Model testing, community code support, and transfer between research and operations: The Tropical Cyclone Modeling Testbed (TCMT) and the Developmental.

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Presentation transcript:

Model testing, community code support, and transfer between research and operations: The Tropical Cyclone Modeling Testbed (TCMT) and the Developmental Testbed Center (DTC) B. Brown, L. Nance, T. Jensen, and C. Williams DTC and NCAR/TCMT Bill Kuo (and others) DTC Interdepartmental Hurricane Conference Savannah, Georgia March 2010

Goal Describe Roles of Roles of Developmental Testbed Center (DTC)Developmental Testbed Center (DTC) Tropical Cyclone Modeling Testbed (TCMT)Tropical Cyclone Modeling Testbed (TCMT) TCMT activities and support for HFIP TCMT activities and support for HFIP 2

Developmental Testbed Center (DTC) and Tropical Cyclone Modeling Testbed (TCMT) DTC is DTC is Distributed activity to facilitate R2O and O2R activities for numerical weather prediction modelsDistributed activity to facilitate R2O and O2R activities for numerical weather prediction models Focused on activities close to the transfer “connection”Focused on activities close to the transfer “connection” TCMT is TCMT is A model testing and community support facilityA model testing and community support facility Focused on models in earlier stagesFocused on models in earlier stages DTC and TCMT are closely related TCMT has broader objectives Both have important roles in HFIP Many HFIP testing (and other) activities are beyond the scope of DTC DTC and TCMT share many staff and capabilities 3 RESEARCH OPERATIONS DTC HFIP Stream 1 TCMT HFIP Stream 2

DTC To serve as a bridge between research and operations to facilitate the activities of both halves of the NWP Community –Research: functionally equivalent operational environment to test and evaluate new NWP methods over extended retrospective periods –Operational: benefits from DTC T & E of strengths and weaknesses of new NWP advances prior to consideration for operational implementation Research Community Operational Community New Science and Technology Operational Codes DTC NCAR/RAL  NOAA/ESRL Purpose of DTC

DTC Goals for Hurricane Forecasts Current focus: HWRF Facilitate transfer of research to operations by creating a framework for NCEP and the research community to collaborate Facilitate transfer of research to operations by creating a framework for NCEP and the research community to collaborate Support the community in using HWRF (the current NCEP operational hurricane model) Support the community in using HWRF (the current NCEP operational hurricane model) Repository, Help- , Tutorials, DocumentationRepository, Help- , Tutorials, Documentation Develop and maintain a hurricane testing and evaluation infrastructure at DTC Develop and maintain a hurricane testing and evaluation infrastructure at DTC Perform HWRF tests to assure integrity of code and evaluate new developments for potential operational implementation Perform HWRF tests to assure integrity of code and evaluate new developments for potential operational implementation

Tropical Cyclone Modeling Testbed (TCMT) Goals Testing and evaluation of (research) model forecasts for tropical cyclones Testing and evaluation of (research) model forecasts for tropical cyclones Current focus: HFIPCurrent focus: HFIP Regional, Global, EnsembleRegional, Global, Ensemble Design experiments, collect data, analyze and present resultsDesign experiments, collect data, analyze and present results Investigate, implement, and share new statistical tools for TC forecast evaluation Investigate, implement, and share new statistical tools for TC forecast evaluation TCMT and DTC expertise in statistics and verificationTCMT and DTC expertise in statistics and verification Examples: Storm structure, precipitation, ensemblesExamples: Storm structure, precipitation, ensembles Provide model and observation data sets to community through a “Data Service” Provide model and observation data sets to community through a “Data Service” Provide links to additional dataProvide links to additional data Other support for Hurricane Forecast Improvement Project (HFIP) Other support for Hurricane Forecast Improvement Project (HFIP) 6

Testing & Evaluation Philosophy (DTC and TCMT) Independent of development process Independent of development process Carefully designed test plan Carefully designed test plan Large number of cases Large number of cases Broad range of weather regimes Broad range of weather regimes Extensive diagnostic, objective verification, including assessment of statistical significance Extensive diagnostic, objective verification, including assessment of statistical significance Is the performance of Model A really better than the performance of Model B?Is the performance of Model A really better than the performance of Model B?

DTC Testing & Evaluation Purposes Purposes Asses integrity of repository code as it evolvesAsses integrity of repository code as it evolves Assist NCEP with pre-implementation testingAssist NCEP with pre-implementation testing Evaluate skill of new developments funded by HFIPEvaluate skill of new developments funded by HFIP Protocol Protocol Code to be tested must be in community repositoryCode to be tested must be in community repository Preferably test official release codePreferably test official release code Testing environment functionally equivalent to NCEP’sTesting environment functionally equivalent to NCEP’s National Hurricane Center forecast verification system and testing protocol National Hurricane Center forecast verification system and testing protocol Additional verification metrics developed by DTC and TCMT Additional verification metrics developed by DTC and TCMT

TCMT Testing & Evaluation Purposes Purposes Objective and independent assessment of comparisons of TC forecast skill (between models) and trends in forecast skill through timeObjective and independent assessment of comparisons of TC forecast skill (between models) and trends in forecast skill through time Identify models that may be approaching readiness for transition to operational demonstration (e.g., Stream 1.5)Identify models that may be approaching readiness for transition to operational demonstration (e.g., Stream 1.5) Protocol Protocol For HFIP, modeling groups participating in HFIP Demo or Retrospective studiesFor HFIP, modeling groups participating in HFIP Demo or Retrospective studies Testing environment functionally equivalent to NCEP’sTesting environment functionally equivalent to NCEP’s National Hurricane Center forecast verification system and protocol National Hurricane Center forecast verification system and protocol Additional verification metrics developed by DTC and TCMT Additional verification metrics developed by DTC and TCMT

High-resolution hurricane (HRH) model test Experimental design 6 modeling teams; multiple model resolutions (nested) 6 modeling teams; multiple model resolutions (nested) Consistent (mostly) initial conditions Consistent (mostly) initial conditions 69 cases; 10 hurricanes 69 cases; 10 hurricanes Independent evaluation by DTC Independent evaluation by DTC 10 Evaluation Foci: Track Intensity RI, RW Consistency Project led by L. Nance and L. Bernardet

HRH (example) results Overall conclusions Increased resolution did not improve track or intensity forecasts except in a few isolated situations Increased resolution did not improve track or intensity forecasts except in a few isolated situations The majority of results showed no differences from using high resolution The majority of results showed no differences from using high resolution A few, notably wind radii, presented consistent degradation when using high resolution A few, notably wind radii, presented consistent degradation when using high resolution Full report available at 11

TCMT Participation in HFIP Current activities Evaluate 2009 Demo forecasts Evaluate 2009 Demo forecasts Model-specific tracks (Tier 1)Model-specific tracks (Tier 1) Gridded forecasts; common tracker (Tier 2)Gridded forecasts; common tracker (Tier 2) Global and regional modelsGlobal and regional models 7-day forecasts 7-day forecasts Plan and evaluate Retrospective forecasts Plan and evaluate Retrospective forecasts Help select Stream 1.5 forecast model(s) for 2010 season – to be demonstrated for NHC forecastersHelp select Stream 1.5 forecast model(s) for 2010 season – to be demonstrated for NHC forecasters Develop and implement tools for ensemble TC forecasts Develop and implement tools for ensemble TC forecasts Collaboration with WMO TIGGE TC projectCollaboration with WMO TIGGE TC project Community support for the testing activity Community support for the testing activity 10-km FIM Ensemble (NOAA/ESRL/GSD) Current status: Collecting lots of data!!

HFIP Challenges for TCMT and Verification Team How do we measure success? How do we measure success? Forecast improvements over time – but how measured?Forecast improvements over time – but how measured? Single season only provides a few storms/forecasts… Single season only provides a few storms/forecasts… Retrospective studies are critical, but intensive for modeling groups and forecast evaluationRetrospective studies are critical, but intensive for modeling groups and forecast evaluation Meaningful methods for Meaningful methods for GenesisGenesis Precipitation and floodingPrecipitation and flooding Storm structureStorm structure

THANK YOU! QUESTIONS?

Developmental Testbed Center (DTC) National Office Director: B. Kuo Joint Numerical Testbed DTC Project (Nance) Sponsors: NSF, NCAR base, NOAA, AFWA Data Assimilation Testbed Project (Huang) Sponsors: AFWA Verification Research (Lead TBD) Sponsors: AFWA, NOAA, NASA, NSF/NCAR Tropical Cyclone Modeling Testbed (Lead TBD) Sponsors: NOAA Other (future) Joint Numerical Testbed Director: B. Brown Science Deputy: L. Nance Engineering Deputy: L. Carson Shared Staff across Projects: Functions and Capabilities

Community Support of HWRF In March 2010, DTC will start supporting WRF to the community in collaboration with DTC partners: In March 2010, DTC will start supporting WRF to the community in collaboration with DTC partners: WRF V3.2 release (March 2010) will have HWRF features (MMM)WRF V3.2 release (March 2010) will have HWRF features (MMM) Princeton Ocean Model (URI)Princeton Ocean Model (URI) Vortex Initialization (EMC)Vortex Initialization (EMC) Coupler (URI/EMC)Coupler (URI/EMC) Vortex Tracker (GFDL)Vortex Tracker (GFDL) February 2010 Tutorial February 2010 Tutorial Documentation, website, helpdesk, code management Documentation, website, helpdesk, code management

HFIP: Primary goal The goal of HFIP is to improve the accuracy and reliability of hurricane forecasts and warnings and increase the confidence in those forecasts to enhance mitigation and preparedness decisions by emergency management officials at all levels of government and by individuals.” (NOAA Research Council, 2008) (NOAA Research Council, 2008)

HFIP Goals and Approaches Forecast improvement goals Improve track error Improve track error Improve intensity error Improve intensity error Improve ability to capture rapid weakening and strengthening events Improve ability to capture rapid weakening and strengthening events Reliable probability forecasts (ensembles) Reliable probability forecasts (ensembles)Approaches Invest in intensive computing capabilities Invest in intensive computing capabilities Engage research and operational communities to test new models and modeling approaches Engage research and operational communities to test new models and modeling approaches

Verification tools Develop and implement state-of- the-art verification tools Develop and implement state-of- the-art verification tools Goals: Provide tools that previously were not generally availableProvide tools that previously were not generally available Include new methodsInclude new methods Provide community supportProvide community support Model Evaluation Tools (MET) Model Evaluation Tools (MET) More than 600 users world wideMore than 600 users world wide

JNT projects Developmental Testbed Center Developmental Testbed Center Cross-lab facility for community code support and model testingCross-lab facility for community code support and model testing Primary goal: Supporting transition of modeling capabilities from research to operations (same as JNT) with a main focus on mesoscale (regional) weather prediction modelsPrimary goal: Supporting transition of modeling capabilities from research to operations (same as JNT) with a main focus on mesoscale (regional) weather prediction models Data assimilation testbed Data assimilation testbed Verification tools and research Verification tools and research Tropical Cyclone Modeling Testbed Tropical Cyclone Modeling Testbed