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F O T O SFeasibility study forOptical Tracking Of Satellites
GNOSIS Precision SSA Workshop
9 July 2020
Thomas Wijnen Remko Stuik
Michiel Rodenhuis Marco Langbroek
Petra Wijnja
(TU Delft, RNLAF) (Leiden Observatory) (Leiden Observatory) (Leiden Observatory) (RNLAF)
Instrument
FoV: 53 x 74 degrees24 x 36 mm interline CCD24 mm f/1.4 Canon lens
Credit: G.-J. Talens
-Subtract 2 images
Observations
Reduction
Line recognition
Line fitting
Orbit determination
Precision & quality
Method
-Data reduction
1. Subtract 2 consecutive images
-Data reduction
1. Subtract 2 consecutive images
-Data reduction
1. Subtract 2 consecutive images
-Data reduction
1. Subtract 2 consecutive images
-Data reduction
1. Subtract 2 consecutive images
-Data reduction
2. Mask the stars
1. Subtract 2 consecutive images
-Data reduction
2. Mask the stars3. Enhance the tracks
1. Subtract 2 consecutive images
-Data reduction
I. Binary image with pixel values > μ + 2.5 σII. Binary image with pixel values > μ + 1 σIII. Dilate 2.5 σ image IV. Multiply diluted with 1 σ imageV. Convolution to check for ≥6 adjacent nonzero pixels
2. Mask the stars3. Enhance the tracks
-Line recognition
• Hough transform
-Line recognition
• Hough transform
-Line recognition
• Hough transform
-Line recognition
-Line fitting
1. Ransac
-Line fitting
1. Ransac
-Line fitting
1. Ransac
-Line fitting
1. Ransac
-Line fitting
1. Ransac2. Determine endpoints
-Line fitting
1. Ransac2. Determine endpoints
-Line fitting
1. Ransac2. Determine endpoints
-Line fitting
1. Ransac2. Determine endpoints
-Line fitting
1. Ransac2. Determine endpoints
-Line fitting
1. Ransac2. Determine endpoints
-Line fitting
1. Ransac 2. Determine endpoints
-Line fitting
Orbit determination
-
Orbit determination
-1. Gauss method (6 sky coordinates to 6 orbital elements)
Orbit determination
-1. Gauss method (6 sky coordinates to 6 orbital elements)
Orbit determination
-1. Gauss method (6 sky coordinates to 6 orbital elements)
Orbit determination
-1. Gauss method (6 sky coordinates to 6 orbital elements)
Orbit determination
-1. Gauss method (6 sky coordinates to 6 orbital elements)
Orbit determination
-1. Gauss method (6 sky coordinates to 6 orbital elements)
Orbit determination
-1. Gauss method (6 sky coordinates to 6 orbital elements)
Orbit determination
-1. Gauss method (6 sky coordinates to 6 orbital elements)
2.Least square fitting to SGP4 propagation
Predict second passage -Precision & Quality
'unknown' TLE
known TLE
Averaged over 1 night -Precision & Quality
'unknown' TLE
known TLE
�4 �2 0 2 4Time to local midnight [hours]
0
50
100
150
200
250
300
350
400N
sat
Passed LEO satellites
Found LEO satellies
Selectivity
�4 �2 0 2 4Time to local midnight [hours]
0
10
20
30
40
50
60
70
80
90Per
cent
age
foun
d
Selectivity
�4 �2 0 2 4Time to local midnight [hours]
0
10
20
30
40
50
60
70
80
90Per
cent
age
foun
d
Selectivity
Take-away points
• Simple, low-cost set-up (not dedicated to SSA)
• Able to automatically detect satellites & determine orbital parameters
• Large fraction of objects in LEO is recognised
• Satellites with unknown TLE’s require multiple passages
•
FOTOS2
FOTOS2
Refinement New techniques
FOTOS2
Refinement New techniques
Build on & refine MASCARA/bRing data & routines
FOTOS2
Refinement New techniques
Build on & refine MASCARA/bRing data & routines
GEO satellites with BlackGEM
Full field:13x Full Moon
Two geostationary satellites as seenby BlackGEM proto-type MeerLICHT: Thor 5 & 6
BlackGEM spatial resolution@ GEO orbit: 170m
26 kilometer!
FOTOS2
Refinement New techniques
Build on & refine MASCARA/bRing data & routines
GEO satellites with BlackGEM
FOTOS2
Refinement New techniques
Build on & refine MASCARA/bRing data & routines
GEO satellites with BlackGEM
Characterisation with spectro(polari)metry
FOTOS2
Refinement New techniques
Build on & refine MASCARA/bRing data & routines
GEO satellites with BlackGEM
Characterisation with spectro(polari)metry
NEO