Orbital Recognition System for Space Debris Tracking: A ...€¦ · Figure 3: Simulation of...
Transcript of Orbital Recognition System for Space Debris Tracking: A ...€¦ · Figure 3: Simulation of...
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Orbital Recognition System for Space
Debris Tracking:
A Journey from Inner-Brain GPS to
Outer-Space GPS
Amber Yang
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Keplerian Elements and Kinematic
Vectors
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Orbital Patterns within Keplerian
Elements
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Orbital Patterns within Keplerian
Elements
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Are there inherent geometrical patterns in the orbits ofspace debris that can be learned by an Artificial NeuralNetwork for accurate detection and tracking over time?
Question
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Orbital Recognition ANN System Plot
Diagram
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Parameters of the Orbital Recognition
ANN System
Table 1: Parameters of ANN-Based Orbital Recognition System Input
Layer Hidden Layers
/Neurons
Output Layer
Training Rate
Weighting Momentum
MSE
Samples
Target Detection
ANN
5
3 / 75
3
0.5
0.11
2.00E-3
1000
Retraining
Detection ANN
5
3/75
3
0.33
0.33
2.78E-5 Retrained
Cases
Trajectory
Prediction ANN
25
2 / 10
5
0.4
0.33
1.00E-5
1
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Sensitivity Analyses for Target
Detection ANN
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Target Detection ANN Simulation
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Orbital Recognition ANN System Plot
Diagram
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Simulation Results: Trajectory
Prediction ANN
Figure 1: Simulation of training waypoints at every 1-degree true anomaly and tracking from 0-degree true anomaly
Figure 2: Simulation of training waypoints at every 1-degree true anomaly and tracking shifted 45-degree true anomaly
Figure 3: Simulation of training waypoints at every 0.2-degree true anomaly and tracking from 0-degree true anomaly
Figure 4: Simulation of training waypoints at every 0.2-degree true anomaly and tracking shifted 45-degree true anomaly
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Trajectory Prediction ANN Simulation
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Comprehensive Collision Avoidance
Developed from Orbital Recognition System
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[1] B. G. Cour-Palais and D. J. Kessler, “Collision Frequency of Artificial Satellites: The Creation of a Debris Belt,”
Journal of Geophysical Research: Space Physics., June 1, 1978, vol. 83, pp. 2637-2646.
[2] D. J. Kessler, N. L. Johnson, J. –C. Liou, and M. Matney, “The Kessler Syndrome: Implications to Future Space
Operations,” Advances in Astronautical Sciences, Feb. 6-10, 2010, vol. 137, pp. 47-61.
[3] D. A. Vallado and S. S. Carter, “Accurate Orbit Determination from Short-Arc Dense Observational Data,” Journal of
the Astronautical Sciences., April 1998, vol. 46, pp. 195-213
[4] O’Keefe et. al., “The Hippocampus As a Cognitive Map,” vol. 3. Oxford: Clarendon Press, 1978.
[5] K. Hill, “Maneuver Detection and Estimation with Optical Tracklets,” In Proceedings of the Advanced Maui Optical
and Space Surveillance Technologies Conference., Sept. 9-12 2014.
[6] N. Y. Xiao, “Using the Modified Back-propagation Algorithm To Perform Automated Downlink Analysis,” Department
of Electrical Engineering and Computer Science at the Massachusetts Institute of Technology., June 1, 1996, pp. 23-31.
[7] P. J. Werbos, “Backpropagation Through Time: What It Does and How To Do It,” In Proceedings of IEEE., Oct. 1990,
vol. 78, no. 10, pp. 1550-1554.
[8] P. Payeur, H. Le-Huy, and C. M. Gosselin, “Trajectory Prediction for Moving Objects Using Artificial Neural
Networks,” IEEE Transactions on Industrial Electronics., April 1995, vol. 42 no. 2, pp. 147-150.
[9] S. T. Aghav and S. A. Gangal, “Simplified Orbit Determination Algorithm for Low Earth Orbit Satellites Using
Spaceborne GPS Navigation Sensor,” Artificial Satellites., June 2014, vol. 49, no. 2, pp. 81-99.
[10] Y. L. Fablec and J. M. Alliot, “Using Neural Networks to Predict Aircraft Trajectories,” In Proceedings of the
International Conference on Artificial Intelligence., 1999.
References