Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig...

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Christina R. Holt 1,2,3 , Greg Thompson 1,4 , Ligia Bernardet 1,2,3 , Mrinal Biswas 1,4 , Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation and Partial Cloudiness Schemes 1. Developmental Testbed Center 2. NOAA ESRL GSD 3. CIRES/University of Colorado 4. National Center for Atmospheric Research

Transcript of Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig...

Page 1: Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation.

Christina R. Holt1,2,3, Greg Thompson1,4, Ligia Bernardet1,2,3,

Mrinal Biswas1,4, Craig Hartsough1,2,3

Testing Hurricane WRF with Alternate Radiation and Partial Cloudiness Schemes

1. Developmental Testbed Center2. NOAA ESRL GSD

3. CIRES/University of Colorado4. National Center for Atmospheric

Research

Page 2: Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation.

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OutlineBackgroundExperiment configurationVerification of track and intensityVerification of large scale fieldsConclusions

Page 3: Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation.

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DTC’s role in HWRF development: connecting the pieces

3

2013

• Fovell (UCLA-HFIP award) diagnoses problems with longwave tendencies in HWRF’s operational radiation parameterization (GFDL scheme)

• EMC tests RRTMG – poor results for bundled tests• DTC tests HWRF w/ RRTMG/Thompson – mixed results w/

degradation in the eastern North Pacific

2014

• Fovell (UCLA-DTC visitor) works with DTC to performs diagnostics and suggests improvements to physics that also change storm size, intensity, and motion

• DTC performs diagnostics, implements subgrid-scale cloudiness scheme to address lack of shortwave attenuation in RRTMG, and tests in several storms

2015

• Physics improvement, RRTMG, and subgrid-scale cloudiness schemes delivered to EMC and included in 2015 pre-implementation test plan

Page 4: Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation.

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BackgroundThe investigation of DTC tests revealed two

important deficiencies of the configuration of the RRTMG radiation scheme used in those experimentsOnly explicit clouds from the mp scheme are visible to

the RRTMG – subgrid cumulus clouds (from SAS) are transparent

Under representation of stratus clouds in coarse resolution (horizontal and vertical) outer domain

DTC worked to implement a scale-aware partial cloudiness scheme for RRTMGBy Sundqvist et al. (1989 ), tested by Mocko and Cotton

(1995)Simulates liquid- and ice-water content based on

humidity and temperature to represent a “cloud” with radiative properties

Page 5: Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation.

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Addressing issues in RRTMG-cloud connectionFerrier/GFDL

radiationFerrier/RRTMG

radiationFerrier/RRTMG/part

cloud

Reasonable SW attenuation with partial cloudiness

scheme implemented by

DTC

Excessive SW radiation reaching

surface: SAS clouds

transparent to RRTMG radiation

and lack of stratus

representation

Control: Reasonable SW attenuation but

documented problems in LW

Page 6: Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation.

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Configuration

HDGF HDRF

Microphysics Ferrier Ferrier

Radiation GFDL RRTMG

Rad. Δt 1 hour 15 mins

Partial Clouds no yes

Convection SAS SAS

PBL/Sfc Layer Phys

GFS/GFDL GFS/GFS

27 km

9 km

3 km

1/16°

EP Ocean Domain

ATL Ocean Domain

Ops

Suite

9 ATL Storms

101 Cases

9 EP Storms

97 Cases

Page 7: Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation.

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AL Track ErrorEP Track Error

HDRF-HDGF

101 96 85 84 82 76 74 70 64 62 5897 96 95 94 89 86 80 73 69 63 56

Neutral track impact for both

basins

Dis

tanc

e (k

m)

HDGF

HDRF

+ better HDGF

- better HDRF

Page 8: Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation.

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AL Intensity ErrorEP Intensity ErrorM

ax W

ind

(kt)

Max

Win

d (k

t)

AL Intensity BiasEP Intensity Bias

Max

Win

d (k

t)

Max

Win

d (k

t)

+ stronger

HDRF

- stronger

HDGF

+ better HDGF

- better HDRF

101 96 85 84 82 76 74 70 64 62 5897 96 95 94 89 86 80 73 69 63 56

101 96 85 84 82 76 74 70 64 62 5897 96 95 94 89 86 80 73 69 63 56

HDGF

HDRF

Page 9: Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation.

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Mega DomainVerification against GFS Analysis

0.25°× 0.25°

Page 10: Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation.

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Mega Domain

HDGF Bia

s

Pre

ssur

e Le

vel (

hPa)

Forecast Hour

Pre

ssur

e Le

vel (

hPa)

Pre

ssur

e Le

vel (

hPa)

Mega Domain

Forecast Hour

HDRF –

HDGF

Bias

Too low at upper

levels and too high at

low levels

Too cold and

humid in lower

troposphere

Experiment is warmer

Experiment has higher heights aloft, lower heights a low levels

Less warm, more humid at 850

HGT

RH

TMP

Page 11: Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation.

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RMSE Percent ErrorControl Error – Experiment Error

Control Error

Height is improved at upper levels and 1000 hPa, but degraded in mid trop.

Mega Domain

HGT

RH

TMP

Mid tropospheric Temp is degraded

Low-level heat and moisture are improved

Page 12: Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation.

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ATL AreaEP Area

HGT

RH

TMP

Percent

Error

More improvement, or less degradation in EP than ATL

Page 13: Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation.

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HDGF BIAS HDRF BIAS

DIFF RMSE(HDGF-HDRF)

HDGF RMSE

Page 14: Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation.

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HDRF improves low-level

temp

HDGF

BIAS

HDRF BIAS

HDGF

RMSE

DIFF RMSE

HDRF Degrades HDRF Improves

1000 hPa Temp (K)

Page 15: Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation.

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HDGF

BIAS

HDRF BIAS

HDGF

RMSE

DIFF RMSE

HDRF Degrades HDRF Improves

850 hPa Temp (K)

Page 16: Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation.

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HDRF improves low

level RH nearly everywhere by decreasing RH

Improveme

nt

HDGF

BIAS

HDRF BIAS

HDGF

RMSE

DIFF RMSE

HDRF Degrades HDRF Improves

1000 hPa RH (%)

Page 17: Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation.

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HDRF Improves

moisture in EP

HDGF

BIAS

HDRF BIAS

HDGF

RMSE

DIFF RMSE

HDRF Degrades HDRF Improves

850 hPa RH (%)

Page 18: Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation.

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ConclusionHWRF was tested with an alternate

radiation package, exchanging the GFDL radiation scheme for the RRTMG scheme, partial cloudiness, and a more frequent physics time step

TC intensity forecasts improved very slightly in HDRF at longer lead times in the EP, and had mixed results for ATL storms

TC track forecasts were left virtually unchanged from the control experiment

Page 19: Christina R. Holt 1,2,3, Greg Thompson 1,4, Ligia Bernardet 1,2,3, Mrinal Biswas 1,4, Craig Hartsough 1,2,3 Testing Hurricane WRF with Alternate Radiation.

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ConclusionLarge scale verification shows the greatest

sensitivity in low level heat and moisture fields, which may play a major role in the improved intensity forecasts

The experiment had fairly neutral impacts except in the lowest levels for temperature and RH, while height at most levels was better in the control

We expect that the HDRF cloud structure is more realistic and will continue with further diagnostic

…RRTMG with partial cloudiness was delivered to EMC and is being tested for 2015 implementation