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Fast Forward Radiative Transfer

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Dean F. Smith. Timothy L. Schneider. Jian-Wen Bao. NOAA ... Dr. Bob Weber (~0.7 EFT) - Code Development. Dr. Dean Smith (~0.5 EFT) - Code Assessment ... – PowerPoint PPT presentation

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Title: Fast Forward Radiative Transfer


1
  • Fast Forward Radiative Transfer
  • Modeling for Microwave Radiance Assimilation
  • Albin J. Gasiewski
  • Alex G. Voronovich
  • Bob L. Weber
  • Dean F. Smith
  • Timothy L. Schneider
  • Jian-Wen Bao
  • NOAA Environmental Technology Laboratory

2
NOAA/ETL RT Modeling Group
  • Personnel
  • Dr. Al Gasiewski (0.2 EFT) - PI, JCSDA Tech
    Liaison
  • Dr. Alex Voronovich (0.1 EFT) - Algorithm
    Development
  • Dr. Bob Weber (0.7 EFT) - Code Development
  • Dr. Dean Smith (0.5 EFT) - Code Assessment
  • Tim Schneider (0.2 EFT) - RT Modeling Science
  • Dr. Jian-Wen Bao (0.1 EFT) - NWP Modeling
  • Dr. Gary Wick (0.1 EFT) - Satellite Data
    Analysis
  • Dr. Boba Stankov (0.1 EFT) - RT Graphics
  • Dr. Marian Klein (0.1 EFT) - RT Modeling Science
  • Total 2.1 EFT contributing
  • Also, PI for NESDIS Geostationary Microwave
    Pathway Study

3
All-Weather Microwave Assimilation
  • Potential capabilities include
  • Extended thermodynamic information (water vapor
    and temperature fields) within the
    forecast-sensitive and economically important
    cloud-covered regions
  • Improved accuracy of cloud and radiation products
  • Short-term prediction of mesoscale convection for
    warnings with high specificity
  • Tracking of latent heat exchange within
    precipitation

4
Fast Scattering-Based Jacobian Algorithm
  • Planar stratified atmosphere
  • Liebe MPM 87 93 gaseous absorption model
  • Polydispersive Mie solution for five phase of
    water
  • Cloud (liquid), Rain (liquid), Graupel (liquid
    solid),
  • Snow (solid), Cloud Ice (solid)
  • Discrete-ordinate layer-adding solution
  • Incremental response to changes in bulk
    absorption
  • and scattering coefficients and temperature
  • Efficiency compatible with satellite data
    streams
  • Applicable for arbitrary wavelengths
  • Henyey-Greenstein hydrometeor phase matrix,
    being
  • extended to incorporate an exact Mie library
  • Interface to JCSDA CRTM developed

Voronovich, A., A.J. Gasiewski, and B.L.
Weber, "A Fast Multistream
Scattering-Based Jacobian for Microwave Radiance
Assimilation," IEEE Trans. Geosci.
Remote Sensing, August 2004.
5
ETL DOTLRT Radiative Transfer Model (v2.0)
Dielectric constant e(f,T, tj), ?e/?T
OPTRAN
Consists of two files LIBNAME.CAT and LIBNAME.LIB

Calculates Mie solution and averages it
over azimuthal angles and exponential size
distribution for each hydrometeor phase

Exact Mie Library
DATA
Calculation of scattering (phase) matrix S as
well as its derivatives ST , S?
Numerical Weather Prediction Model
CRTM Profile Setup Routine
Level 1
Calculates brightness temperatures TBV , TBH
along with RT Jacobian
Layer 1
DOTLRT v2.0
6
?S
?a
TB
7
?S
?a
TB
8
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9
Practical Implications(Radiation Jacobian)
Layers Streams CPU Rate (GHz) Calculation Time (ms)
60 8 1.8 4.2
  • Recourses
  • Further simplified treatment of non-scattering
    layers (acceleration factor 2-3x)
  • Parallel processing 2.8 GHz 100-nodes
    (acceleration 200x)
  • Statistical 10 scattering cloud cover
    (acceleration 10x)
  • gt 1 usec per channel-profile
    (anticipated)
  • e.g., NPOESS CMIS data rate 30 channels every
    12 msec
  • gt 400 usec per channel-profile

10
DOTLRT Development Pathway
Code Attribute DOTLRT version gt v1.0 v1.1 v2.0 v2.1
Atmospheric radiation and geophysical Jacobians Mie spherical scatterer model x x x x
Five hydrometeor phases / exponential size distribution x x x x
Henyey Greenstein phase function x x
Fast Mie lookup library x x
Full Mie scattering phase function x x
Full Stokes Capability
Interface with CRTM x x
Distribution Jan 2005 Sep 2005 (est)
Proposed
11
Precipitation Correlation Length - TRMM vs GCI,
Active Months -
TRMM PRgt0.1 mm/hr
GCI TB,IRlt240K
TRMM PRgt1 mm/hr
  • Land/water continuity vindicates GPROFS maritime
    classification scheme
  • Short scale lengths over land, longer over water
  • Short scale behavior within ITCZ and over
    "maritime" continent

12
  • NWP Precipitation Locking

13
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14
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15
NWP Precipitation Locking
  • To realize locking of an NWP model onto
    precipitation, observations are needed at time
    and space scales of order 5-15 km and 15
    minutes.
  • Locking is analogous to phase-locked loop in
    electrical engineering wherein linear phase
    differencing is achieved only when oscillator and
    signal remain within same phase cycle.
  • Similarly, linear NWP model updates can be
    achieved provided that the cloud and
    precipitation state does not decorrelate between
    satellite observations.

16
Sampling Requirements for NWP Precipitation
Locking
  • The sampling requirements for all-weather
    microwave assimilation using near-term NWP models
    (especially regional models) are well satisfied
    by a large-aperture geosynchronous microwave
    sounder.

17
GMSWG? Concept SummaryGEosynchronous Microwave
(GEM) Sensor
  • Baseline system using 54, 118, 183, 380, and 424
    GHz with 2 m diameter Cassegrain antenna.
  • 16 km subsatellite resolution (12 km using
    oversampling) above 2-5 km altitude at highest
    frequency channels.
  • The 380 and 424 GHz channels selected to map
    precipitation through most optically opaque
    clouds at sub-hourly intervals. (Gasiewski, 1992)
  • Temperature and humidity sounding channels
    penetrate clouds sufficiently to drive NWP models
    with hourly data.
  • Estimated 2005 costs 36M non-recurring plus
    34M/unit.

Geosynchronous Microwave Sounder Working
Group, Chair D.H. Staelin (MIT)
18
GeoSTAR Concept2-D Geostationary Sounder/Imager
  • GeoSTAR spatial response pattern
  • for 298 elements with 2.8lspacing
  • 50 km spatial resolution
  • Full disk image every one hour
  • No moving parts
  • 2.5m maximum baseline
  • NASA/JPL concept

Y-Array of 300-600 receiver elements and tens of
thousands of one-bit correlators in each of three
bands 50-56, 89, and 183 GHz
19
Summary
  • FAST RT Jacobian development for multiphase
    precipitation including scattering (DOTLRT)
    Focus is on microwave bands, but applicable to IR
    also.
  • Extension to include full Mie library underway
  • Extension to full Stokes vector proposed
  • Precipitation erorr covariance model development
    underway
  • Geostationary Microwave Sounder system studies
    and simulations underway
  • All-weather microwave radiance assimilation
    observing system experiments - focus on AMSU
    using the WRF regional model.
  • Minimal funds received in FY04 no funding
    received yet in FY05
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