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2020 | OriginalPaper | Chapter

On-Orbit Real-Time Avionics Package Identification Using Vision-Based Machine Learning Techniques

Authors : B. S. Sajeendran, R. Durairaj

Published in: Advances in Small Satellite Technologies

Publisher: Springer Singapore

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Abstract

Capability for on-orbit inspection using autonomous robots is important in manned space station/capsule operations. Due to the unpredictable lighting conditions on orbit, machine learning-based package identification and detection is a good candidate for inspection operations. In this work, the AI-based technique has been used to identify packages of interest from a set of packages in the orbital platforms. Images of different packages on the platform are used for the training using a simple neural network for fast inference of packages in the frame.

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Literature
1.
go back to reference Keller BS, Tadikonda SS, Mapar J (2002) Autonomous acquisition, rendezvous, & docking using a video guidance sensor: experimental testbed results. In: AIAA guidance, navigation, and control conference and exhibit, Monterey, CA, Aug 2002 Keller BS, Tadikonda SS, Mapar J (2002) Autonomous acquisition, rendezvous, & docking using a video guidance sensor: experimental testbed results. In: AIAA guidance, navigation, and control conference and exhibit, Monterey, CA, Aug 2002
2.
go back to reference Nolet S, Miller DW (2007) Autonomous docking experiments using the SPHERES testbed inside the ISS. In: Howard RT, Richards RD (eds) Sensors and systems for space applications, Proceedings of SPIE, vol 6555. SPIE—The International Society for Optical Engineering, Bellingham, WA, pp 1–2 Nolet S, Miller DW (2007) Autonomous docking experiments using the SPHERES testbed inside the ISS. In: Howard RT, Richards RD (eds) Sensors and systems for space applications, Proceedings of SPIE, vol 6555. SPIE—The International Society for Optical Engineering, Bellingham, WA, pp 1–2
6.
go back to reference Iandola FN, Han S, Moskewicz MW, Ashraf K, Dally WJ, Keutzer K (2016) SqueezeNet: Alexnet-level accuracy with 50x fewer parameters and <0.5 MB model size Iandola FN, Han S, Moskewicz MW, Ashraf K, Dally WJ, Keutzer K (2016) SqueezeNet: Alexnet-level accuracy with 50x fewer parameters and <0.5 MB model size
Metadata
Title
On-Orbit Real-Time Avionics Package Identification Using Vision-Based Machine Learning Techniques
Authors
B. S. Sajeendran
R. Durairaj
Copyright Year
2020
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-15-1724-2_41

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