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Data Acquisition and Usage Activities

Decisions. Data Repository. The acquisition part processes the sensory data by firmly linked procedures. The collected and cleaned data are stored in the repository. The usage activities are more iterative, dynamic procedures.

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Data Acquisition and Usage Activities

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  1. Decisions Data Repository • The acquisition part processes the sensory data by firmly linked procedures • The collected and cleaned data are stored in the repository • The usage activities are more iterative, dynamic procedures • The usage activities transform the data into knowledge for decision making The Federation presumes there is a repository and focuses on usage activities Data Acquisition and Usage Activities Data Acquisition Usage Activities • The data life cycle consists of the acquisition and the usage parts ESIP AQ Cluster, rhusar@me.wustl.edu

  2. Data Providers Info System Info Users Public AIRNow AIRNow AIRS Manager Compliance Scientist DAACs Science • Current info systems are project/program oriented and provide end-to-end solutions • Part of the data resources can be shared for re-usethrough DataFed • Through the Federation, the data are homogenized into multi-dimensional cubes • Data processing and rendering can then be performed through standard web services • Each project/program can be augmented by Federation data and services AQ Information Systems: Current and with DataFed ESIP AQ Cluster, rhusar@me.wustl.edu

  3. Public AIRNow Model Manager Scientist DAACs AQ Information Systems: Current and with DataFed Data Providers Info System Info Users Now/Forecast Compliance Science Data Catalog Data Wrapping Web Services Federation Infrastructure • Current info systems are project/program oriented and provide end-to-end solutions • Part of the data resources can be shared for re-usethrough DataFed • Through the Federation, the data are homogenized into multi-dimensional cubes • Data processing and rendering can then be performed through standard web services • Each project/program can be augmented by Federation data and services ESIP AQ Cluster, rhusar@me.wustl.edu

  4. Satellite Satellite NASA IDEA Emission Emission Emission Emission FS FireInv EPA NEISGEI Model NASA IDEA Emission Emission Emission Emission Ambient Ambient EPA AIRNow FS FireInv Ambient EPANEISGEI NOAA Forecast EPA-AQS DataMart NASAGloModel Model NASA DAACs Ambient Ambient Ambient Satellite Satellite EPAAIRNow EPAAIRNow EPA AQModel EPA-AQSAIRS EPA-AQSAIRS others NOAA WeaMod EPA NEI NASADAACs Model Model Ambient Ambient Ambient RPO VIEWS Emission Emission Emission Emission Internet NOAAForecast NOAA GASP EPAAQModel Content | Agency | Form NOAA ASOS Ambient Ambient Ambient Satellite Satellite Satellite Satellite NASA Missions Emission EPA NASA Mission EPA NEI RPOVIEWS Ambient NOAA State/Local Emission Emission Emission Emission Emission NASADAACs Satellite NOAAASOS NASA NOAA GASP NOAAWeaMod Model Other State/LocalEmission • Data are distributed geographically by autonomous providers • Data includes emissions, ambient data, Content | Agency | Form Content | Agency | Form Content | Agency | Form Content | Agency | Form Content | Agency | Form Content | Agency | Form • Data are provided by multiple agencies: EPA, NOAA, NASA and others • Furthermore, data are provided in varied formats and access protocols Emission Emission Emission Emission Emission Emission EPA EPA EPA EPA EPA EPA Ambient Ambient Ambient Ambient Ambient Ambient NOAA NOAA NOAA NOAA NOAA NOAA • Data includes emissions, ambient data, satellite data and model output • Data includes emissions • Data includes emissions, ambient data, satellite data Satellite Satellite Satellite Satellite Satellite Satellite NASA NASA NASA NASA NASA NASA Model Model Model Model Model Model Other Other Other Other Other Other • Data on Internet are geography-independent and can be ‘linearized’ Information Landscape: Provider Geography, Content, Agency, Form ESIP AQ Cluster, rhusar@me.wustl.edu

  5. Public Scientist Manager Manager Scientist Manager Manager Policy Policy Policy Policy Policy Policy Public Public Scientist Manager Scientist Manager Scientist Manager Public Public Scientist Public Public Manager Scientist Internet Public Public Policy Policy Policy Policy Policy Public Public Scientist Policy Scientist Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Manager other Policy Policy Policy Policy Policy Policy EPA EPA EPA EPA EPA EPA Policy Policy Policy Policy Policy Stakeholder | Agency | Form Stakeholder | Agency | Form NOAA NOAA NOAA NOAA NOAA NOAA Policy Public Public Public Public Public Public Scientist Policy Policy EPA EPA NASA NASA NASA NASA NASA NASA Manager Manager Manager Manager Manager Manager NOAA NOAA • Users includes policy makers, the public Public Public Other Other Other Other Other Other • Users includes policy makers, the public, AQ managers • Users includes policy makers Scientist Scientist Scientist Scientist Scientist Scientist and scientist NASA NASA Manager Manager • Users are affiliated with multiple agencies: EPA, NOAA, NASA, as well as others Other Other Scientist Scientist • Furthermore, users need various types of information provided in multiple formats • Users are distributed geographically • Since the users are also on the Internet, their geographic location is irrelevant Information Landscape: UsersTypes, Agency, Info Needs ESIP AQ Cluster, rhusar@me.wustl.edu

  6. Uniform Access Data Processing Web Service Chain Info Products Reports, Websites Users Providers SciFlo Public EPA AIRNow Forecasting NASA DAACs DataFed EPA R&D Model Compliance Manager Sci. Reports Scientist Custom Processing others Other other • The info system transforms the data into info products for each user • In the first stage the heterogeneous data are prepared for uniform access • The second stage performs filtering, aggregation, fusion and other operations • The third stage prepares and delivers the needed info products Information Landscape: Info System Data Access, Processing and Products ESIP AQ Cluster, rhusar@me.wustl.edu

  7. Data Acquisition and Usage Activities Data Usage Data Acquisition • The acquisition and the usage parts are linked through the repository • The acquisition activates are sequential, firmly linked procedures • The data usage activities are more iterative, dynamic procedures • The usage can be enhanced by data and tools from the Federation ESIP AQ Cluster, rhusar@me.wustl.edu

  8. Data: Emission, Surface Satellite, Model Single Datasets Reports • Distributed data access ………………………………………………………………………………………………………………………………………… • All of processing, analysis and synthesis must be done by people • Resulting in reports and other data-derived products ……………… Current Delivery and Integration Systems ESIP AQ Cluster, rhusar@me.wustl.edu

  9. NASA IDEA FS FireInv EPANEISGEI Data Providers Distributed Access, User-specific Uniform Access Data Processing Filtering, Aggregation, Fusion Info Products Reports, Websites NASAGloModel SciFlo EPAAIRNow EPA-AQSDataMart NASADAACs AQ Forecasting NOAAForecast Web Service Composition EPAAQModel DataFed NASA Missions AQ Compliance EPA NEI RPOVIEWS NOAAASOS NOAA GASP NOAAWeaMod Network Assess. Custom Processing Status &Trends Standard • Stuff goes here ………….…………………………………………………………………………………………………………………………………………………… • Stuff goes here ………………………………………………………………………………………………………………………………………………………………. • Stuff goes here ……….………………………………………………………………………………………………………………………………………………………. • Stuff goes here …….…………………………………………………………………………………………………………………………………………………………. Future Integrated AQ information System (Draft for Feedback) ESIP AQ Cluster, rhusar@me.wustl.edu

  10. Satellite Satellite NASA IDEA Internet Emission Emission Emission Emission FS FireInv EPA NEISGEI Model NASA IDEA Emission Emission Emission Emission Ambient Ambient EPA AIRNow FS FireInv Ambient EPANEISGEI NOAA Forecast EPA-AQS DataMart NASAGloModel Model NASA DAACs Ambient Ambient Ambient Satellite Satellite EPAAIRNow EPAAIRNow EPA AQModel EPA-AQSAIRS EPA-AQSAIRS NOAA WeaMod EPA NEI NASADAACs Model Model Ambient Ambient Ambient RPO VIEWS Emission Emission Emission Emission NOAAForecast NOAA GASP EPAAQModel Content | Agency | Form Content | Agency | Form NOAA ASOS Ambient Ambient Ambient Satellite Satellite Satellite Satellite NASA Missions Emission Emission EPA EPA NASA Mission EPA NEI RPOVIEWS Ambient Ambient NOAA NOAA State/Local Emission Emission Emission Emission Emission NASADAACs Satellite Satellite NOAAASOS NASA NASA NOAA GASP NOAAWeaMod Model Model Other Other State/LocalEmission • Data are distributed geographically by autonomous providers • Data includes emissions, ambient data, satellite data and model output • Data includes emissions, ambient data, satellite data • Data includes emissions, ambient data, • Data includes emissions Content | Agency | Form Content | Agency | Form Content | Agency | Form Content | Agency | Form Content | Agency | Form Content | Agency | Form • Data are provided by multiple agencies: EPA, NOAA, NASA, as well as others • Furthermore, data are provided in varied formats and access protocols (plugs) Emission Emission Emission Emission Emission Emission EPA EPA EPA EPA EPA EPA Ambient Ambient Ambient Ambient Ambient Ambient NOAA NOAA NOAA NOAA NOAA NOAA • Since the data are Internet-accessible, their geographic location is irrelevant Satellite Satellite Satellite Satellite Satellite Satellite NASA NASA NASA NASA NASA NASA Model Model Model Model Model Model Other Other Other Other Other Other Current AQ Information System ESIP AQ Cluster, rhusar@me.wustl.edu

  11. Internet Public Scientist Manager Manager Scientist Manager Manager Policy Policy Policy Policy Policy Policy Public Public Scientist Manager Scientist Manager Scientist Manager Public Public Scientist Public Public Manager Scientist Public Public Policy Policy Policy Policy Policy Public Scientist Public Scientist Policy Scientist Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Manager Policy Policy Policy Policy Policy Policy Policy Policy EPA EPA EPA EPA EPA EPA EPA EPA Policy Policy Policy Policy Policy NOAA NOAA NOAA NOAA NOAA NOAA NOAA NOAA Policy Public Public Public Public Public Public Public Public NASA NASA NASA NASA NASA NASA NASA NASA • Users are distributed geographically Manager Manager Manager Manager Manager Manager Manager Manager • Users includes policy makers, the public Other Other Other Other Other Other Other Other • Users includes policy makers, the public, AQ managers • Users includes policy makers Scientist Scientist Scientist Scientist Scientist Scientist Scientist Scientist and scientist • Users are affiliated with multiple agencies: EPA, NOAA, NASA, as well as others • Furthermore, users need various types of information provided in multiple formats • Since the users are also on the Internet, their geographic location is irrelevant Stakeholder | Agency | Form Policy EPA NOAA Public NASA Manager Other Scientist Current AQ Information System ESIP AQ Cluster, rhusar@me.wustl.edu

  12. Federated Resources Data, Services, Tools Data,Tool Data,Tool User 1 User 2 • Users have access only to their own private resources • Some resources are computer-accessible and can be shared Other Feds, Portals • Other Federations and Portals can also be shared Users Users • Shared resources can become part of the federation • The Federation aids resource (re)use • Users have private and federated resources pool to work with User-Centered View • Providers gain a larger market to distribute their data • The entire community benefits from a more effective and efficient information system ESIP AQ Cluster, rhusar@me.wustl.edu

  13. Explore Data Info Needs Federate Data Understand Providers Viewers Emission Surface Satellite Model Single Datasets Reports Slice & Dice Programs AQ Compliance Nowcast/Forecast Status & Trends Find Data Gaps ID New Problems ……… Wrappers Structuring Integrate What? When? Where? • The info system infrastructure needs to facilitate the creation of info products • Providers supply the ‘raw material’ (data and models) for ‘refined’ info products • The challenge is to design a general supportive infrastructure Data Providers Data Users Non-intrusive Linking & Mediation • Simply connecting the relevant provides and users for each info product is messy • Structuring the heterogeneous data into where-when-what ‘cubes’ simplifies the mess • The ‘cubed’ data can be accessed and explored by slicing-dicing tools • More elaborate data integration and fusion can be done by web service chaining • This infrastructure support for IDAQ can be provided by the ESIP Federation Integrated Data System for Air Quality-IDAQ ESIP AQ Cluster, rhusar@me.wustl.edu ESIP AQ Cluster 050510 Draft rhusar@me.wustl.edu

  14. Current Air Quality Information ‘Ecosystem’ (Draft for Feedback) AQ information includes emissions, ambient & satellite data and model outputs The distributed data are produced and provided by agencies, mostly through portals Providers have different access protocols, formats, and information usage conditions This lack of interoperability causes the under-utilization of the rich data resources ESIP AQ Cluster, rhusar@me.wustl.edu

  15. New Information System Capabilities • Evolvable Technical Infrastructure • Seamless Data Access • Interactive Data Analysis • Interoperable Information Services • Responsive Information Delivery • Verifiable Information Quality • Scalable Analysis Portals • Community Modeling Frameworks • Assisted Data & Service Discovery • Assisted Knowledge Building ESIP AQ Cluster, rhusar@me.wustl.edu

  16. ESIP AQ Cluster, rhusar@me.wustl.edu

  17. ESIP AQ Cluster, rhusar@me.wustl.edu

  18. WET VERY DRY DRY WET WET DRY DRY VERY WET COLD WARM COLD Enable AQ Management Through IT Interactive Dissemination Calibration, Transformation To Characterized Geophysical Parameters Interaction Between Modeling/Forecasting and Observation Systems Petabytes 1015 Predictions Terabytes 1012 Multi-platform, multi-parameter, high spatial and temporal resolution, remote & in-situ sensing Gigabytes 109 Megabytes 106 Data Processing Information Synthesis & Analysis Advanced Sensors Access to Knowledge ESIP AQ Cluster, rhusar@me.wustl.edu

  19. Information Value Creation System Data Source Emissions Surface AQ Obs. Satellite Transport/Meteor Whatever Whatever Data Used Emissions Surface AQ Obs. Satellite Transport/Meteor Whatever Whatever Data Used Emissions Surface AQ Obs. Satellite Transport/Meteor Whatever Whatever ‘Actionable’ AQ Compliance Source Contrib. Forecast Status & Trends Data Gaps ID New Problems Actions Change Behavior Emission Control Conduct Research Set/Adopt Policy Develop Sensors Adopt Network Info Form Informing Knowledge Productive Knowledge Action Info Value Data Information Organizing Grouping Classifying Formatting Displaying Analyzing Separating Evaluating Interpreting Synthesizing Judging Options Quality Advantages Disadvantages Deciding Matching goals Compromising Bargaining Deciding Transform. Processes Data Processor ……. …… ……. …. ……………… …….. Data Analyst Data Analyst Modeler Data Integrator Process Scientist Sensor Analyst AQ Assessor Public Media Advisory Committee Sci. Workgroup Policy Analyst Network Analyst Sensor Sensor Decision Maker Public Env.Manager Scientist Policy Maker Network Designer Sensor Developer Who ESIP AQ Cluster, rhusar@me.wustl.edu

  20. Petabyte 1015 Terabyte 1012 Gigabyte 109 Megabyte 106 Informing Knowledge Productive Knowledge Action Data Information Information Value Creation System Quantity Quality ESIP AQ Cluster, rhusar@me.wustl.edu

  21. Information Value Creation System Data Source Emissions Surface AQ Obs. Satellite Transport/Meteor Whatever Whatever Data Used Emissions Surface AQ Obs. Satellite Transport/Meteor Whatever Whatever Data Used Emissions Surface AQ Obs. Satellite Transport/Meteor Whatever Whatever ‘Actionable’ AQ Compliance Source Contrib. Forecast Status & Trends Data Gaps ID New Problems Actions Change Behavior Emission Control Conduct Research Set/Adopt Policy Develop Sensors Adopt Network Info Form Petabyte 1015 Terabyte 1012 Gigabyte 109 Megabyte 106 Informing Knowledge Productive Knowledge Action Info Value Data Information Organizing Grouping Classifying Formatting Displaying Analyzing Separating Evaluating Interpreting Synthesizing Judging Options Quality Advantages Disadvantages Deciding Matching goals Compromising Bargaining Deciding Transform. Process Data Processor ……. …… ……. …. ……………… …….. Data Analyst Data Analyst Modeler Data Integrator Process Scientist Sensor Analyst AQ Assessor Public Media Advisory Committee Sci. Workgroup Policy Analyst Network Analyst Sensor Sensor Decision Maker Public Env.Manager Scientist Policy Maker Network Designer Sensor Developer Participants ESIP AQ Cluster, rhusar@me.wustl.edu

  22. Data Sources by Content Emissions Surf.AQ Satellite Models NEI DataMart DAACs AQModel NEISGEI AIRNow IDEA Forecast NEI VIEWS Missions WeaModel FireInv ASOS GASP GloModel ESIP AQ Cluster, rhusar@me.wustl.edu

  23. Future Integrated AQ information System (Draft for Feedback) Data Federation Distributed, Virtual, Uniform Data Processing Filtering, Aggregation, Fusion Info ProductsReports, Websites NEI DAACs AQ Forecasting NEISGEI IDEA Data are maintained by custodians and exposed through ‘portals’ Mediators uniformly ‘wrap’ data and provide processing services Analysts program the services to create application-specific products Responsibility is shared among data providers and mediator/ integrators ESIPFed can provide the infrastructure and tools for the AQ info system Emission Missions AQ Compliance FireInv GASP DataMart AQMod Network Assess. AIRNow Forecast Status and Trends VIEWS WeaMod Mediators ASOS GloMod ESIP AQ Cluster, rhusar@me.wustl.edu

  24. Enable AQ Management Through IT Advanced Sensors Data Processing & Analysis Access to Knowledge Information Synthesis ESIP AQ Cluster, rhusar@me.wustl.edu

  25. Data Acquisition and Usage Activities • The data life cycle consists of the acquisition and usage activities • The acquisition activates are single-track, firm procedures • The data usage activities are multi-track, dynamic procedures • The Infosystem for usage assumes the existence of validated data Data Acquisition Data Usage ESIP AQ Cluster, rhusar@me.wustl.edu

  26. Single Datasets Current Delivery and Integration Systems Data: Emission, Surface Satellite, Model Reports ESIP AQ Cluster, rhusar@me.wustl.edu

  27. NASA IDEA FS FireInv EPANEISGEI NASAGloModel EPAAIRNow EPA-AQSDataMart NASADAACs NOAAForecast EPAAQModel NASA Missions EPA NEI RPOVIEWS NOAAASOS NOAA GASP NOAAWeaMod Future Integrated AQ information System (Draft for Feedback) Data Providers Distributed Access, User-specific Uniform Access Data Processing Filtering, Aggregation, Fusion Info Products Reports, Websites SciFlo AQ Forecasting Web Service Composition DataFed AQ Compliance Network Assess. Custom Processing Status &Trends Standard • Stuff goes here ………….…………………………………………………………………………………………………………………………………………………… • Stuff goes here ………………………………………………………………………………………………………………………………………………………………. • Stuff goes here ……….………………………………………………………………………………………………………………………………………………………. • Stuff goes here …….…………………………………………………………………………………………………………………………………………………………. ESIP AQ Cluster, rhusar@me.wustl.edu

  28. Users have private and federated resources pool to work with Some resources are computer-accessible and can be shared Data,Tool Data,Tool User 1 User 2 Other Feds, Portals Federated Resources Data, Services, Tools Users Users Shared resources can become part of the federation The Federation aids resource (re)use User-Centered View Users have access only to their own private resources Other Federations and Portals can also be shared ESIP AQ Cluster, rhusar@me.wustl.edu

  29. Explore Data Info Needs Federate Data Understand Providers Viewers Emission Surface Satellite Model Single Datasets Reports Slice & Dice Programs AQ Compliance Nowcast/Forecast Status & Trends Find Data Gaps ID New Problems ……… Wrappers Structuring Integrate What? Networking Reuse When? Where? Data Providers Data Users Non-intrusive Linking & Mediation Federated Air Quality Data System -Draft Text 1 Text 2 Run and click PPT Slideshow to see chart animations ESIP AQ Cluster, rhusar@me.wustl.edu ESIP AQ Cluster 050510 Draft rhusar@me.wustl.edu

  30. NASA IDEA FS FireInv EPA NEISGEI NASA GloModel EPA AIRNow EPA-AQS DataMart NOAA Forecast Content | Agency | Form EPA AQModel Emission EPA NASA Missions NOAA ASOS EPA NEI RPO VIEWS Ambient NOAA Satellite NOAA GASP NASA NOAA WeaMod State/Local Emission Model Other Current AQ Data Provides NASA DAACs • Data includes emissions, surface data, satellite data and models • It is distributed geographically and providing agencies • Data sets are added and and removed by their autonomous providers • Data integration is hampered by incompatible form and access protocols ESIP AQ Cluster, rhusar@me.wustl.edu

  31. NASA IDEA FS FireInv EPANEISGEI Current AQ Data Distributed Access, User-specific Data FederationUniform Access, Content Focus Data Processing Filtering, Aggregation, Fusion Info Products Reports, Websites NASAGloModel NEI DAACs EPAAIRNow EPA-AQSDataMart NASADAACs NEISGEI IDEA AQ Forecasting NOAAForecast Emission Missions EPAAQModel NASA Missions FireInv GASP AQ Compliance EPA NEI RPOVIEWS DataMart AQMod NOAAASOS NOAA GASP NOAAWeaMod Network Assess. AIRNow Forecast VIEWS WeaMod Status and Trends ASOS GloMod Mediator Web Services • Stuff goes here ………….…………………………………………………………………………………………………………………………………………………… • Stuff goes here ………………………………………………………………………………………………………………………………………………………………. • Stuff goes here ……….………………………………………………………………………………………………………………………………………………………. • Stuff goes here …….…………………………………………………………………………………………………………………………………………………………. Future Integrated AQ information System (Draft for Feedback) ESIP AQ Cluster, rhusar@me.wustl.edu

  32. Market Drivers for the Further-processed food Industry ESIP AQ Cluster, rhusar@me.wustl.edu

  33. Public EPAAIRNow EPA-AQSAIRS NASADAACs Manager Current AQ Information System Scientist Federation • Since the users are also on the Internet, their geographic location is irrelevant ESIP AQ Cluster, rhusar@me.wustl.edu

  34. Public Scientist Policy Policy Policy Policy Policy Scientist Manager Scientist Manager Manager Manager Manager Manager Scientist Scientist Public Public Public Scientist Public Public Public Public Public Policy Policy Policy Policy Policy Policy Scientist Manager Manager Scientist Scientist Policy Manager Policy Policy Policy Policy Policy Public • Users are distributed geographically • Users includes policy makers, the public • Users includes policy makers, the public, AQ managers • Users includes policy makers and scientist Public Policy • Users are affiliated with multiple agencies: EPA, NOAA, NASA, as well as others Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Policy Policy Policy Policy Policy Policy Policy Policy EPA EPA EPA EPA EPA EPA EPA EPA NOAA NOAA NOAA NOAA NOAA NOAA NOAA NOAA Public Public Public Public Public Public Public Public NASA NASA NASA NASA NASA NASA NASA NASA Manager Manager Manager Manager Manager Manager Manager Manager Other Other Other Other Other Other Other Other Scientist Scientist Scientist Scientist Scientist Scientist Scientist Scientist Current AQ Information System Scientist • Furthermore, users access data in varied formats and access protocols • Since the users are also on the Internet, their geographic location is irrelevant ESIP AQ Cluster, rhusar@me.wustl.edu

  35. Satellite Satellite NASA IDEA Emission Emission Emission Emission FS FireInv EPA NEISGEI Model NASA IDEA NASA IDEA Emission Emission Emission Emission Ambient Ambient EPA AIRNow FS FireInv FS FireInv Ambient EPANEISGEI EPANEISGEI NOAA Forecast EPA-AQS DataMart NASAGloModel NASAGloModel Model NASA DAACs Ambient Ambient Ambient Satellite Satellite EPAAIRNow EPAAIRNow EPAAIRNow EPA AQModel EPA-AQSAIRS EPA-AQSAIRS EPA-AQSAIRS NOAA WeaMod EPA NEI NASADAACs NASADAACs Model Model Ambient Ambient Ambient RPO VIEWS Emission Emission Emission Emission NOAAForecast NOAAForecast NOAA GASP EPAAQModel EPAAQModel NOAA ASOS Ambient Ambient Ambient Satellite Satellite Satellite Satellite NASA Missions NASA Missions NASA Mission EPA NEI EPA NEI RPOVIEWS RPOVIEWS State/Local Emission Emission Emission Emission Emission NASADAACs NOAAASOS NOAAASOS NOAA GASP NOAA GASP NOAAWeaMod NOAAWeaMod State/LocalEmission State/LocalEmission • Data are distributed geographically by autonomous providers • Data includes emissions, ambient data, • Data includes emissions • Data includes emissions, ambient data, satellite data and model output • Data includes emissions, ambient data, satellite data Content | Agency | Form Content | Agency | Form Content | Agency | Form Content | Agency | Form Content | Agency | Form Content | Agency | Form Content | Agency | Form Content | Agency | Form • Data are provided by multiple agencies: EPA, NOAA, NASA, as well as others Emission Emission Emission Emission Emission Emission Emission Emission EPA EPA EPA EPA EPA EPA EPA EPA • Furthermore, data are provided in varied formats and access protocols (plugs) Ambient Ambient Ambient Ambient Ambient Ambient Ambient Ambient NOAA NOAA NOAA NOAA NOAA NOAA NOAA NOAA • Since the data are Internet-accessible, their geographic location is irrelevant Satellite Satellite Satellite Satellite Satellite Satellite Satellite Satellite NASA NASA NASA NASA NASA NASA NASA NASA Model Model Model Model Model Model Model Model Other Other Other Other Other Other Other Other Current AQ Information System ESIP AQ Cluster, rhusar@me.wustl.edu

  36. Public Scientist Policy Policy Policy Policy Policy Scientist Manager Scientist Manager Manager Manager Manager Manager Scientist Scientist Public Public Public Scientist Public Public Public Public Public Policy Policy Policy Policy Policy Policy Scientist Scientist Manager Manager Scientist Scientist Policy Manager Policy Policy Policy Policy Policy Public • Users are distributed geographically • Users includes policy makers • Users includes policy makers, the public • Users includes policy makers, the public, AQ managers and scientist Public Policy • Users are affiliated with multiple agencies: EPA, NOAA, NASA, as well as others • Furthermore, users access data in varied formats and access protocols • Since the users are also on the Internet, their geographic location is irrelevant Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Policy Policy Policy Policy Policy Policy Policy Policy EPA EPA EPA EPA EPA EPA EPA EPA NOAA NOAA NOAA NOAA NOAA NOAA NOAA NOAA Public Public Public Public Public Public Public Public NASA NASA NASA NASA NASA NASA NASA NASA Manager Manager Manager Manager Manager Manager Manager Manager Other Other Other Other Other Other Other Other Scientist Scientist Scientist Scientist Scientist Scientist Scientist Scientist Current AQ Information System ESIP AQ Cluster, rhusar@me.wustl.edu

  37. Satellite NASA IDEA Satellite Emission FS FireInv EPA NEISGEI NASA IDEA Emission Emission Model FS FireInv EPANEISGEI Emission Ambient EPA AIRNow Emission Emission NASAGloModel Ambient Ambient NOAA Forecast EPA-AQS DataMart Model NASA DAACs EPAAIRNow Ambient Satellite EPA-AQSDataMart Ambient Ambient NASADAACs Satellite EPA AQModel NOAA WeaMod NOAAForecast Content | Agency | Form EPA NEI Model Model EPAAQModel Ambient RPO VIEWS Emission Ambient Ambient Emission EPA NASA Missions Emission Emission EPA NEI NOAA GASP RPOVIEWS Ambient NOAA NOAA ASOS Ambient Satellite NOAAASOS Satellite Ambient Ambient Satellite Satellite NOAA GASP NASA Mission Satellite NASA NOAAWeaMod State/LocalEmission Model Other State/Local Emission Emission Emission Emission Emission Emission Content | Agency | Form Content | Agency | Form Content | Agency | Form Content | Agency | Form Content | Agency | Form Content | Agency | Form Emission Emission Emission Emission Emission Emission EPA EPA EPA EPA EPA EPA • Data are distributed geographically and accessible through the internet Ambient Ambient Ambient Ambient Ambient Ambient NOAA NOAA NOAA NOAA NOAA NOAA • Data includes emissions • Data includes emissions, ambient data, satellite data and model output • Data includes emissions, ambient data, • Data includes emissions, ambient data, satellite data Satellite Satellite Satellite Satellite Satellite Satellite Emission NASA NASA NASA NASA NASA NASA • Data are provided by multiple agencies: EPA, NOAA, NASA, as well as others Model Model Model Model Model Model Other Other Other Other Other Other • Furthermore, data are provided in varied formats and access protocols (plugs) • All data providers are autonomous, however some are linked Emission Current AQ Data Provides ESIP AQ Cluster, rhusar@me.wustl.edu

  38. Internet Public Scientist Manager Manager Scientist Manager Manager Policy Policy Policy Policy Policy Policy Public Public Scientist Manager Scientist Manager Scientist Manager Public Public Scientist Public Public Manager Scientist Public Public Policy Policy Policy Policy Policy Public Scientist Public Scientist Policy Scientist Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Stakeholder | Agency | Form Manager Policy Policy Policy Policy Policy Policy Policy Policy EPA EPA EPA EPA EPA EPA EPA EPA Policy Policy Policy Policy Policy NOAA NOAA NOAA NOAA NOAA NOAA NOAA NOAA Policy Public Public Public Public Public Public Public Public NASA NASA NASA NASA NASA NASA NASA NASA • Users are distributed geographically Manager Manager Manager Manager Manager Manager Manager Manager • Users includes policy makers, the public Other Other Other Other Other Other Other Other • Users includes policy makers, the public, AQ managers • Users includes policy makers Scientist Scientist Scientist Scientist Scientist Scientist Scientist Scientist and scientist • Users are affiliated with multiple agencies: EPA, NOAA, NASA, as well as others • Furthermore, users need various types of information provided in multiple formats • Since the users are also on the Internet, their geographic location is irrelevant Stakeholder | Agency | Form Policy EPA NOAA Public NASA Manager Other Scientist Current AQ Information System ESIP AQ Cluster, rhusar@me.wustl.edu

  39. Providers Users Public AIRNow EPA AIRNow EPA-AQS AIRS Compliance Science Scientist Manager NASADAACs Processor Federation • AQ info systems provide end-to-end data-analysis support to projects/programs • In future systems part of the data resources can be shared for re-use • Through a Federation the data are homogenized into multi-dimensional cubes • Data processing and rendering can then be performed through standard web services • Each project/program can be augmented by data and services from the Federation AQ Information Systems: Current and Future Processor ESIP AQ Cluster, rhusar@me.wustl.edu

  40. Satellite Satellite NASA IDEA Internet Emission Emission Emission Emission FS FireInv EPA NEISGEI Model NASA IDEA Emission Emission Emission Emission Ambient Ambient EPA AIRNow FS FireInv Ambient EPANEISGEI NOAA Forecast EPA-AQS DataMart NASAGloModel Model NASA DAACs Ambient Ambient Ambient Satellite Satellite EPAAIRNow EPAAIRNow EPA AQModel EPA-AQSAIRS EPA-AQSAIRS NOAA WeaMod EPA NEI NASADAACs Model Model Ambient Ambient Ambient RPO VIEWS Emission Emission Emission Emission NOAAForecast NOAA GASP EPAAQModel Content | Agency | Form Content | Agency | Form NOAA ASOS Ambient Ambient Ambient Satellite Satellite Satellite Satellite NASA Missions Emission Emission EPA EPA NASA Mission EPA NEI RPOVIEWS Ambient Ambient NOAA NOAA State/Local Emission Emission Emission Emission Emission NASADAACs Satellite Satellite NOAAASOS NASA NASA NOAA GASP NOAAWeaMod Model Model Other Other State/LocalEmission • Data are distributed geographically by autonomous providers • Data includes emissions, ambient data, satellite data and model output • Data includes emissions, ambient data, satellite data • Data includes emissions, ambient data, • Data includes emissions Content | Agency | Form Content | Agency | Form Content | Agency | Form Content | Agency | Form Content | Agency | Form Content | Agency | Form • Data are provided by multiple agencies: EPA, NOAA, NASA, as well as others • Furthermore, data are provided in varied formats and access protocols (plugs) Emission Emission Emission Emission Emission Emission EPA EPA EPA EPA EPA EPA Ambient Ambient Ambient Ambient Ambient Ambient NOAA NOAA NOAA NOAA NOAA NOAA • Since the data are Internet-accessible, their geographic location is irrelevant Satellite Satellite Satellite Satellite Satellite Satellite NASA NASA NASA NASA NASA NASA Model Model Model Model Model Model Other Other Other Other Other Other Current AQ Information System ESIP AQ Cluster, rhusar@me.wustl.edu

  41. AQ Information Systems: Current and with DataFed Data Providers Info System Info Users AIRNow Public AIRNow Compliance AIRS Manager Science Scientist DAACs • Current info systems are project/program oriented and provide end-to-end solutions • Part of the data resources can be shared for re-usethrough DataFed • Through the Federation, the data are homogenized into multi-dimensional cubes • Data processing and rendering can then be performed through standard web services • Each project/program can be augmented by data and services from the Federation ESIP AQ Cluster, rhusar@me.wustl.edu

  42. Public AIRNow AIRNow Model Manager Compliance Scientist DAACs Science ESIP AQ Cluster, rhusar@me.wustl.edu

  43. ESIP AQ Cluster, rhusar@me.wustl.edu

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