2015 HWRF Upgrades Much improved and higher resolution (2km) operational forecast guidance for all global tropical cyclones Vijay Tallapragada & HWRF.

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Presentation transcript:

2015 HWRF Upgrades Much improved and higher resolution (2km) operational forecast guidance for all global tropical cyclones Vijay Tallapragada & HWRF Team Environmental Modeling Center, NCEP/NOAA/NWS, NCWCP, College Park, MD 20740. in collaboration with NHC, DTC, GFDL, URI, UCLA, Purdue/NSF, HRD EMC WCOSS Science Quarterly, April 20, 2015 1 1

Scope of FY15 HWRF Upgrades System & Resolution Enhancements Replace current partial HWRF python based scripts with complete Python based scripts for a unified system GFS data Upgrades Increase the horizontal resolution of atmospheric model for all domains from 27/9/3 to 18/6/2 km. Initialization/Data Assimilation Improvements Upgrade and improve HWRF vortex initialization scheme in response to both GFS and HWRF resolution increases Upgrade Data Assimilation System with hybrid HWRF-based EnKF and GSI system. Physics Advancements Upgrade Micro-physics process (Ferrier-Aligo) Upgrade GFDL radiation to RRTMG scheme with partial cloudiness Upgrade surface physics and PBL, momentum and enthalpy exchange coefficients(Cd/Ch) Upgrade current GFDL slab model to NOAH LSM. First time in 2015…. Self cycled HWRF ensembles based warm start for TDR DA Expand HWRF capabilities to all global (including WP/SH/IO) basins through 7-storm capability in operations to run year long

HWRF Upgrade Plan for 2015 Implementation Multi-season Pre-Implementation T&E   GFS Upgrades Model upgrades Physics and DA upgrades Combined Control (H15Z) Baseline (H15B) NOAH LSM (H15W) Upgraded Ferrier (H15W) RRTMG/ PBL/ Surface Physics (H15W) DA* (H15T)  H215 Description Create a new control configuration of 2014 Operational HWRF run with newly upgraded GFS T1534 IC/BC 1.Resolution increase: 18/6/2km w/ same domain size; 2. Python scripts 3. New GFS T1534 4. Init improvement, GFS vortex filter NOAH LSM (w/ Ch cap over land) Separate species, w/o advection 1.Radiation 2.Variable α 3.Scale-aware partial cloudiness scheme Hybrid GSI/ HWRF-EPS based DA Baseline + NOAH/LSM +newMP+RRTMG+ Surface Physics + PBL + DA changes Cases Four-season 2011-2014 simulations in ATL/EPAC, cases (~2300) Priority cases Only TDR cases for 2011-2014 WP/SH/IO 2013-2014 (~1200 cases) Platforms Jet/WCOSS Jet WCOSS Jet/Zeus Jet/WCOSS/Zeus The plan is based on the assumption that 2015 operational HWRF system will have 3x computer resources within the HWRF operational time window. We will be using only 2.5X for each storm. DA experiment requires additional computer resources outside current operational time window.

Infrastructure+MP+Radiation+Ocean H242 Control configuration BIAS T14C Combination Initial combination Infrastructure+MP+Radiation+Ocean H242 Control configuration Microphysics upgrades Radiation upgrades Ocean upgrades

Impact of New GFS on HWRF, 2011-2014 New GFS degraded track/intensity forecasts in the Atlantic Basin Significant degradation of track forecasts in the Eastern Pacific Similar (even more pronounced) degradations noted for GFDL as well

HWRF Implementation Process for 2015 HFIP/R2O Perspective Strategy Teams Tiger Teams Academia (HFIP AOs) HWRF Implementation Plan (EMC): Reconfigure baseline using upgraded GFS T1534 HWRF Resolution upgrades Vortex initialization improvements Computational Efficiency New products and downstream applications Expansion of HWRF to all global basins Unified Python based scripts and modern Rocoto based workflow (DTC) New setup procedures for HWRF/GFDL guidance (NCO) HWRF Physics Improvements: RRTMG Radiation (EMC/DTC) NOAH LSM (EMC/NSF) Ferrier-Aligo MP (EMC) HWRF DA upgrades (EMC): 40-member HWRF ensembles for TDR DA Assimilation of inner core dropsonde and tcvitals MSLP New trigger mechanism for TDR DA (EMC/AOC/HRD) Subgrid scale cloudiness parameterization for RRTMG radiation (NCAR/DTC) Modified GFS PBL vertical mixing parameterization (UCLA) Modified surface physics (URI) HWRF Diagnostics and Verification: Large-scale diagnostics and RI verification (DTC, SUNYA, CIRA) Verification (EMC/NHC)

HWRF 2015 Upgrades: Resolution, infrastructure, initialization and DA The horizontal resolution increased from 27/9/3km to 18/6/2km, which allow the model to resolve more storm scale features and have better storm-large scale interactions. Use high resolution GFS T1534 as IC/LBC Unified and improved vortex initialization run 40-member HWRF ensembles for 6h to provide more accurate, flow-dependent, vortex-dependent data assimilation covariance, assimilation of tcvitals MSLP data along with all dropsonde data. Sped up 2015 HWRF from 160 minutes to 96 minutes End-to-end HWRF scripting system in Python for all global ocean basins New procedures for SDM to launch HWRF and GFDL separately Switch to 100% GRIB2 output from HWRF

HWRF 2015 Upgrades: Physics Ferrier-Aligo MP GFDL Slab NOAH LSM HWRF Resolution and Physics enhancements were carefully evaluated to address the negative impacts noted in H214 evaluation as well as degradations due to new GFS.

Upgraded SW/LW radiation schemes and PBL GFDL radiation to RRTMG with sub-grid-scale cloudiness (Contributions from DTC, NCAR and UCLA) Introduced much improved RRTMG radiation with parameterized sub-grid scale cloudiness and variable alpha (wind-speed dependent) vertical mixing coefficient (following work done by Robert Fovell, UCLA; Greg Thompson, NCAR; Ligia Bernardet/Christina Holt, DTC). Dramatic Reduction in biases for Height, Temperature and Specific Humidity

Final results from 2015 HWRF Upgrade Evaluation NATL Basin 2011-2014 Intensity Forecast Performance from H215 showed significant improvements (~10% at 24, 36, 72 and 96 hrs, and about 18% at 120 hrs). Similar improvements shown for storm size forecasts. Neutral impact on track forecasts in the Atlantic

Final results from 2015 HWRF Upgrade Evaluation EPAC Basin 2011-2014 2015 HWRF upgrades were able to recover the loss of track forecast skill due to new GFS through 24 hrs, but remained largely negative 48 hrs and beyond

Verification in Skill Space, H215 vs Verification in Skill Space, H215 vs. Statistical Guidance and OFCL, NATL/EP, 2011-2014

Verification Against new GFS, NATL/EP, 2011-2014

Expansion of Operational HWRF for all global tropical cyclones Current operational HWRF runs in the North Atlantic, Eastern North Pacific and Central North Pacific basins, for a maximum of 5-storms as requested by NHC Since 2012, with support from HFIP, HWRF is run experimentally in real-time using NOAA R&D resources on Jet supercomputers, providing reliable and skillful forecast guidance to JTWC for tropical cyclones in all other basins including Western North Pacific, Southern Pacific, South and North Indian Ocean. JTWC has included HWRF guidance in their operational consensus forecasts. NWS OAA and NCEP OD have expressed interest in expanding HWRF capabilities for WPAC/SH/IO basins starting in FY15. Frequency of occurrence of TCs in all global basins in the past 15 years suggested that with 7- storm capability, NCEP can achieve 99.5% reliability in delivering the tropical forecast guidance products to JTWC, CPHC, NWS PR and other US interests across the world. This marks a significant milestone accomplished for NCEP as a unique operational center for providing high-resolution tropical cyclone specific forecast guidance for the entire world. Starting with 2015 implementation, HWRF will become truly global specialized tropical cyclone model for all ocean basins.

Final results from 2015 HWRF Upgrade Evaluation WPAC Basin 2011-2014 About 8% improvement in track forecasts through 72 hrs ~5-15% improvement intensity forecasts, (much improved intensity forecasts at longer lead times) 2015 HWRF shows RI POD increased from .23 to .36

Evaluation of 2km HWRF Performance for North Indian Ocean H215 vs H214, 2013-2014 Further improvements in track and intensity forecasts for the North Indian Ocean basin, with reduced positive intensity bias

High Priority: Address Rapid Short-term Intensity Error Growth Development of Advanced Ensemble Based Hurricane Data Assimilation System: Another R2O effort in collaboration with ESRL, OU, Utah, PSU, U. Wisconsin, UMD & NESDIS

Improvement of Intensity Errors from H215, NATL 2011-2014 Day 3 Day 2 Day 5 Day 4

NHC Evaluation and Recommendation The National Hurricane Center (NHC) endorses your proposed implementation of the HWRF model for 2015. When comparing the proposed implementation with the alternative (2014 HWRF driven by the 2015 GFS), there was a positive impact on intensity forecasts at both short and long ranges for the Atlantic and short-range intensity forecast improvements, with neutral impact at long ranges, for the east Pacific. There were overall improvements in short-range track prediction, with slight degradations at longer ranges, in the Atlantic . There were slight improvements in short-range track forecasts, with some degradation at the longer ranges, in the east Pacific. It should be noted that at least part of the track forecast degradations are resulting from the 2015 implementation of the GFS, as revealed by the reruns of the 2014 HWRF using the 2015 GFS. This HWRF implementation at least partly offsets the latter degradations, and given the positive benefits for TC intensity prediction, it is approved by the NHC. Dr. Richard J. Pasch, Senior Hurricane Specialist, National Hurricane Center "NWS PR endorse the operational implementation of HWRF for the additional basins“ ---- Ray Tanabe, Acting Director, NWS PR "JTWC fully and wholeheartedly supports and appreciates the running of global H-WRF in production at NCEP. This will help ensure all United States interests receive tropical cyclone forecasts based on all available numerical model guidance” --- Robert Falvey, Director, JTWC

Summary Further enhancements suggested for 2015 operational HWRF include: Increase the horizontal resolution from 27/9/3 to 18/6/2 km. Upgrade and improve HWRF vortex initialization scheme Upgrade DA with hybrid HWRF-based EnKF and GSI system. Upgrade model physics to accommodate model resolution increase, including micro-physics process, radiation, surface physics, land surface and PBL. H215 retrospective evaluation of 2011-2014 hurricane seasons (1147 verifiable cycles in NATL, 1129 in EP ) demonstrated improved forecasts compared to both FY14 operational HWRF (H214) and FY14 driven by new GFS (H15Z), except for the track forecasts in the Eastern Pacific. Significant improvements noted from H215 compared to H214 for WPAC, NIO and SH as well. Evaluation metrics in the skill space confirmed the positive improvements from H215 compared to H15Z in both basins for intensity forecasts, and in the Atlantic for track forecasts.

HWRF as a unique global tropical cyclone model Operational Real-time forecast guidance for all global tropical cyclones in support of NHC, JTWC and other US interests across the Asia Pacific, North Indian Ocean and Southern Hemisphere ocean basins Continue the community modeling approach for accelerated transition of research to operations International partnerships for accelerated model development & research