validation and assessment of space debris orbits based on ... · validation and assessment of space...
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1
Validation and assessment of space debris orbits based
on two-color and multi-static laser tracking data
C. Bamann1, U. Hugentobler1, J. Eckl4, S. Riepl4, U. Schreiber1, F. Sproll2, D. Hampf2,
W. Riede2, G. Kirchner3, F. Koidl3, M. Steindorfer3
October 14, 2016
1Technical University of Munich, Research Facility Satellite Geodesy 2German Aerospace Center, Institute of Technical Physics, Stuttgart 3Austrian Academy of Sciences, Sprace Research Institute, Graz 4Bundesamt für Kartographie und Geodäsie, Wettzell
Research Facility Satellite Geodesy (FESG) Department of Civil, Geo and Environmental Engineering Technical University of Munich
1. Available data from tracking campaigns
2. Orbit determination
3. TLE based data filtering and initialization
4. Validation
a) Kinematic single-pass solutions
b) Cross-validation
c) Consistency bi-static ranges with mono-static data
5. Summary and next steps
Outline
3
1. Available data Tracking campaign 1
Overview
August 13-27
32 objects successfully tracked
54 passes
Mostly typical space debris objects
(~80% spent rocket bodies)
NORADID WETTZELL GRAZ STUTTGART(BI)
3230 2 1 0
4327 2 0 0
14372 2 0 1
14699 1 0 0
14820 1 0 0
15772 3 1 0
16182 3 0 1
16496 2 0 0
16792 0 1 0
17291 0 1 0
17589 1 0 0
19120 0 1 0
19573 3 0 1
19650 1 0 0
20466 1 0 0
21574 0 2 0
22285 1 0 0
23087 1 0 1
23405 1 0 0
23560 0 1 0
24953 1 0 0
25163 0 1 0
25263 0 1 0
25621 0 1 0
27386 1 2 2
28059 1 1 0
28931 0 1 0
36417 0 1 0
37390 0 1 0
37731 0 1 0
37789 0 1 0
38043 0 1 0
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1. Available data Tracking campaign 2
Overview (1)
NORADID WETTZELL GRAZ GRAZ(BI) STUTTGART(BI)
733 1 0 0 0
5560 7 1 0 4
8459 1 0 0 2
10967 1 1 0 0
14699 1 0 0 1
15483 2 1 0 2
16615 0 2 0 0
16792 1 0 0 0
16882 4 2 1 1
17129 0 1 0 0
17590 1 0 0 2
17973 4 1 0 3
18187 2 1 1 2
19650 1 0 0 1
20466 0 0 0 1
21088 1 0 0 0
21610 4 1 2 0
22220 5 3 2 1
22286 1 0 0 2
22566 4 4 2 3
22803 1 0 0 1
23088 6 2 2 3
23548 1 0 0 0
23705 1 0 0 3
24298 4 2 1 0
24946 1 0 0 1
24953 0 1 0 0
25407 2 1 0 5
25860 1 0 0 1
27386 1 2 1 4
28521 1 0 0 0
31793 2 0 0 4
36417 0 1 0 0
37731 0 1 0 0
39271 4 1 1 2
September 7-14
35 objects successfully tracked
(More than) 162 passes
Mostly typical space debris objects
(~80% spent rocket bodies)
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1. Available data Tracking campaign 2
Overview (2)
- Objects for which all “types“ of observations are available
- Black background indicates favourable temporal distribution of data
- All objects are rocket bodies except 27386 = Envisat (some pre-processing
issues to be solved)
NORADID WETTZELL GRAZ GRAZ(BI) STUTTGART(BI)
16882 4 2 1 1
18187 2 1 1 2
22220 5 3 2 1
22566 4 4 2 3
23088 6 2 2 3
27386 1 2 1 4
39271 4 1 1 2
7 objects , 67 passes
6
1. Available data Tracking campaign 2
Temporal distribution (1)
16882 07.Sep 08.Sep 09.Sep 10.Sep 11.Sep 12.Sep 13.Sep 14.Sep
Wettzell X X X X
Graz X X
Grazbi X
Stuttgartbi X
18187 07.Sep 08.Sep 09.Sep 10.Sep 11.Sep 12.Sep 13.Sep 14.Sep
Wettzell X X
Graz X
Grazbi X
Stuttgartbi X X
23088 07.Sep 08.Sep 09.Sep 10.Sep 11.Sep 12.Sep 13.Sep 14.Sep
Wettzell XX X X X X
Graz X X
Grazbi X X
Stuttgartbi X X
39271 07.Sep 08.Sep 09.Sep 10.Sep 11.Sep 12.Sep 13.Sep 14.Sep
Wettzell XX X X X
Graz X
Grazbi X
Stuttgartbi X X
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1. Available data Tracking campaign 2
Temporal distribution (2)
22220 09.Sep 10.Sep 11.Sep 12.Sep 13.Sep 14.Sep
Wettzell X X X X X
Graz X X X
Grazbi X X
Stuttgartbi X
22566 09.Sep 10.Sep 11.Sep 12.Sep 13.Sep 14.Sep
Wettzell X XX X
Graz X X XX
Grazbi X X
Stuttgartbi X X X
Successful multi-static tracking campaign
Near-circular ~800 km orbits
8
SL-16 R/Bs (Zenit second stages) SL-8 R/Bs (Kosmos 3M second stages)
1. Available data Object characteristics
Diameter 3.9 m
Length 10.4 m
Dry mass 8300 kg
Diameter 2.4 m
Length 6.0 m
Dry mass 1400 kg
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1. Available data Object relevance
Liou, J-C. "Active debris removal-a grand
engineering challenge for the twenty-first
century." (2011).
Estimated parameters in orbit determination process:
1. 6-elements state vector
2. Atmospheric drag coefficient (Cd)
3. Solar radiation pressure coefficient (Cr)
4. Station range biases
5. Station clock offsets for bi-static ranging data
Not estimated:
1. Empirical accelerations reliance on dynamics model
2. Time dependent station range biases (assumed constant)
Force models: Higher-order gravity, aerodynamic drag (DTM-2000), solar radiation pressure,
luni-solar perturbations (DE-430), solid Earth tides, Albedo
10
2. Orbit determination
Depending on amount and
distribution of data
1. Noisy bi-static ranging data
2. Very inaccurate TLE data (sometimes too far from true orbit to initialize orbit determination
local minima)
3. TLE data improvement based on single-pass tracking data
kinematic single-pass solutions
11
3. TLE based data filtering and initialization (1)
𝑥𝑡𝑙𝑒 + Δ𝑥𝑡𝑙𝑒
𝑥𝑡𝑙𝑒
Δ𝑥𝑡𝑙𝑒 𝑡 = 𝑅 𝑡 ⋅ 𝑝𝑅 𝑡 − 𝑡0 + 𝐼 𝑡 ⋅ 𝑝𝐼 𝑡 − 𝑡0 + 𝐶 (𝑡) ⋅ 𝑝𝐶 𝑡 − 𝑡0
𝑝𝑅 𝑡 − 𝑡0 = 𝑎𝑅,0+𝑎𝑅,1 𝑡 − 𝑡0 +𝑎𝑅,2 𝑡 − 𝑡02+…
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3. TLE based data filtering and initialization (2)
Basis for noise filtering (2.x-sigma clipping)
Used to initialize orbit determination
Validation of high frequency components (jitter, noise, object shape,...)
Derivation of force model coefficients from historical TLEs (if not estimated)
0 1 2 3 4 5 6 7 8
minutes since start of pass [min]
-200
-150
-100
-50
0
50
100
150
200
on
e-w
ay r
an
ge
re
sid
ua
ls [
m]
kinematic orbit adjustment - two constant parameters
Graz initial
Graz adjusted
Wettzell initial
Wettzell adjusted
Assessment of post-fit residuals
1. Kinematic single-pass solutions
noise and high-frequency signal components
2. Cross validation (consistency of omitted data with orbit)
range prediction accuracy
3. Bi-static range residuals (incl. station clock offset estimation)
consistency with mono-static ranging data
13
4. Validation
14
4. Validation Kinematic orbits
Post-fit residuals (Wettzell)
0 50 100 150 200 250 300 350 400 450
seconds of pass [s]
7.5
-5
-2.5
0
2.5
5
7.5
on
e-w
ay r
esid
ua
ls [
m]
object 22220 (SL16-R/B) - kinematic orbit residuals - Wettzell
0 20 40 60 80 100 120 140
seconds of pass [s]
-7.5
-5
-2.5
0
2.5
5
7.5
on
e-w
ay r
esid
uals
[m
]
object 15483 (SL8-R/B) - kinematic orbit residuals - Wettzell
15
4. Validation Kinematic orbits
Post-fit residuals (Graz)
0 50 100 150 200 250 300
seconds of pass [s]
-2.5
-2.0
-1.5
-1.0
-0.5
0
0.5
1.0
1.5
2.0
2.5
on
e-w
ay r
an
ge
re
sid
ua
ls [
m]
object 22220 and object 22566 - kinematic residuals (NPT) - Graz
0 10 20 30 40 50 60 70 80 90
seconds of pass [s]
-2.5
-2.0
-1.5
-1.0
-0.5
0
0.5
1.0
1.5
2.0
2.5
on
e-w
ay r
ang
e r
esid
ua
ls [m
]
object 16882 (SL-8 R/B) - kinematic residuals (NPT) - Graz
0 6 10 15 20 25 30 35 40 45 50
hours since reference epoch [h]
-50
-40
-30
-20
-10
0
10
20
30
40
50
on
e-w
ay r
an
ge
re
sid
ua
ls [
m]
object 22566 - mono-static ranging Graz + Wettzell - reference epoch: 2016-09-12
only orbit
orbit + Cd + Cr
16
4. Validation Reference solution (mono-static data)
Post-fit residuals (1)
22566 12.Sep 13.Sep 14.Sep
Wettzell X XX X
Graz X X XX
17
4. Validation Cross-validation (mono-static data)
Post-fit residuals (2)
22566 12.Sep 13.Sep 14.Sep
Wettzell X XX X
Graz X X XX
cross-validation cross-validation
45.50 45.75 46.00 46.25 46.50 46.75 47.00 47.25 47.50 47.75
hours since reference epoch [h]
-80
-60
-40
-20
0
20
40
60
80
on
e-w
ay r
an
ge
re
sid
ua
ls [
m]
object 22566 - passes from 2016-09-14
-0.15 -0.1 -0.05 0 0.05 0.1 0.15 0.2 0.25
hours since reference epoch [h]
-60
-40
-20
0
20
40
60
on
e-w
ay r
an
ge
re
sid
ua
ls [
m]
object 22566 - passes from 2016-09-12
0 50 100 150 200 250 300 350 400 450 500
seconds since start of pass [s]
-50
-40
-30
-20
-10
0
10
20
30
40
50
on
e-w
ay r
an
ge
re
sid
ua
ls [
m]
object 22220 - Wettzell + Graz (mono-static) - reference epoch: 2016-09-12
1st day for validation
3rd day for validation
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4. Validation Cross-validation (mono-static data)
Post-fit residuals (3)
2016-09-12 passes
Graz
Wettzell
14.Sep 22220 12.Sep 13.Sep 14.Sep
X Wettzell X X X
XX Graz X X X
14.Sep 22220 12.Sep 13.Sep 14.Sep
X Wettzell X X X
XX Graz X X X
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4. Validation Bi-static data issues
Bi-static range residuals - Stuttgart (1)
47.00 47.02 47.04 47.06 47.08 47.10 47.12 47.14 47.16
hours since reference epoch [h]
-175
-150
-125
-100
-75
-50
-25
0
25
50
75
100
ran
ge r
esid
ua
ls [
m]
object 22566 - mono-static ranging wettzell and graz - bi-static ranging stuttgart
mono-static ranges (bi-static in solution)
mono-static ranges (bi-static not in solution)
bi-static data (not in solution)
bi-static data (not in solution)
22566 12.Sep 13.Sep 14.Sep
Wettzell X XX X
Graz X X XX
Stuttgartbi X X X
20
4. Validation Bi-static data issues Bi-static range residuals - Stuttgart (2)
47.00 47.02 47.04 47.06 47.08 47.10 47.12
seconds since start of pass [m]
-20
-10
0
10
20
30
40
50
ran
ge r
esid
ua
ls [
m]
object 22566 - mono- and bi-static ranging
mono-static ranging data
bi-static ranging data
Summary
1. Useful data available for validation activities from two tracking campaigns
2. One-way ranging “noise“ within expected bounds
3. Data is suitable for orbit determination and prediction as indicated by first validation tests
Next steps:
• GNSS-based clock synchronization and data filtering of bi-static data from Graz
• More tests with bi-static data / understanding the effects seen in first processing
• Assessing the benefits from multi-static tracking
• Further cross-validation tests; also for objects with less data
• Processing Envisat data and validation w.r.t. to external reference orbit
21
5. Summary and next steps