Title: Climatology of Superrefraction Observed by GPS Radio Occultation
1Climatology of Superrefraction Observed by GPS
Radio Occultation
- Dione (Dee) Lee Rossiter
- University of California, Berkeley
- COSMIC-UCAR
2Outline
- Background
- GPS Radio Occultation
- The Problem Superrefraction
- Motivation
- GPS Radio Occultation
- Current Research
- Proposed Questions
- Procedure
- Generating Plots
- Finding Reoccurring Features
- Conclusions
3Background Global Positioning System (GPS)
Satellites
Low-Earth Orbit (LEO) Satellites
- Equipped with a GPS receiver, a LEO can track GPS
radio signals - These GPS signals are required to pass through
the atmosphere where they are refracted
GPS Satellite
LEO Orbit
Atmosphere
Radio Signal
LEO Satellite
4Background Radio Occultation (RO)
- GPS signals are refracted by the Earths
atmosphere as they travel to a receiver in LEO. - Refractivity is a function of
- - electron density in the
ionosphere -
- - temperature, pressure, and water
vapor in the stratosphere and
troposphere
5Background Radio Occultation (RO)
From Anthes et al., 2003
- Phase and amplitude
- ?Doppler shift
- positions and velocities
- ?Bending angles, a, as a function of impact
parameter, a
?Profiles of refractivity vs. altitude
?Profiles of atmospheric properties vs.
altitude
6Motivation GPS RO
Meteorology
- Provide global coverage in time and space
- Provide fundamentally unbiased atmospheric
measurements - The technique is mission independent
- Provide advancements in space weather research
- GPS RO will provide high quality soundings at a
low cost!
Climate
Ionosphere
7The Problem Superrefraction
- Caused by a sharp decrease in refractivity with
an increase of altitude
- The radius of curvature, rc, becomes smaller than
the radius of the atmosphere, ra
- Ray remains trapped in the atmosphere and results
in a temporary extinction of the radio signal
reaching the LEO
- Commonly occurs at the top of the Planetary
Boundary Layer (PBL) at 2 km
8BackgroundRadio Occultation (RO)
From Anthes et al., 2003
- Phase and amplitude
- ?Doppler shift
- positions and velocities
- ? Bending angles a as a function of a
?Profiles of refractivity vs. altitude
9Abel Transform
- The Abel inversion integrates from the top of the
atmosphere to the surface - The Abel inversion works great up until the
superrefraction layer
10The Problem Superrefraction
True Retrieved
True Retrieved
True Retrieved
From Sokolovskiy, 2003
Below the superrefraction layer the function
- Results in a negative N bias
- Becomes multi-valued and therefore invalid
11Motivation Current Research
- GPS RO will soon be utilized in an array of
atmospheric models (weather, climate,
ionospheric composition) - Attaining the highest level of accuracy is
essential! - Problem Superrefraction causes errors!
- Understand ? Predict ? Remove Errors
12Proposed Questions
- What are the reoccurring features of
superrefractions? - Annual?
- Seasonal?
- Where does it occur?
- Geographically?
- Topographically?
- Can we predict where or when it might occur or
recognize when it is occurring in order to
truncate the sounding or to remove the negative
bias altogether? - (Understand ? Predict ? Remove Errors)
13Generating Plots
- Divide the globe by 15 latitudinally
14Generating Plots
- Divide the globe by 15 latitudinally
- Take latitude band and divide up by 19 lon.
bins
- Combine Challenging Mini-Satellite Payload for
Geophysical Research and Application (CHAMP)
occultations within bin
15Generating Plots
- Divide the globe by 15 latitudinally
- Take latitude band and divide up by 19 lon
bins
- Combine Challenging Mini-Satellite Payload for
Geophysical Research and Application (CHAMP)
occultations within bin
- Create refractivity vs. altitude stats for
each lat lon grid against European Center for
Medium Range Weather Forecast (ECMWF) model
- Color code the different mean bias
interpolate across entire latitude band
16June-Aug/75º to 90º lat
-90
17June-Aug/0º to 15º lat
2003
18Dec-Feb/-75º to -60º lat
2003
19Dec-Feb/-30º to -15º lat
2003
20Finding Reoccurring Features
Dec-Feb/-30º to -15º lat
2001
2002
2003
Altitude (km)
Altitude (km)
Altitude (km)
Longitude
Longitude
Longitude
21Scatter Plot
- Measures individual occultations bias at 0.5 km
that did not agree within 4 of ECMWF model - Color codes the different bias
22Scatter Plots
- Midlatitude mostly effected
- Land vs. ocean
- High occurrence in some areas
Dec-Feb 2003
- Greater neg. bias in some areas
- Less positive bias
23Soden Bretherton (1994)
- Compare ECMWF with Special Sensor
Microwave/Imager (SSM/I) - Conclude the model had problems in predicting the
dry subtropical ridges off the west coast of
continents where marine stratocumulus clouds
often occur - This is where dry air sinks from above and
creates a sharp vertical gradient in water vapor
near the top of the PBL - conditions needed for superrefraction to occur!!!
24Finding Trends
Latitude
CHAMP-ECMWF June-Aug 2003
(10)-2
Longitude
25Finding Trends
Latitude
(10)-2
CHAMP-ECMWF Dec-Jan 2003
Longitude
26Conclusions
- There are seasonal and geographic features
associated with superrefraction - Geographically, superrefraction occurs off the
west coast of continents - We can possibly use the superrefraction
climatology found in this research to predict
where and when to truncate soundings or correct
or negative bias - Future Research Diurnal cycles in the PBL
27Acknowledgements
- Research Mentors
- Bill Kuo
- Bill Schreiner
- Chris Rocken
- Writing Mentor
- Chris Halvorson
- Doug Hunt
- Karl Hudnut
- Kim Prinzi-Kimbro
- All of the COSMIC project office
- All of the SOARS staff and protégés
28Questions?