feature tracking process analysis

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Feature Tracking Process Analysis 5th Annual CMAS Conference Friday Center October 16-18, 2006 http://ftpozone.sph.unc.edu Barron Henderson, William Vizuete, and Harvey Jeffries

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Feature Tracking Process Analysis. Barron Henderson, William Vizuete, and Harvey Jeffries. 5th Annual CMAS Conference Friday Center October 16-18, 2006 http://ftpozone.sph.unc.edu. Outline. History and Functionality Recent Enhancements Potential Applications. - PowerPoint PPT Presentation

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Page 1: Feature Tracking Process Analysis

Feature Tracking Process Analysis

5th Annual CMAS Conference

Friday Center

October 16-18, 2006

http://ftpozone.sph.unc.edu

Barron Henderson, William Vizuete, and Harvey Jeffries

Page 2: Feature Tracking Process Analysis

Outline

• History and Functionality• Recent Enhancements• Potential Applications

Page 3: Feature Tracking Process Analysis

Photochemical Grid Models: Explaining the Unexplainable

• As Oreskes (1994) and later Beck (2002) have demonstrated, atmospheric models are “open systems” that have “essentially unknowable” inputs

• Can have a wide variety of inputs– Generated by different groups– Minimum level of detail– Come from models with their own uncertainty

• Easily suffer from compensating errors– Getting the ‘right answer’ for the ‘wrong reasons’

• Model Performance Evaluations• Process Analysis

Page 4: Feature Tracking Process Analysis

Process Analysis Quantifies Model Processes

• 1994 - Jeffries, H. E., and Shawn Tonnesen. A Comparison of two Photochemical Reaction Mechanisms Using Mass Balance and Process Analysis. Atmospheric Environment 28 (18):2991-3003.

• In model algorithm:– Process Rates– Reaction Rates– Time-Step Averaged

• Post Processor– Extraction– Aggregation

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Page 5: Feature Tracking Process Analysis

UT/UNC Collaboration Adds Variable Mixing Height

• 2005 - Vizuete, William. Implementation of Process Analysis in a Three-Dimensional Air Quality Model, Chemical Engineering, University of Texas - Austin, Austin.– Time Variable Mixing Height– Convex Shapes

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Page 6: Feature Tracking Process Analysis

Outline

• History and Functionality

• Recent Enhancements• Potential Applications

Page 7: Feature Tracking Process Analysis

Enhancement 1: Converted Process Analysis to Python

• Python Based Process Analysis– Urban Airshed Model (UAM) File Interfaces – Spatial Aggregation– Entrain and Detrainment

• Increased Volume Shape Flexibility• Automated Mixing Height Identification

Page 8: Feature Tracking Process Analysis

Enhancement 2: Allow for Spatially Variable Mixing Height

cells

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Page 9: Feature Tracking Process Analysis

Enhancement 3: Enable Focus Volume to Follow Ozone Peak

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Page 10: Feature Tracking Process Analysis

Enhancements Require New Algorithms for En(De)trainment

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• Vertical– Simultaneous

Entrainment and Detrainment

• Horizontal– Simultaneous

Entrainment and Detrainment

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Page 11: Feature Tracking Process Analysis

Outline

• History and Functionality• Recent Enhancements

• Potential Applications

Page 12: Feature Tracking Process Analysis

Potential Applications

• Features of Interest– Concentration Peaks– Chemical Plumes– Impacts of Mega-cities on surroundings– Transcontinental Chemical Transport– Wildfires– Airplane Observations– Any Moving Feature!

• Moving Process Analysis allows us to quantify transported and local processes and their interactions

Page 13: Feature Tracking Process Analysis

Acknowledgments

• Funding From:– 8 Hour Ozone Coalition– HARC H60 “Regional Transport Modeling for East Texas” -

Jay Olaguer, Project Officer

• Thanks to:– Jim Smith and TCEQ for providing CAMx ready files– Dr. Kimura at UT for his work on the previous versions of

Process Analysis– Dr. Byeong-Uk Kim at Georgia Dept. of Natural Resources– The rest of the UNC MAQ Lab Group

Page 14: Feature Tracking Process Analysis

Questions?11

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http://ftpozone.sph.unc.edu/