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Workshop on Quantitative Evaluation of Downscaled Climate Projections (August 12-16, 2013) The National Climate Predictions and Projections Platform.

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Presentation on theme: "Workshop on Quantitative Evaluation of Downscaled Climate Projections (August 12-16, 2013) The National Climate Predictions and Projections Platform."— Presentation transcript:

1 Workshop on Quantitative Evaluation of Downscaled Climate Projections (August 12-16, 2013) The National Climate Predictions and Projections Platform

2 Motivation: Practitioner’s Dilemma Practitioner’s dilemma - how to choose among many available sources of climate information for a given place and application?

3 Needs Objective evaluation of datasets prepared for use in planning for climate change. Provision of application-specific guidance to improve usability of climate-change projections in planning. Initiate a community based on standards to build and sustain practice of evaluation and informed use of climate-change projections.

4 When, Where, Who August 12-16, 2013 Boulder Colorado Participants –Use cases from sectoral working groups Agricultural impacts Ecological impacts Water resources impacts Human health impacts –Datasets from downscaling working groups –NCPP Community, agency partners, program sponsors, international observers, interested parties

5 Week at a Glance Monday 12 August Tuesday 13 August Wednesday 14 August Thursday 15 August Friday 16 August Days 1 and 2 – Evaluation Focus Day 3 – Transition Days 4 and 5 – Guidance Focus

6 Expected Outcomes –Database for access to high-resolution datasets with standardized metadata of downscaling methods –Demonstration of flexible, transparent climate index calculation service (Climate Translator v.0) –First version of a standardized evaluation capability and infrastructure for high-resolution climate datasets, incl. application- oriented evaluations –Description of a sustainable infrastructure for evaluation services –Sector and problem-specific case studies within the NCPP environment –First version of a comparative evaluation environment to develop translational and guidance information –Identify value-added, remaining gaps and needs for further development of evaluation framework and metadata, incl. templates DATA EVALUATION COMMUNITIES OF PRACTICE

7 Evaluation: Downscaling working groups BCSD BCCA ARRM MACA Statistical downscaling datasets Hostetler data, RegCM2 NARCCAP data, Dynamical downscaling datasets Delta method Baseline GRIDDED OBSERVATIONAL DATA SETS

8 Guidance: Applications Application Use Cases –Identification of network of application specialists –Define representative questions to focus the evaluations –Representation of application needs: Scales, Indices, etc. –Feedback on guidance and translational information needs –Feedback on design / requirements of software environment for workshop –Contribution to reports from workshop Water resources Ecological Impacts Agriculture Health impacts

9 About 75 participants Downscaling working groups –BCCA, BCSD, ARRM, NARCCAP, MACA, etc. teams – approx. 20 people Sectoral working groups –Agricultural impacts, Ecological impacts, Water resources impacts, Human health impacts – approx. 30 people NCPP Community – Executive Board, Climate Science Applications Team, Core & Tech Teams = approx. 18 people Program managers, reporters, international guests – about 5 people

10 Week in More Detail Monday Tuesday Wednesday Thursday Friday Days 1 and 2 – EVALUATION focus Intercomparison of downscaling methods Fine tuning the evaluation framework – what worked and what did not work? Interpretation of results and development of guidance for user groups Identification of gaps and needs for downscaled data for the participating applications Day 3 – TRANSITION: EVALUATION and GUIDANCE Morning - Summary of the downscaling methods attributes and evaluations results by sector and protocol Afternoon - Start of sectoral applications groups work Days 4 and 5 – GUIDANCE focus Interpretation of results and guidance for user groups Presentation of metadata descriptions and their usage Presentation of indices provision - OCGIS Identification of gaps and needs for downscaled data for application needs Identification of future steps

11 Below are categories of supplemental information

12 Days in More Detail

13 Proposed structure Monday 8:30-9:00: Breakfast and Coffee/Tea 9-9:30: Logistics, Welcome and introductions, Technicalities (Catchy intro: RAL director? Head of NOAA over video?) –Brief introductions of workshop members –Technical logistics: internet access, ESG node and COG environment? –Overview of workshop, and key objectives 9:30-10:30: Key-Note: Practitioners Dilemma: A call from the desperate world for help break 11-12:30: Evaluation approach of NCPP –Framework presentation of evaluation of downscaled projections data, protocols, standards … –Introduction of version 0: How were the evaluations done, tools, images, metadata/CIM, potential plans forward (DIBBs structure), working groups and workshops, … community of practice Lunch 12:30-2pm 2-3:30 pm: High-resolution data providers: observed and projected gridded information –What distinguishes your method and what were you trying to accomplish with this method? (getting to value-added question) –Presentations from developers of downscaling methods and datasets Break 4-5pm: Key discussion: Discussion of Directions of Downscaling

14 Proposed structure Tuesday 8:30-9:00: Breakfast and Coffee/Tea 9-10:30: Results from Evaluations : Data Perspective –Evaluation and characteristics of the baseline data: Observed gridded data comparisons to station data and inter-comparisons – short presentations –Evaluation of the characteristics of the downscaled projections data: Downscaled projections evaluation – presentations and discussion break 11-12:30: continued Lunch 12:30-2pm 2-3:30pm: Results from Evaluation: User Perspective –Short introduction of Applications needs –Case studies presentation and critique of evaluations break 4-5pm: Key Discussion: Discussion of issues related to the framework -Next steps in fine tuning the evaluation framework – what worked and what did not work? What else needs to be added? What needs to be changed? What does need to be done by the developers of downscaled data – what gaps are there in relation to applications?

15 Proposed structure Wednesday 8:30-9:00: Breakfast and Coffee/Tea 9-10:00: Key Note: Downscaling for the World of Water (Maurer?) 10-10:30: Summary of first two days and future evaluation potential using Protocols 2 and 3 –Summary first two days –Perfect Model experiments and evaluations Presentation and discussions –Process-based metrics and evaluations Presentation and discussions break 11-12:30pm: User Communities Lunch 12:30-2pm break 4-5pm: Key discussion:

16 Day 4 and 5

17 More Detail on Participants and Partnerships

18 Partnership through downscaling working group GFDL – Perfect model experiments –Keith Dixon, V. Balaji, A. Radhakrishnan Texas Tech Univeristy, SC CSC –Katharine Hayhoe - ARRM DOI USGS, Bureau of Reclamation, Santa Clara University, Scripps Institute, Climate Central, NOAA/NWS –E. Maurer, H. Hidalgo, D. Cayan, A. Wood - BCSD, BCCA University of Idaho –J. Abatzoglou - MACA DOI USGS, Oregon State University –S. Hostetler – RegCM2 - dynamically downscaled data NCAR –Linda Mearns – NARCCAP - dynamically downscaled data

19 Partnerships through sectoral working groups Health impacts –NOAA/NWS – David Green –NYC Dept of Health – Dr. Shao Lin –NCAR – Olga Wilhelmi –Columbia University – Patrick Kinney –Univeristy of Florida – Chris Uejio Agricultural impacts –AGMIP –USDA –NIDIS –SE RISA Ecological impacts –DOI USGS NC CSC Water resources impacts –Bureau of Reclamation –California ……

20 Partnership through infrastructure, metadata and standards development ES-DOC –IS-ENES, METAFOR project (CIM and CVs) NESII –CoG, OCGIS EU CHARMe project (metadata archive and search ) EU CORDEX (dynamical downscaling CV), NA CORDEX (archive and metadata standardization) ESGF (data and images archiving) DOI-USGS (data access) GLISA (translational information archiving)

21 More Details on Protocols and Metrics

22 Downscaling working groups BCSD BCCA ARRM MACA Statistical downscaling datasets Hostetler data, RegCM2 NARCCAP data, Dynamical downscaling datasets Delta method Baseline

23 Downscaling working groups BCSD BCCA ARRM MACA Statistical downscaling datasets Hostetler data, RegCM2 NARCCAP data, Dynamical downscaling datasets Baseline Delta Method

24 Types of protocols Idealized scenarios Comparison to synthetic data with known properties Perfect model Comparison to a high- resolution GCM; allows evaluation of nonstationarity Observational Validation by comparison to observed data Evaluation framework: Protocols and Metrics

25 Groups of metrics Group 2 Sets of metrics useful for specific sectoral and impacts applications Water resources Ecological impacts Human health Agricultural impacts Group 1 A standard set of metrics calculated for all methods describing the statistical distribution and temporal characteristics of the downscaled data Central tendency Tails of distribution Variability Temporal characteristics Group 3 Sets of metrics used to evaluate climate system processes and phenomena Southwest monsoon Extreme precipitation processes Atmospheric rivers Other extreme events related processes

26 More detailed architectural diagrams Original Vision of NCPP Architecture Commodity Governance (Cog) Earth System Grid Federation (ESGF) Infrastructure to Support 2013 Workshop OpenClimateGIS Systems Figure

27 Federated data archival and access ESGF, THREDDS, data.gov platforms Data at USGS, PCMDI, NASA, NOAA, … Downscaling and data formatting services, visualization, faceted data search, bookmarking OpenClimateGIS, LAS, ESGF search, USGS tools, ENSEMBLES Resource layer Service layer Support for inter-comparison projects and workflows representing solution patterns Curator display, CoG Interface layer Composition and display of guidance documents and other text related to the use of climate data climate.gov approaches Search and semantic services associated with web content and other sources Consiliate, Drupal database tools Federated metadata collection and display Curator tools, METAFOR, Kepler and other workflow solutions InformationInterpretation NCPP website, project workspaces for communities of practice CoG for community connections Not complete or final! Original Vision of NCPP Architecture: Summer 2011 27

28 CoG ESGF Infrastructure to support 2013 Workshop

29 OpenClimateGIS Systems Figure

30 Design Considerations: Climate Translator V.0

31 Indices Predefined; Defined by users Geography Define Locality; GIS; Web Mapping Evaluation Protocols, Metrics, Observations Analysis & Synthesis of Information Definitions, Sources, Metadata, Fact Sheets, Narratives, Guidance Multiple Basic Data Archives USGS GeoDataPortal Earth System Grid …

32 NCPP Architecture What Date Goes Where

33 Primary Data Existing downscaled datasets; Validation datasets (observations or hi-res model output) Quantitative Evaluation computation of indices, if not already available; computation of metrics according to NCPP protocols; ESGF (local) Other OpenDAP (e.g. Geodata Portal) Local disk (may be at NOAA, NCAR, or at scientist’s institution) Run the Evaluation Code: NCL; Python (?) Evaluation Data Bundles Image Bundles (ESGF? Local Database?) Image Bundles (ESGF? Local Database?) Downscaling Model Components Downscaling Simulations and Ensembles Experiments Processor Component Index/Metric Code Downscaled Datasets Evaluation Protocols Experiment (e.g. NCPP Protocol 1) Groups of Metrics ? Experiment ? Products of QED Code Repository linked to COG Environment (ideally) CIM documents New Indices Datasets (?) Location of objects are color codedOrange = COG or other NCPP database Gray = “Don’t know yet”

34 Expert analysis Evaluation Data Bundles Image Bundles (ESGF? Local Database?) Image Bundles (ESGF? Local Database?) Text (structured case studies; other text) Products of Workshop/working groups Search and Compare Further Visualization Other Images (unstructured) Translational/Interpretive CIM document? COG Wiki and Linked Tools CIM COG Wiki and Linked Tools or GLISA-like CMS/database ??? Integrate with other NCPP translational info

35 Design Considerations These plots were to help define the computational environment to support Workshop 2013. (Read note sections of slides.) –Focus on evaluation of existing data products –Linking to protocols and metrics development of capability to compare and describe gridded data systems –Separate the output interface in types to facilitate development of services versus internal NCPP environment

36 Two Classes of Evaluation Evaluation of Methodology Evaluation of Data Products Important for Data Set Developers Informs uncertainty description and translation “Perfect Model” strategically central Important for Data Set Developers Informs uncertainty description and translation “Perfect Model” strategically central Important for End Users Informs Data Set Developers Definable problem with our resources Fundamental descriptions are of value and support NCPP’s mission Important for End Users Informs Data Set Developers Definable problem with our resources Fundamental descriptions are of value and support NCPP’s mission

37 2013 Workshop Focus - Evaluation of Data Products Quantified Description Environment (QDE) Focus on T and P, quantify differences in standard data sets. –Data set choice criteria –Meaningful Contribution Standard treatment across datasets –Gridded What is in the literature? Evaluation of Data Products Important for End Users Informs Data Set Developers Definable problem with our resources Fundamental descriptions are of value and support NCPP’s mission Important for End Users Informs Data Set Developers Definable problem with our resources Fundamental descriptions are of value and support NCPP’s mission

38 Quantified Description Environment (QDE) Calculation Input Output

39 QDE: Input Input Station Data (observations) Gridded Data Observations Models

40 QDE: Output Output Research Environment Support of Services End-User / Us & Not Us Digital Data Primary Data Derived Data Non-Digital Data Software Descriptions Structured Unstructured Environments: Us & Not Us Analysis Collaborative End-user

41 2013 Workshop and NCPP

42 NCPP Strategy and Projects Workshop in 2013 is starts a progression of workshops that focus the overall evaluation activity and strategy of NCPP

43 NCPP Strategy and Projects Workshop in 2013 –a focal point and an integration of all NCPP projects –start of a progression of workshops that focus the overall evaluation activity and strategy of NCPP Climate Indices Downscaling Evaluation NC CSC Downscaling Metadata Integration Workshop 2013 NCPP Software Environment Interagency Community

44 Workshop Goals Quantitative evaluation Infrastructure support Description, guidance and interpretation Informed decision- making Principles and values Standardization Reproducibility and transparency Comparability of methods Extensibility Co-development

45 Contributions to NCPP development goals I.Evaluation standards –Develop a suite of evaluation metrics for downscaled data –Design a common suite of tests to evaluate downscaling methods II.Guidance documents –Produce guidance on the advantages and limitations of various downscaling techniques for specific user applications based on the quantitative evaluations –Inform development of standard, vetted downscaled climate prediction and projection products III.Translation for users and development of metadata –Educate users in the evaluation and application of downscaled climate prediction and projection products –Develop searchable structured metadata to describe downscaling methods as well as their evaluations –Develop an initial platform for data discovery, exploration, and analysis that serves and makes use of the translational information IV.Cyber infrastructure –Develop information technology infrastructure to support community analysis and provision of climate information.


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