Download presentation
Presentation is loading. Please wait.
1
C. Turbitt, O. Baillie, D. Kerridge, E. Clarke
An Investigation Into Techniques For Isolating Noise In Observatory Data C. Turbitt, O. Baillie, D. Kerridge, E. Clarke
2
Observatory noise sources
Man-made: Localised interference (vehicles, power lines, RF, etc.) Instrumental noise Processing (scaling, baseline fitting, etc.) Natural Localised current systems (induction effects, etc.)
3
Detecting noise – instrument comparisons
Where one or more instruments operate at an observatory, inter-comparisons readily indicate instrument noise, processing errors & localised disturbance. Not, capable of detecting noise from a distant source or detecting systematic processing errors.
4
Detecting noise – observatory comparisons
Nearby observatories can be compared with tools such as the INTERMAGNET CD Viewer Relies on nearby, good quality observatory.
5
First difference RMS Plots
Love, J., 2006
6
First difference RMS Plots
Transfer function of a first difference filter shows the limitations of using first differences to measure signal amplitude. A first difference is a high pass filter with slow roll-off: 3dB/octave at 10 minutes -3db point at 6 minutes Is there a technique that can better isolate noise from the natural signal?
9
Step 1: Window in the time domain & FFT
10
Step 2: Window in the frequency domain
11
Step 3: Sum power & plot LSD v geomagnetic latitude
12
Artificial noise: 5nT at 6 minute period
13
Artificial noise: 5nT at 120 minute period
14
Artificial noise: 0.5nT at 3 minute period
15
Artificial noise: 0.5nT at 3 minute period
20
Conclusions R Project http://cran.r-project.org/
Observatories are encouraged to look at noise by comparing signal amplitudes against other observatories of similar latitude RMS of the first differences is a useful method to detect noise above the natural signal in the band around 6 minutes period for a one-minute data Linear spectral density plots can be used to detect noise at lower frequencies and also, by limiting the band, detect low amplitude noise at high frequencies Limitations: Unable to detect transients (steps, spikes) or timing errors Periodic noise signal of amplitude > natural signal -60 ° < Geomag Latitude < +60° R Project
Similar presentations
© 2025 SlidePlayer.com. Inc.
All rights reserved.