Jordan G. Powers, Steven M. Cavallo, and Kevin W. Manning.

14
Jordan G. Powers, Steven M. Cavallo, and Kevin W. Manning

Transcript of Jordan G. Powers, Steven M. Cavallo, and Kevin W. Manning.

Page 1: Jordan G. Powers, Steven M. Cavallo, and Kevin W. Manning.

Jordan G. Powers, Steven M. Cavallo, and Kevin W. Manning

Page 2: Jordan G. Powers, Steven M. Cavallo, and Kevin W. Manning.

• Motivation for AMPS Investigation

– Examination of WRF simulations of Atlantic basin hurricanes: T biases at upper levels found

– Model top cooling from longwave (LW)processes (RRTM LW scheme) significantly higher than observation

• AMPS Testing

– Analysis of summer and winter periods to assess extent of problem

– Test simulations with RRTM LW schememodifications performed

Page 3: Jordan G. Powers, Steven M. Cavallo, and Kevin W. Manning.

Upper-level T Biases: WRF 2009 Atlantic Basin Hurricane Forecasts

(WRF) (v. Time) WRF–GFS Analysis (v. Time)

Upper-level cooling over time

Output from fcst hr 6

-10K max

Page 4: Jordan G. Powers, Steven M. Cavallo, and Kevin W. Manning.

Note: SLP RMSEs also decrease with modified scheme.

– 1 week period / Fcsts every 12 hrs / 6-hr fcsts – MLS= Mid-Latitude Summer / TROP= Tropical

W/o H2O adj: Refined buffer layer and T profile

Full mods: H2O adjustment (std profile) in buffer layer (to avoid excessive

MT moisture)

Bias reductionsfrom mods

RRTM LW Scheme Modification— Atlantic Basin Experiments

Heating Rates Heating Rate Differences (Modified – Unmodified RRTM)

Page 5: Jordan G. Powers, Steven M. Cavallo, and Kevin W. Manning.

Configuration of AMPS for Investigation / Testing

Domains: 45-km / 15-km

Test fcsts: 6-hr

IC/BCs: GFS

Test periods:

Summer January 1-7, 2010

Winter July 1-7, 2009

15 km

45 km

Page 6: Jordan G. Powers, Steven M. Cavallo, and Kevin W. Manning.

RRTM LW Scheme: Original Model Top Treatment

• Buffer layer from model top (MT) to top of atmosphere (TOA)

– Extra computational level in LW scheme only: No new model η-level

• Layer properties

– T isothermal: MT value

– qv constant: MT value

– O3 set to .6O3 MT value

Page 7: Jordan G. Powers, Steven M. Cavallo, and Kevin W. Manning.

RRTM LW Modifications

• Computational layer refined: Multiple levels to TOA added

– p= 2.5 mb

– Extra levels in scheme, not η-levels (no significant extra run time)

• Improved T representation

– Temps at new levels related to average T profile (using T at MT)

• Excessive moisture prevented: Layer H2O= 5 ppmv

• O3 interpolated from table

Page 8: Jordan G. Powers, Steven M. Cavallo, and Kevin W. Manning.

WRF Water Vapor Issue

• Potential for Excessive Moisture at High Levels: Affects LW Flux Calculations

– <Jan 2010: No H2O vapor fields above 100 mb in GFS files

– WPS assumption (where nec’y): 5%≥ RH ≥1% for 300–50 mb

– Problem: Too moist in stratosphere

• Standard profile value: 5 ppmv

• WRF-Var minimum qv: qv= 1e-6 kg/kg (o(5 ppmv))

(if qv < 1e-6 kg/kg)

WRF: Atlantic Basin Tests

Page 9: Jordan G. Powers, Steven M. Cavallo, and Kevin W. Manning.

AMPS Upper-Level Water Vapor

Summer Testing

Top η1/2

Level(12 mb)

Domainavg qv

Winter Testing

SAW= Sub-Arctic Winter SAS= Sub-Arctic Summer

WRF-Var min qv 1e-6

Sounding maxima

Page 10: Jordan G. Powers, Steven M. Cavallo, and Kevin W. Manning.

Analysis of AMPS Heating Rates: Original RRTM LW

Winter Summer

Heating Rates

HeatingRateBias

SAW= Sub-Arctic Winter SAS= Sub-Arctic SummerMLW= Mid-Latitude Winter MLS= Mid-Latitude Summer

Net= ∂/∂t LW + ∂/∂t SW

SAS LW

AMPS–SAW AMPS–SAS

SAS SW

Cooling bias

Excessive LW

Page 11: Jordan G. Powers, Steven M. Cavallo, and Kevin W. Manning.

AMPS Differences from Standard Profiles and Single-Column (SC) Tests

Winter Summer

Summer SC SAS test: Problem in RRTM LW scheme

SAW Temps/SAS Temps: SC model run w/given temp profiles

Single column: SC version of RRTM (run from domain-avgd profile of T)

AMPS: Cooling biasSC SAS: Projected cooling bias at MT(excl. artifact)

for SC model for SC model

AMPS’s lesser cooling rate may reflect colder Antarctic stratosphere

SC top value: Artifact of extra level

: Extrapolated SC: Extrapolated SC

Page 12: Jordan G. Powers, Steven M. Cavallo, and Kevin W. Manning.

Analysis of AMPS Heating Rates: Modified RRTM LWWinter Summer

HeatingRates

Modified –Control

Control= Original RRTM LW Experiment= Modified RRTM LW

MT T 5 days: ~9 K

Max ~1.8K/d

Page 13: Jordan G. Powers, Steven M. Cavallo, and Kevin W. Manning.

Model Top Improvement: Summer ∂/∂t (LW) Control

∂/∂t (LW) New–Control

∂/∂t (LW) New

_6h (Total) New–Control

Mods reduce cooling and eliminateexcess qv

impacts

hr6 – hr0

∂/∂t (LW)= Instantaneous heating rates avg’d/fcst hr 6 ∂/∂t (Total)= hr6 – hr0 Level = η1/2

Mods reduce cooling bias

Page 14: Jordan G. Powers, Steven M. Cavallo, and Kevin W. Manning.

SummarySummary

• WRF MT cooling bias seen in Antarctic/AMPS application

– Summer signal

– Moderate compared to non-polar WRF applications

• AMPS upper-level H2O vapor

– Localized high qv biases near MT from soundings

– Large vapor amounts can influence LW calculations

• RRTM LW Mods: Decreased MT cooling & T errors in AMPSRRTM LW Mods: Decreased MT cooling & T errors in AMPS

– Mods reduce LW flux errors and excessive cooling

– Mods avoid LW errors due to areas of excessive qv at MT