Using Giovanni for Retrospective Analysis of Air Quality Events

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Using Giovanni for Retrospective Analysis of Air Quality Events

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... vast amounts of Earth science remote sensing and model ... How can I learn more about Air Quality Applications of NASA Earth Science data and Giovanni ? ... –

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Title: Using Giovanni for Retrospective Analysis of Air Quality Events


1
Using Giovanni for Retrospective Analysis of
Air Quality Events
Ana I. Prados, UMBC/JCET Ana.I.Prados_at_nasa.gov
2
What is Giovanni ?
  • Giovanni is a Web-based application developed by
    the NASA Goddard Earth Sciences Data and
    Information Services Center (GES DISC).
  • Giovanni provides a simple and easy way to
    explore, visualize, analyze, and access vast
    amounts of Earth science remote sensing and model
    data.
  • Giovanni is NOT a near real time tool (data
    generally available within 1-3 days)
  • http//giovanni.gsfc.nasa.gov/

3
Giovanni at your Finger Tips
  • Only a Web browser is
  • needed.
  • No need to learn data formats and programming.
  • No need to download large amounts of data.
  • Customized data and analyses can be obtained with
    only a few mouse clicks.

4
Giovanni Data
Giovanni Tools
5
Analysis of U.S Air Quality
6
Giovanni Air Quality Datasets
  • Particulate Air Quality (not NRT products)
  • PM2.5 station data - Acquired at DataFed from EPA
    AIRNow and then via WCS into Giovanni
  • MODIS TERRA and AQUA total and fine mode Aerosol
    Optical Depth (AOD)
  • MISR AOD
  • CALIOP Aerosol Feature Mask vertical curtain
    plots
  • OMI UV Aerosol Index
  • GOCART Model data AOD speciation (2x2.5 degree)
  • Trace Gases (not NRT products)
  • OMI NO2 Tropospheric column (0.25x0.25 degree)
  • AIRS CO and methane (profile data)

7
Giovanni Tools for Air Quality Applications
  • Temporal and geographical selection of data
    products - Lat/lon maps with overlay option, time
    series, and Hovmoller plots for customized
    visualization of air quality events
  • Combined surface monitor and satellite data -
    AOD/ PM2.5 scatter plots, correlation maps, time
    series and difference plots for analysis and
    source attribution of pollution events
  • Temporal Animation plots of air quality data
    products for examining long range transport of
    pollutants

8
  • Giovanni Air Quality Data Products

9
OMI Tropospheric NO2 Column
  • Sensitive in the Boundary layer
  • Qualitative agreement with high NOx regions (i.e
    urban areas)

June 22, 2007
October 25th, 2007
  • Note Slightly different product than KNMI NO2
  • Not a near real time product

10
MODIS Aerosol Optical Depth
  • At least two daily observations - Terra and Aqua
  • Sensitive to Boundary Layer Industrial, smoke
    dust aerosols
  • Well validated over land
  • Fine mode fraction

11
OMI UV Aerosol Index
  • Mostly sensitive to absorbing aerosols above the
    planetary boundary layer , i.e. smoke plumes and
    dust

12
Giovanni AIRNow PM2.5 Gridded Data
Giovanni PM2.5 Map (ug/m3)
  • Giovanni PM2.5 map Data from EPA AIRNow.

AIRNow PM2.5 Air Quality Index Map
Note Acquired by Giovanni from DataFed via WCS.
13
Cloud-Aerosol Lidar and Infra-Red Pathfinder
Satellite Observation (CALIPSO) 3D
Visualization of Air Pollution
  • CALIPSO has a lidar that provides information
    about the vertical distribution of particles
  • Useful in conjunction with column AOD
  • Spatial resolution (vertical) 30 60 m
  • Temporal resolution 16 days 20 50 km

14
Giovanni A-Train Obtaining CALIPSO KMZs for
3D-Visualization
15
Select A-Train Instance parameter(s)
16
Most Giovanni data sets available in KML (Google
Earth, and other tools)
Calipso in Giovanni Vertical Distribution of
Aerosols 3D-Vis
  • October 27th, 2007
  • OMI Aerosol Index in Background
  • Vertical Calipso Curtain Plot
  • Yellow aerosol flag
  • Blue cloud flag

17
NASA GOGART Model Particle Speciation
  • Global chemical transport model with gas phase
    and aerosol chemistry
  • Daily and Monthly data at 2x2.5 degree
    resolution
  • Giovanni allows colocation with satellite and
    EPA AIRNow data
  • Source attribution for pollution events

California and Southwestern US
Eastern US
Sea salt Organic Carbon Dust
Black carbon Sulfate
18
NASA GOCART Model Particle Speciation
Sulfate
Black Carbon
Organic Carbon
Dust
19
How do I acquire and generate the image
visualizations ?
20
Instance Page for Gridded data
Description
Spatial Selection
Some instances have vertical or wavelength
selection
Parameter Selection
Temporal Selection
Visualization Selection
20
21
Spatial Selection
Click and drag
Panning
Click to select a map layer
Zooming
21
22
Parameter Selection
22
23
Temporal Selection
The example shown is temporal selection for an
instance featuring 3-hourly data.
Dropdown menus for Date and Time selections.
  • Instances for monthly data have dropdown menu
    for Year and Month selections
  • Instances for daily data have dropdown menu for
    Year, Month, and Day selections.
  • Instances for hourly data have dropdown menu for
    Year, Month, Day, and Hour selections.

23
24
Visualization Selection
Click to select a Visualization (also referred to
as Analytical Function). Lat-Lon Map,
Time-averaged is the common default option.
Click to display the description of the selected
Visualization (Analytical Function).
24
25
Giovanni Results Page
  • Result navigation tabs
  • Home
  • Result List
  • Download Data
  • Data Product Lineage
  • Acknowledgment Policy
  • Images
  • Refine Constraints
  • Spatial selection
  • Temporal selection
  • Graphical preferences
  • Submit Refinements

25
26
Results Page Visualization result
Result Navigation Tabs
Download Data
Download Data
26
27
Results Page Downloading data
27
28
Results Page - Acknowledgment Policy
Acknowledging the use of Giovanni is very
important to us and to NASA. http//disc.sci.gsfc
.nasa.gov/giovanni/Giovanni_usage_guidelines.shtml

28
29
Examples of Giovanni capabilities for
retrospective analysis of US Air Quality
30
PM2.5, MODIS and OMI Views of California
FiresOctober 2007
OMI UV Aerosol Index
EPA AIRNow PM2.5(ug/m3)
Level-3 MODIS AOD
Oct. 24th
Oct. 25th
31
Aerosol Pollution over the Eastern US haze,
clouds or smoke ?
  • July 7th, 2006
  • MODIS Terra True Color imagery
  • Source MODIS Rapidfire

32
Giovanni can help Surface monitor and satellite
data July 7th, 2006
OMI Aerosol Index
AIRNow PM2.5
MODIS AOD
  • Moderate PM2.5
  • Smoke
  • OMI measures only absorbing aerosols (smoke or
    dust)

33
Satellite measurements are a total column, not
always correlated with PM2.5 !!!
Northeast US - Smoke above the PBL - Satellite
shows pollution but PM2.5 shows good air quality
34
Surface Monitor-Satellite ComparisonsJune 15-
July 15th, 2006
MODIS/PM2.5 correlation
MODIS/ PM2.5 time series
Satellite measurements are a total column --- not
necessarily correlated with PM2.5 concentrations
!!!
35
Aerosol Pollution on July 7th industrial
(sulfate) or smoke ?
  • GOCART Model
  • July 7th relatively high organic and black
    carbon over eastern US

Organic Carbon Black carbon Sulfate
36
Aerosol Pollution over the Eastern US GOCART
Model data via Giovanni
Sulfate
Organic Carbon Black carbon Sulfate
Organic Carbon
  • Smoke in the Northeast, mixture of smoke and
    industrial aerosols over the southeast

37
But wait, how about California and the central US
?
  • We are out of time, lets try a hands on exercise
    to learn more !!

38
Coming Soon to Giovanni.
  • HTAP Model Data
  • Meteorological and chemical speciation data from
    models for examining long range transport of
    pollutants
  • Comparisons among satellite, model, and in-situ
    air quality data

39
How can I learn more about Air Quality
Applications of NASA Earth Science data and
Giovanni ??
  • Check our web site regularly at
  • http//aerocenter.gsfc.nasa.gov/asrs
  • to find out about more workshops in 2009 on
    use of NASA Earth Science data sets and tools,
    including Giovanni
  • Further info Ana.I.Prados_at_nasa.gov
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