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Multi-scale data assimilation forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico Da Dalt, Tommaso Panicciari, Nathan Smith Dept of Electronic and Electrical Engineering, University of Bath, UK [email protected] www.invert-bath.com
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Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

Mar 14, 2020

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Page 1: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

Multi-scale data assimilation –

forecasting high-latitude scintillation

Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico Da Dalt,

Tommaso Panicciari, Nathan Smith

Dept of Electronic and Electrical Engineering, University of Bath, UK

[email protected] www.invert-bath.com

Page 2: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

Diffractive and refractive

processes from

irregular electron

density structure

Causes phase jitter and

amplitude fading –

called scintillation

What is scintillation and why is it important?

Page 3: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

Scintillation is important

because it disrupts

satellite-ground

communications and

navigation systems

Particular of interest to

GPS users with safety-

critical applications

Page 4: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

Two indices used to quantify the effects:

Sigma phi quantifies phase scintillation

Phase scintillation is more common at high latitudes

S4 quantifies amplitude scintillation

Amplitude scintillation is more common at equatorial latitudes

Scintillation is more severe at lower operating frequencies

Scintillation

Scintillation varies widely in significance – some users will

see no effect whereas other will suffer complete signal loss

Page 5: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

Summary picture of scintillation activity at GPS frequencies (after Basu et al)

Global Temporal and Solar Cycle View

Page 6: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

GPS Scintillation equipment deployed as of 2012

20+ receivers

10+ receivers

70+ receivers

Page 7: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

Ionospheric Imaging / Data Assimilation

Geodetic GPS data inputs, IMF, Kp, Kalman filter

Production of electron density and TEC maps

Page 8: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

Weimer E

field

Page 9: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

Magnetic

field

Page 10: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

Velocity

Page 11: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

MIDAS

ionospheric

maps

Page 12: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

Relate to Scintillation

Example showing scintillation on the edges of polar cap patches

Page 13: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

Possible approach to forecasting high-latitude scintillation

Page 14: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

However, it is not always so simple

Second example:

Scintillation – dayside in the cusp

High-latitude scintillation

Page 15: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

White

circles show

high phase

scintillation,

Pink

dots/lines

show no

phase

scintillation

Ground

Terminator

Page 16: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico
Page 17: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico
Page 18: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico
Page 19: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico
Page 20: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico
Page 21: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico
Page 22: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

Third example:

Scintillation – nightside in the auroral oval

High-latitude scintillation

Page 23: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

Nightside on 6 April 2010

Page 24: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

South Pole Station, Field of view above 85 S

26 May 2011

0-2 UT

Acknowledgements: Auroral movie in collaboration with Yusuke

Ebihara, Kyoto University, Gary Bust, ASTRA and Al Weatherwax,

Siena College.

Page 25: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

South Pole Station, Field of view above 85 S

26 May 2011

0-2 UT

Acknowledgements: Auroral movie in collaboration with Yusuke

Ebihara, Kyoto University, Gary Bust, ASTRA and Al Weatherwax,

Siena College.

Difficult to

predict which

comms/nav link

will have a

problem

Page 26: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

Summary

Three types of high latitude scintillation:

Convecting patches

Dayside cusp

Nightside auroral oval

Page 27: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

Scintillation Alert

Page 28: Multi-scale data assimilation forecasting high …...Multi-scale data assimilation – forecasting high-latitude scintillation Cathryn Mitchell, Joe Kinrade, Chris Benton, Federico

Conclusions

To short-term forecast there are two very different challenges

Patch scintillation – can use ionospheric model to convect

Precipitation scintillation – very difficult to forecast details –

magnetosphere probably too late – need to know upstream from

ACE and use full data- driven coupled models of Sun-Earth system