Improving Tropical Cyclone Forecasting through Physics ... · Project overview HWRF physics in HAFS...

8
Man Zhang 1,2,3 , Grant Firl 3,5 , Mrinal Biswas 3,5 , Dom Heinzeller 1,2,3 , Ligia Bernardet 1,3 , Michael Ek 3,5 , Eric Aligo 4 , Chunxi Zhang 4 1 NOAA/ESRL/Global Systems Laboratory, Boulder, CO 2 University of Colorado/CIRES, Boulder, CO 3 Developmental Testbed Center, Boulder, CO 4 IMSG, NOAA/NWS/NCEP/EMC, College Park, MD 5 National Center for Atmospheric Research, Boulder, CO Improving Tropical Cyclone Forecasting through Physics Advancement: Using the HWRF Physics Suite in the NOAA’s New Hurricane Analysis and Forecast System 1 st UFS Users’ Workshop, Jul 27-29, 2020 NOAA Hurricane Supplemental Project: * Implement HWRF physics in FV3 via CCPP; Configure, test and validate for HAFSv0.1

Transcript of Improving Tropical Cyclone Forecasting through Physics ... · Project overview HWRF physics in HAFS...

Page 1: Improving Tropical Cyclone Forecasting through Physics ... · Project overview HWRF physics in HAFS HWRF physics suite test plan Statistical evaluation Hurricane Dorian (2019) Summary.

Man Zhang1,2,3, Grant Firl3,5, Mrinal Biswas3,5, Dom Heinzeller1,2,3,Ligia Bernardet1,3, Michael Ek3,5, Eric Aligo4, Chunxi Zhang4

1 NOAA/ESRL/Global Systems Laboratory, Boulder, CO2 University of Colorado/CIRES, Boulder, CO3 Developmental Testbed Center, Boulder, CO

4 IMSG, NOAA/NWS/NCEP/EMC, College Park, MD5 National Center for Atmospheric Research, Boulder, CO

Improving Tropical Cyclone Forecasting through Physics Advancement: Using the HWRF Physics Suite in the NOAA’s New Hurricane Analysis and

Forecast System

1st UFS Users’ Workshop, Jul 27-29, 2020

NOAA Hurricane Supplemental Project: *Implement HWRF physics in FV3 via CCPP; Configure, test and validate for HAFSv0.1

Page 2: Improving Tropical Cyclone Forecasting through Physics ... · Project overview HWRF physics in HAFS HWRF physics suite test plan Statistical evaluation Hurricane Dorian (2019) Summary.

Outline

Project overview HWRF physics in HAFS HWRF physics suite test plan Statistical evaluation Hurricane Dorian (2019) Summary

2

Active HAFS developments are ongoing withcollaborative efforts among NCEP/EMC1,AOML/HRD2, GFDL3, ESRL/GSD4, ESRL/NESII5,OFCM/AOC6, and NCAR/DTC7.

A. Mehra et al.Hurricane Analysis and Forecast System (HAFS):

A UFS (Unified Forecast System) ApplicationMonday, 12:05PM, Introductory Session

Page 3: Improving Tropical Cyclone Forecasting through Physics ... · Project overview HWRF physics in HAFS HWRF physics suite test plan Statistical evaluation Hurricane Dorian (2019) Summary.

3

Scheme/Suite HWRF HAFS_p0.1

Microphysics Ferrier-Aligo with separate cloud species advection

GFDL

PBL K-EDMFw/ HWRF namelist settings

K-EDMFw/ HWRF namelist settings

Deep/shallow CU saSAS with HWRF settings on in all domains

saSAS with GFS settings on in all domains

Radiation HWRF-RRTMG GFS-RRTMG

Surface layer GFDL GFSw/ HWRF namelist settings

LSM HWRF-Noah GFS-Noah

Orographic GWD on for 13km; off for 3 km on for 13km; off for 3 km

Non-stationary GWD off off

Ozone NRL_2015 NRL_2015

H2O NRL_2015 NRL_2015

Overview of HWRF Suite in CCPP

D. Heinzeller et al.The Common Community Physics Package (CCPP):

a shared infrastructure for model physics for operations and research

Monday, 3:15PM Plenary Session

• HAFS_p0.1: UFS MWR physics suitewith Hurricane specific modifications

• The implementation of HWRF physicsinto UFS via CCPP is a collaborative effortbetween DTC, NOAA/GSL andNOAA/EMC. HWRF physics suite isavailable in hafs-community/HAFSrepository

Yellow highlights indicate aspects that differ between the suites.

Page 4: Improving Tropical Cyclone Forecasting through Physics ... · Project overview HWRF physics in HAFS HWRF physics suite test plan Statistical evaluation Hurricane Dorian (2019) Summary.

HWRF Physics Suite Test Plan

4

Storms First cycle Last cycle

05L Dorian 2019082406 2019090718

09L Humberto 2019091212 2019091906

13L Lorenzo 2019092212 2019100206

2019 AL Priority Storms

• All experiments were conducted on the Mississippi State University Orion High-Performance Computing system

• The results were compared against the EMC 2019 real-time HAFS runs (HSAR)• Neither vortex initialization nor data assimilation was employed

HAFS v0.a/v0.b Experiments with ATCF identifier

HAFS v0.a (LAM)

HAFS v0.b (global-nesting)

HAFS C768 with refinement ratio of 4

Courtesy of A. Mehra (NOAA/EMC)

Page 5: Improving Tropical Cyclone Forecasting through Physics ... · Project overview HWRF physics in HAFS HWRF physics suite test plan Statistical evaluation Hurricane Dorian (2019) Summary.

Overall Performance Assessment+

5

HWRF HAFS_p0.1

SAR(v0.a) HAHW HAH1

NEST(v0.b) HBHW HBH1

+ Model Evaluation Tools –Tropical Cyclone*HSAR is the 2019 HAFS EMC real-time (Dong et al. 2020) results

HAHW HAH1

f72 Hourly Max 10-m Wind Speed (kt)

Excessive storm size in HWRF physics suite!!

Dorian (2019)IC:20190901 18UTC

Page 6: Improving Tropical Cyclone Forecasting through Physics ... · Project overview HWRF physics in HAFS HWRF physics suite test plan Statistical evaluation Hurricane Dorian (2019) Summary.

6

HAH1 f72

HAHW f72

HAH1 f72

HAHW f72

• In HAFS_p0.1 suite, GFS saSAS scheme (i.e. convective

precip) takes control of the rainbands

• In HWRF suite, FA mp takes control of the whole storm,

including the eyewall and rainbands

Dorian 6-h Total Precipitation (mm) and EP Fraction

*HAH1 uses GFS saSAS schemes; HAHW uses HWRF saSAS schemes

EP dominates

CP dominates

Dorian (2019)IC:20190901 18UTC

Page 7: Improving Tropical Cyclone Forecasting through Physics ... · Project overview HWRF physics in HAFS HWRF physics suite test plan Statistical evaluation Hurricane Dorian (2019) Summary.

Summary HWRF physics suite is available in the feature branch of hafs-

community/HAFS repository Results of the first exercise with HWRF physics in HAFS are

promising: Better mean track forecast than HAFS_p0.1 suite, especially cross

track error in both regional and global-nesting configuration Improved intensity forecasts compared to HAFS_p0.1 and HSAR Excessive size of the storms Stronger storm-scale precipitation structure in rainbands

Additional customization and testing in a larger and morediverse sample size is needed to realize the benefits of thissuite

7

Humberto (09L2019)

HWRF suite less likely to make false landfall forecasts

HAH1 HBH1

HAHW HBHW

Page 8: Improving Tropical Cyclone Forecasting through Physics ... · Project overview HWRF physics in HAFS HWRF physics suite test plan Statistical evaluation Hurricane Dorian (2019) Summary.

Dorian (05L2019)

8

GFS

HWRF

HMON

HAH1

2019 EMC HAFS-SAR Real-time EXP

2020 DTC HWRF Physics Test

HAHW

HBH1

HBHW

HSAR

J. Dong et al.The Hurricane Analysis and Forecast System (HAFS)-Stand-Along Regional model (SAR) real-time experiments for the

2019 North Atlantic hurricane season and future developments

Tue, 2:30PM

HWRF HAFS_p0.1

SAR(v0.a) HAHW HAH1

NEST(v0.b) HBHW HBH1