IEEE - Aerospace and Electronic Systems - June 2022 - 47
Zhang et al.
ACKNOWLEDGMENTS
The authors are grateful to J. Sun, H. Chang and other
members at the Research Center of Intelligent Robotics at
Northwestern Polytechnical University.
This work was supported in part by the National Natural
Science Foundation of China under Award 61873204 and
in part by the Natural Science Basic Research Plan in
Shaanxi Province ofChina under Grant 2019JM-392.
REFERENCES
[1] B. L. Benedict, " Rationale for need of in-orbit servicing
capabilities for GEO spacecraft, " in Proc. AIAA SPACE
Conf. Expo., 2013, pp. 339-346.
[2] D.E.Hastings,B. L.Putbrese, andP.A.LaTour, " When
will on-orbit servicing be part of the space enterprise?, "
Acta Astron., vol. 127, pp. 655-666, 2016.
[3] J. Liu, N. Cui, F. Shen, and S. Rong, " Dynamics of robotic
geostationary orbit restorer system during deorbiting, "
IEEE Aerosp. Electron. Syst. Mag., vol. 29, no. 11,
pp. 36-42, Nov. 2014.
[4] D. Barnhart, L. Hill, M. Turnbull, and P. Will, " Changing
satellite morphology through cellularization, " in Proc.
AIAA SPACE Conf. Expo., 2012, Art no. 5262.
[5] A. A. Kerzhner, M. D. Ingham, M. O. Khan, J. Ramirez,
and D. Sternberg, " Architecting cellularized space systems
using model-based design exploration, " in Proc. AIAA
SPACE Conf. Expo., 2013, Art no. 5371.
[6] H. Tanaka, N. Yamamoto, T. Yairi, and K. Machida,
" Reconfigurable cellular satellites maintained by space
robots, " J. Robot.Mechatronics, vol. 18, no. 3, pp. 356-364,
2006.
[7] M. Goeller, J. Oberlaender, K. Uhl, A. Roennau, and
R. Dillmann, " Modular robots for on-orbit satellite
servicing, " in Proc. IEEE Int. Conf. Robot. Biomimetics,
2012, pp. 2018-2023.
[8] J. Weise, K. BrieB, A. Adomeit, H. G. Reimerdes, and
M. Giā¬oller, " An intelligent building blocks concept for onorbit-satellite
servicing, " in Proc. Int. Symp. Artif. Intell.,
Robot., Automat. Space, 2012.
[9] M. Kortmann, A. Dafnis, and H. G. Reimerdes,
" Development and breadboard testing of a mechanical
coupling interface for modular spacecraft systems, " in
Proc. Eur. Conf. Spacecraft Structures, Mater., Environ.
Testing, 2014.
[10] P. Melroy, L. Hill, E. E. Fowler, R. Hunter, and J. Palmer,
" DARPA Phoenix satlets: Progress towards satellite
cellularization, " in Proc. AIAA SPACE Conf. Expo., 2015,
Art no. 4487.
[11] Y. Zhang, W. Wang, J. Sun, H. Chang, and P. Huang,
" A self-reconfiguration planning strategy for cellular satellites, "
IEEE Access, vol. 7, pp. 4516-4528, 2019.
[12] Y. Zhang, P. Huang, Y. Zhang, and H. Chang,
" Reconfiguration planning for heterogeneous cellular space
robot, " in Proc. 18th Int. Conf. Adv. Robot., 2017,
pp. 185-190.
[13] H. Chang, P. Huang, Y. Zhang, Z. Meng, and Z. Liu,
" Distributed control allocation for spacecraft attitude takeover
control via cellular space robot, " J. Guid., Control,
Dyn., vol. 41, no. 11, pp. 2499-2506, 2018.
[14] M. Yim, Y. Zhang, J. Lamping, and E. Mao, " Distributed
control for 3D metamorphosis, " Auton. Robots, vol. 10,
no. 1, pp. 41-56, 2001.
[15] H. Kurokawa, K. Tomita, A. Kamimura, S. Kokaji,
T. Hasuo, and S. Murata, " Distributed self-reconfiguration
of M-TRAN III modular robotic system, " Int. J. Robot.
Res., vol. 27, no. 3-4, pp. 373-386, 2008.
[16] Y. Zhu, D. Bie, S. Iqbal, X. Wang, Y. Gao, and J. Zhao,
" A simplified approach to realize cellular automata for
UBot modular self-reconfigurable robots, " J. Intell. Robot.
Syst., vol. 79, no. 1, pp. 37-54, 2015.
[17] R. Fitch, Z. Butler, and D. Rus, " Reconfiguration planning
among obstacles for heterogeneous self-reconfiguring
robots, " in Proc. IEEE Int. Conf. Robot. Automat., 2005,
pp. 117-124.
[18] D. Silver et al., " Mastering the game ofGo with deep neural
networks and tree search, " Nature, vol. 529, no. 7587,
pp. 484-489, 2016.
[19] D. Silver et al., " Mastering the game ofGo without human
knowledge, " Nature, vol. 550, no. 7676, pp. 354-359,
2017.
[20] D. Silver et al., " A general reinforcement learning algorithm
that masters chess, shogi, and go through self-play, "
Science, vol. 362, no. 6419, pp. 1140-1144, 2018.
[21] D. Dor and U. Zwick, " SOKOBAN and other motion planning
problems, " Comput. Geometry Theory Appl., vol. 13,
no. 4, pp. 215-228, 1995.
[22] H. Li, T. Wei, A. Ren, Q. Zhu, and Y. Wang, " Deep reinforcement
learning: Framework, applications, and embedded
implementations, " in Proc. IEEE/ACM Int. Conf.
Comput.-AidedDes., 2017, pp. 847-854.
[23] S. Theodoridis, Machine Learning. Oxford, U.K.:
Academic, 2015.
[24] J. Kober, J. A. Bagnell, and J. Peters, " Reinforcement
learning in robotics: A survey, " Int. J. Robot. Res., vol. 32,
no. 11, pp. 1238-1274, 2013.
[25] A. Collins and E. E. Smith, Introduction to Machine
Learning. Cambridge, MA, USA: MIT Press,, 2004.
[26] J. Mingers, " An empirical comparison of pruning methods
for decision tree induction, " Mach. Learn., vol. 4, no. 2,
pp. 227-243, 1989.
[27] N. Patel and S. Upadhyay, " Study of various decision tree
pruning methods with their empirical comparison in
WEKA, " Int. J. Comput. Appl., vol. 60, no. 12, pp. 20-25,
2013.
JUNE 2022
IEEE A&E SYSTEMS MAGAZINE
47
IEEE - Aerospace and Electronic Systems - June 2022
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