relates Ze to P and incorporates prior information

Page 7: Combining Space-based Active and Passive Microwave ...€¦ · CloudSat Observations CloudSat and CPR Parameters 94 GHz (3.2 mm, W-band) Inclination: 98 degrees Vertical resolution:

A priori particle properties are developed from intensive ground-based observations

StratiformLake Efect

Observations: Snow size distributionSize-resolved fallspeed

X-band ZePrecip. rate

Page 8: Combining Space-based Active and Passive Microwave ...€¦ · CloudSat Observations CloudSat and CPR Parameters 94 GHz (3.2 mm, W-band) Inclination: 98 degrees Vertical resolution:

Results provide parameter distributions and constraints on scattering properties

Composite PDF, e.g. ln(gamma) vs ln(alpha)

DDA “habits” constructed usingm(D) and Ap(D)

Page 9: Combining Space-based Active and Passive Microwave ...€¦ · CloudSat Observations CloudSat and CPR Parameters 94 GHz (3.2 mm, W-band) Inclination: 98 degrees Vertical resolution:

Snowfall rates are produced from retrieved N0, lambda + a priori particle model

Page 10: Combining Space-based Active and Passive Microwave ...€¦ · CloudSat Observations CloudSat and CPR Parameters 94 GHz (3.2 mm, W-band) Inclination: 98 degrees Vertical resolution:

Measurements contribute primarily to determination of lambda

ForwardModelSensitivities

A-matrixDiagonals

lambda N0

Page 11: Combining Space-based Active and Passive Microwave ...€¦ · CloudSat Observations CloudSat and CPR Parameters 94 GHz (3.2 mm, W-band) Inclination: 98 degrees Vertical resolution:

Constraint provided by coincident PMW observations...

Simulations w/ homogeneousPrecipitation layer

- Snowstorm simulation witha cloud-resolving model + PMW simulator (W. Berg)

Liu & Curry, 1996

Tb depression vs IWP