Total Electron Content 32N 115W, 2007-2009 Rachel Thessin, CSI 763, April 15, 2010.

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Total Electron Content 32N 115W, 2007-2009 Rachel Thessin, CSI 763, April 15, 2010

Transcript of Total Electron Content 32N 115W, 2007-2009 Rachel Thessin, CSI 763, April 15, 2010.

Page 1: Total Electron Content 32N 115W, 2007-2009 Rachel Thessin, CSI 763, April 15, 2010.

Total Electron Content32N 115W, 2007-2009

Rachel Thessin, CSI 763, April 15, 2010

Page 2: Total Electron Content 32N 115W, 2007-2009 Rachel Thessin, CSI 763, April 15, 2010.

Data Overview US TEC data from the

National Geophysical Data Center

Two data types: Ground GPS: CORS,

RTIGS Sat GPS: GPS/Met

Vertical TEC grids 1 deg x 1 deg 15 min resolution Oct 2004 – present Each day: 26 MB

compressed; 64 MB uncompressed

http://www.ngdc.noaa.gov/stp/IONO/USTEC/

TEC: total electron content (integral of electron density)

Page 3: Total Electron Content 32N 115W, 2007-2009 Rachel Thessin, CSI 763, April 15, 2010.

Time Series Extracted TEC 2007-2009 at 32N 115W

Overlaps with 12/2009 5.8 mag earthquake

Page 4: Total Electron Content 32N 115W, 2007-2009 Rachel Thessin, CSI 763, April 15, 2010.

Data Expectations TEC is a function of

Solar / geomagnetic activity

Time of day Day of year (season) Lat / Lon / Alt

2007 – 2009: Solar minimum Relatively flat solar

activity across three years

http://solarscience.msfc.nasa.gov/images/ssn_predict_l.gif

Page 5: Total Electron Content 32N 115W, 2007-2009 Rachel Thessin, CSI 763, April 15, 2010.

Literature Review, 1 of 2 Dautermann et al ("Investigation

of ionospheric electron content variations before earthquakes in southern California, 2003 – 2004," Journal of Geophysical Research, VOL. 112, 2007)

11 year, 1 year, 27 day, 1 day, 12 hr

Page 6: Total Electron Content 32N 115W, 2007-2009 Rachel Thessin, CSI 763, April 15, 2010.

Literature Review, 2 of 2 Bilitza (2001)

“International Reference Ionosphere 2000,” Radio Science, v. 36, n. 2, pp 261-275, March-April 2001

E region Solar influenced 24-hr periodicity related to SZA

F region plasma is transported along magnetic field lines 24-hr dependence related to LT

External drivers solar irradiance (11-year cycle) (and hence the use of F10.7 and

twelve-month running mean of SSN as inputs)

Conclusion: IRI will miss the 27-day periodicity in the data These periodicities are ephemeral and caused by “random”

events.

Page 7: Total Electron Content 32N 115W, 2007-2009 Rachel Thessin, CSI 763, April 15, 2010.

Time Series 2007-2009 at 32N 115W

Flat with daily varaitions

Page 8: Total Electron Content 32N 115W, 2007-2009 Rachel Thessin, CSI 763, April 15, 2010.

Data Gaps 120 gaps among

103,000 data points 18 1-minute gaps and

112 gaps longer than 16 minutes

Linear Interpolation

Page 9: Total Electron Content 32N 115W, 2007-2009 Rachel Thessin, CSI 763, April 15, 2010.

Data Distribution TEC varies daily

Sinuosoidal appearance

Most data values at peak or trough bimodal data distribution

Bounded on lower end, unbounded on upper end broader upper peak

Page 10: Total Electron Content 32N 115W, 2007-2009 Rachel Thessin, CSI 763, April 15, 2010.

Autocorrelation Long correlation lag

Values correlated with counterparts one year later

Yearly cycle + flat solar activity

Short correlation lag Large variance in

correlation small lags apart

Daily variation in TEC

Page 11: Total Electron Content 32N 115W, 2007-2009 Rachel Thessin, CSI 763, April 15, 2010.

Raw Periodogram Signal at period of 1 day; no other signals

Aliasing of this signal Data set is too short and flat to see 1-year, 11-year signals 12-hour – 1/(1/2 day) = 2 day-1; 27-day – 1/(27 days) = 0.037

day-1

1-year – 1/(365 days) = 0.0027 day-1

Page 12: Total Electron Content 32N 115W, 2007-2009 Rachel Thessin, CSI 763, April 15, 2010.

Welchs Periodogram 8 equal-sized, overlapping windows with a

Hamming function shape leads to less high-freq noise

1-day and 12-hr signals visible

Page 13: Total Electron Content 32N 115W, 2007-2009 Rachel Thessin, CSI 763, April 15, 2010.

Welch’s Periodogram, 60-day window Smaller window less high-freq noise 12 hr

signal becomes more visible

Page 14: Total Electron Content 32N 115W, 2007-2009 Rachel Thessin, CSI 763, April 15, 2010.

Welch’s Periodogram, 10-day window Smaller window less high-freq noise 12 hr

signal becomes more visible No longer physically feasible to see 1 year or 27

day signals

Page 15: Total Electron Content 32N 115W, 2007-2009 Rachel Thessin, CSI 763, April 15, 2010.

Error on Periodogram Bootstrap, n = 1000, l = 45

days Peak at 1 day is statistically

significant, as is peak at 12 hours

Aliasing peaks seem almost significant – meaning of 3 hour period?

Page 16: Total Electron Content 32N 115W, 2007-2009 Rachel Thessin, CSI 763, April 15, 2010.

Error on Welch’s Bootstrap, n=1000, l =

45 days 1 day and 12 hour

signals statistically significant