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Report, June 2002   Evaluation of the ASOS Light Scattering Network   Submitted by Rudolf B. Husar Center for Air Pollution Impact and Trend Analysis   Submitted to  James F. Meagher NOAA Aeronomy Laboratory R/AL Boulder Colorado
The ASOS Visibility Sensor ,[object Object]
ASOS Stations from FAA, NWS and Archived at NCDC ,[object Object],[object Object],[object Object]
Duplicate Sensors: Good Sites ,[object Object],[object Object],Dallas-FW, TX San Diego, CA Erie, PA Houston, TX
Duplicate Sensors: Mediocre Sites ,[object Object],[object Object],Tulsa, OK Atlanta, GA
Duplicate Sensors: Poor Sites ,[object Object],[object Object],Albuquerque, NM Albuquerque, NM Duluth, MN
Three Sensor Comparison ,[object Object],[object Object],[object Object],[object Object],[object Object],Cleveland, OH Hartford, CT
Three Sensor Comparison New York JFK New York La Guardia
ASOS Bext Threshold: 0.05 km(-1) ,[object Object],[object Object],[object Object],[object Object]
Sensor
Evidence of ASOS Data Problems ,[object Object],The ASOS data for Temperature and Dewpoint appear to be erratic for some stations The problems include constant values, spikes and rapid step changes.
Typical Diurnal Pattern of Bext, Temperature and Dewpoint ,[object Object],[object Object],[object Object],Macon, GA, Jul 24, 2000
Diurnal Cycle of Relative Humidity and Bext  ,[object Object],[object Object],Relative Humidity Bext
Adopted RH Correction Curve   (To be validated for different locations/seasons)   ,[object Object],[object Object],[object Object],[object Object],RH is calculated from   T –  Temperature, deg C and  D –  Dewpoint, deg C RH = 100*((112-(0.1*T)+D)/(112+(0.9*T))) 8
Seasonal Average Diurnal Bext Pattern ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Location of ASOS and Nearby Hourly PM2.5 Sites ,[object Object],[object Object],[object Object]
ASOS-Hourly PM2.5 Islip Long Island, NY
Combinations of ASOS with Other Data ,[object Object],[object Object],[object Object]
July 2020 Quebec Smoke Event  ,[object Object],–   ,[object Object],[object Object]
GLAS Satellite Lidar   ( Geoscience  Laser Altimeter System)   First satellite lidar for continuous global observations of Earth California Fires, Oct 7, 2003
Data Fusion: ASOS Bext, SeaWiFS, TOMS
Smoke Pattern: Fusion of Elevation and Reflectance
Model-Data Smoke
Idaho Smoke and PM2.5
SeaWiFS AOT and PM2.5
Asian Dust Cloud over N. America On April 27, the dust cloud rolled into North America. The regional average PM10 increased to 65   g/m 3 In Washington State, PM10 exceeded 100   g/m 3 Reg. Avg. PM10 100   g/m 3 Hourly PM10
PM2.5 Station Sampling Zones ,[object Object],[object Object],[object Object],[object Object]
Census Tract Population ,[object Object],[object Object],[object Object]
Surrogate Aided Interpolation Fine Mass Concentrations 1/r2 Interpolation Extinction Coefficient 1/r2 Interpolation Fine Mass Bext 1/r2 Interpolation Bext Aided FM =  Fine Mass  Bext x Bext 1991-1995 Summer 1991-1995 Summer 1991-1995 Summer 1991-1995 Summer
Estimated Ozone  Concentrations , 1991-1995
Barrier Aided Estimation ,[object Object],[object Object],Pollutants are “trapped” in valleys while mountain tops have low pollutant concentrations
PM10 in California Without Barriers With Barriers AIRS PM10 data (1994-1996) Sierra Nevada Mountains are clearly visible with  barrier aided estimation
[object Object],[object Object],[object Object],[object Object],F ast  A erosol  S ensing  T ools for  N atural  E vent  T racking  FASTNET Project Synopsis Haze levels should be reduced to the ‘natural conditions’ by 2064. The space, time, composition features of natural aerosols are not known This long-term project goal is to better characterize the natural haze conditions Focus is on detailed analysis of major natural events, e.g. forest fires and windblown dust FASTNET is primarily a tools development project for data access, archiving and anlysis  This, first year pilot project focuses on demonstrating the feasibility and utility of FASTNET
 
Real-Time Aerosol Watch  (RAW) RAW is an open  communal facility to study non-industrial (e.g. dust and smoke) aerosol events , including detection, tracking and impact on PM and haze.  RAW output will be directly applicable, to  public health protection, Regional Haze rule, SIP and model development  as well as toward stimulating the scientific community.  The main asset of RAW is the  community of data analysts, modelers, managers  and others participating in the production of actionable knowledge from observations, models and human reasoning The RAW community will be supported by a networking infrastructure based on open Internet standards (web services) and a set of web-tools evolving under the umbrella of  Fast Aerosol Sensing Tools for Natural Event Tracking (FASTNET) . Initially, FASTNET is composed of the  Community Website   for open community interaction, the  Analysts Console  for diverse data access and the  Managers Console  for AQ management decision support.
Data Federation Concept and the FASNET Network Schematic representation of data sharing in a federated information system. Based on the premise that providers expose part of their data (green) to others Schematics of the value-adding network proposed for FASTNET Components embedded in the federated value network
Information ‘Refinery’ Value Chain  (Taylor, 1975) Organizing Grouping Classifying Formatting Displaying Analyzing Separating Evaluating Interpreting Synthesizing   Judging  Options  Quality Advantages Disadvantages Deciding  Matching goals, Compromising Bargaining  Deciding e.g. CIRA VIEWS e.g. Langley IDEA RAW System e.g. WG Summary Rpt e.g. RPO Manager Informing Knowledge Action Productive Knowledge Information Data
Interactive Virtual Workgroup Websites July 2002 Quebec Smoke
Air Quality Analysts Console, AQAC Implemented using Distributed Voyager Technologies AQAC is a set of web-pages for one-stop access to current PM monitoring data It taps into the on-line data services of EPA and RPOs, NASA, and NOAA and other providers AQAC the emphasizes timeliness and inclusiveness with some data integration  Provides tools for dynamic data connections, space-time overlays and some analysis  AQAC is implemented using the CAPITA  Distributed Voyager  infrastructure and tools.
Real-time PM Monitoring Console Example Views – Selected from Dozens of spatial, temporal, height cross-sections wind direction back trajectories temperature NAAPS model PM/Bext time series Bext contours PM2.5 contours web cam satellite image
Air Quality Managers Console, ACMC  (STI, Prototype)  ,[object Object],[object Object],[object Object],[object Object],[object Object]
Data Analysis and Decision Support   Retrospective Anal. Months-years Now Analysis Days Predictive Analysis Days-years Data Sources & Types All the Real-Time data + NPS IMPROVE Aer. Chem. EPA Speciation EPA PM10/PM2.5 EPA CMAQ Full Chem. Model EPA PM2.5Mass NWS ASOS Visibility, WEBCAMs NASA MODIS, GOES, TOMS, MPL NOAA Fire, Weather & Wind  NAAPS MODEL Simulation NAAPS MODEL Forecast NOAA/EPA CMAQ? Data Analysis Tools & Methods Full chemical model simulation Diagnostic & inverse modeling Chemical source apportionment Multiple event statistics Spatio-temporal overlays Multi-sensory data integration Back & forward trajectories, CATT Pattern analysis  Emission and met. forecasts Full chemical model Data assimilation Parcel tagging, tracking Communication Collab. & Coord. Methods Tech Reports for reg. support Peer reviewed scientific papers  Science-AQ mgmt. interaction Reconciliation of perspectives Analyst and managers consoles Open, inclusive communication Data assimilation methods Community data & idea sharing Open, public forecasts Model-data comparison Modeler-data analyst comm. Analysis Products Quantitative natural aer. concr. Natural source attribution Comparison to manmade aer. Current Aerosol Pattern Evolving Event Summary Causality (dust, smoke, sulfate) Future natural emissions Simulated conc. pattern Future location of high conc. Decision Support Jurisdiction: nat./manmade  State Implementation Plans, (SIP) PM/Haze Crit. Documents, Regs Jurisdiction: nat./manmade Triggers for management action Public information & decisions Statutory & policy changes Management action triggers Progress tracking

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2003-12-04 Evaluation of the ASOS Light Scattering Network

  • 1. Report, June 2002 Evaluation of the ASOS Light Scattering Network Submitted by Rudolf B. Husar Center for Air Pollution Impact and Trend Analysis Submitted to James F. Meagher NOAA Aeronomy Laboratory R/AL Boulder Colorado
  • 2.
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  • 6.
  • 7.
  • 8. Three Sensor Comparison New York JFK New York La Guardia
  • 9.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17. ASOS-Hourly PM2.5 Islip Long Island, NY
  • 18.
  • 19.
  • 20. GLAS Satellite Lidar ( Geoscience Laser Altimeter System) First satellite lidar for continuous global observations of Earth California Fires, Oct 7, 2003
  • 21. Data Fusion: ASOS Bext, SeaWiFS, TOMS
  • 22. Smoke Pattern: Fusion of Elevation and Reflectance
  • 26. Asian Dust Cloud over N. America On April 27, the dust cloud rolled into North America. The regional average PM10 increased to 65  g/m 3 In Washington State, PM10 exceeded 100  g/m 3 Reg. Avg. PM10 100  g/m 3 Hourly PM10
  • 27.
  • 28.
  • 29. Surrogate Aided Interpolation Fine Mass Concentrations 1/r2 Interpolation Extinction Coefficient 1/r2 Interpolation Fine Mass Bext 1/r2 Interpolation Bext Aided FM = Fine Mass Bext x Bext 1991-1995 Summer 1991-1995 Summer 1991-1995 Summer 1991-1995 Summer
  • 30. Estimated Ozone Concentrations , 1991-1995
  • 31.
  • 32. PM10 in California Without Barriers With Barriers AIRS PM10 data (1994-1996) Sierra Nevada Mountains are clearly visible with barrier aided estimation
  • 33.
  • 34.  
  • 35. Real-Time Aerosol Watch (RAW) RAW is an open communal facility to study non-industrial (e.g. dust and smoke) aerosol events , including detection, tracking and impact on PM and haze. RAW output will be directly applicable, to public health protection, Regional Haze rule, SIP and model development as well as toward stimulating the scientific community. The main asset of RAW is the community of data analysts, modelers, managers and others participating in the production of actionable knowledge from observations, models and human reasoning The RAW community will be supported by a networking infrastructure based on open Internet standards (web services) and a set of web-tools evolving under the umbrella of Fast Aerosol Sensing Tools for Natural Event Tracking (FASTNET) . Initially, FASTNET is composed of the Community Website for open community interaction, the Analysts Console for diverse data access and the Managers Console for AQ management decision support.
  • 36. Data Federation Concept and the FASNET Network Schematic representation of data sharing in a federated information system. Based on the premise that providers expose part of their data (green) to others Schematics of the value-adding network proposed for FASTNET Components embedded in the federated value network
  • 37. Information ‘Refinery’ Value Chain (Taylor, 1975) Organizing Grouping Classifying Formatting Displaying Analyzing Separating Evaluating Interpreting Synthesizing Judging Options Quality Advantages Disadvantages Deciding Matching goals, Compromising Bargaining Deciding e.g. CIRA VIEWS e.g. Langley IDEA RAW System e.g. WG Summary Rpt e.g. RPO Manager Informing Knowledge Action Productive Knowledge Information Data
  • 38. Interactive Virtual Workgroup Websites July 2002 Quebec Smoke
  • 39. Air Quality Analysts Console, AQAC Implemented using Distributed Voyager Technologies AQAC is a set of web-pages for one-stop access to current PM monitoring data It taps into the on-line data services of EPA and RPOs, NASA, and NOAA and other providers AQAC the emphasizes timeliness and inclusiveness with some data integration Provides tools for dynamic data connections, space-time overlays and some analysis AQAC is implemented using the CAPITA Distributed Voyager infrastructure and tools.
  • 40. Real-time PM Monitoring Console Example Views – Selected from Dozens of spatial, temporal, height cross-sections wind direction back trajectories temperature NAAPS model PM/Bext time series Bext contours PM2.5 contours web cam satellite image
  • 41.
  • 42. Data Analysis and Decision Support   Retrospective Anal. Months-years Now Analysis Days Predictive Analysis Days-years Data Sources & Types All the Real-Time data + NPS IMPROVE Aer. Chem. EPA Speciation EPA PM10/PM2.5 EPA CMAQ Full Chem. Model EPA PM2.5Mass NWS ASOS Visibility, WEBCAMs NASA MODIS, GOES, TOMS, MPL NOAA Fire, Weather & Wind NAAPS MODEL Simulation NAAPS MODEL Forecast NOAA/EPA CMAQ? Data Analysis Tools & Methods Full chemical model simulation Diagnostic & inverse modeling Chemical source apportionment Multiple event statistics Spatio-temporal overlays Multi-sensory data integration Back & forward trajectories, CATT Pattern analysis Emission and met. forecasts Full chemical model Data assimilation Parcel tagging, tracking Communication Collab. & Coord. Methods Tech Reports for reg. support Peer reviewed scientific papers Science-AQ mgmt. interaction Reconciliation of perspectives Analyst and managers consoles Open, inclusive communication Data assimilation methods Community data & idea sharing Open, public forecasts Model-data comparison Modeler-data analyst comm. Analysis Products Quantitative natural aer. concr. Natural source attribution Comparison to manmade aer. Current Aerosol Pattern Evolving Event Summary Causality (dust, smoke, sulfate) Future natural emissions Simulated conc. pattern Future location of high conc. Decision Support Jurisdiction: nat./manmade State Implementation Plans, (SIP) PM/Haze Crit. Documents, Regs Jurisdiction: nat./manmade Triggers for management action Public information & decisions Statutory & policy changes Management action triggers Progress tracking