IEEE Robotics & Automation Magazine - December 2018 - 85
manipulators in new environments in real time. Additionally,
the tradeoff between motion optimality and computational
time was effectively balanced with our RRT*-PDMPs. The
superiority of our approach was evaluated by the cooperative
operation of two multirotor-based aerial manipulators, which
safely avoided new obstacles in a previously unknown environment while minimizing energy-related costs.
Acknowledgments
This research was supported by the Technology Innovation
Program (10067206) and funded by the Ministry of Trade,
Industry, and Energy (Korea), the Ministry of Science (Korea)
under the Information Technology Research Center support
program [Institute for Information and Communications
Technology Promotion (IITP)-2018-2017-0-01637] and
supervised by the IITP.
References
[1] D. Mellinger, M. Shomin, N. Michael, and V. Kumar, "Cooperative
grasping and transport using multiple quadrotors," in Distributed
Autonomous Robotic Systems, A. Martinoli, et al., Eds. Berlin: Springer,
2013, pp. 545-558.
[2] H. N. Nguyen, S. Park, and D. Lee, "Aerial tool operation system
using quadrotors as rotating thrust generators," in Proc. 2015 IEEE/RSJ
Int. Conf. Intelligent Robots and Systems, 2015, pp. 1285-1291.
[3] K. Sreenath and V. Kumar, "Dynamics, control and planning for
cooperative manipulation of payloads suspended by cables from multiple quadrotor robots," in Proc. Robotics: Science and Systems, 2013.
[4] F. Caccavale, G. Giglio, G. Muscio, and F. Pierri, "Cooperative
impedance control for multiple uavs with a robotic arm," in Proc. 2015
IEEE/RSJ Int. Conf. Intelligent Robots and Systems, 2015, pp. 2366-
2371.
[5] H. Lee, H. Kim, and H. J. Kim, "Planning and control for collisionfree cooperative aerial transportation," IEEE Trans. Autom. Sci. Eng.,
vol. 15, no. 1, pp. 189-201, 2018.
[6] H. Yang and D. Lee, "Hierarchical cooperative control framework of
multiple quadrotor-manipulator systems," in Proc. 2015 IEEE Int. Conf.
Robotics and Automation, 2015, pp. 4656-4662.
[7] S. Kim, S. Choi, and H. J. Kim, "Aerial manipulation using a quadrotor with a two dof robotic arm," in Proc. 2013 IEEE/RSJ Int. Conf. Intelligent Robots and Systems, 2013, pp. 4990-4995.
[8] G. Heredia, A. Jimenez-Cano, I. Sanchez, D. Llorente, V. Vega, J.
Braga, J. Acosta, and A. Ollero, "Control of a multirotor outdoor aerial
manipulator," in Proc. 2014 IEEE/RSJ Int. Conf. Intelligent Robots and
Systems, 2014, pp. 3417-3422.
[9] V. Lippiello, J. Cacace, A. Santamaria-Navarro, J. Andrade-Cetto, M.
A. Trujillo, Y. R. Esteves, and A. Viguria, "Hybrid visual servoing with
hierarchical task composition for aerial manipulation," IEEE Robot.
Autom. Lett., vol. 1, no. 1, pp. 259-266, 2016.
[10] S. Kim, H. Seo, J. Shin, and H. J. Kim, "Cooperative aerial manipulation using multirotors with multi-DoF robotic arms," IEEE/ASME
Trans. Mechatronics, vol. 23, no. 2, pp. 702-713, 2018.
[11] S. Kim, S. Choi, H. Kim, J. Shin, H. Shim, and H. J. Kim, "Robust
control of an equipment-added multirotor using disturbance
observer," IEEE Trans. Control Syst. Technol., vol. 26, no. 4, pp. 1524-
1531, 2017.
[12] D. Alejo, J. A. Cobano, G. Heredia, and A. Ollero, "Collision-free
4-D trajectory planning in unmanned aerial vehicles for assembly and
structure construction," J. Intell. Robot. Syst., vol. 73, no. 1-4, pp. 783-
795, 2014.
[13] H. Kim, H. Lee, S. Choi, Y.-K. Noh, and H. J. Kim, "Motion planning
with movement primitives for cooperative aerial transportation in
obstacle environment," in Proc. IEEE Int. Conf. Robotics and Automation, 2017, pp. 2328-2334.
[14] H. Seo, S. Kim, and H. J. Kim, "Locally optimal trajectory planning
for aerial manipulation in constrained environments," in Proc. IEEE/
RSJ Int. Conf. Intelligent Robots and Systems, 2017, pp. 1719-1724.
[15] G. Garimella and M. Kobilarov, "Towards model-predictive control
for aerial pick-and-place," in Proc. IEEE Int. Conf. Robotics and Automation, 2015., pp. 4692-4697.
[16] S. Karaman and E. Frazzoli, "Sampling-based algorithms for optimal motion planning," Int. J. Robot. Res., vol. 30, no. 7, pp. 846-894,
2011.
[17] T. Matsubara, S. H. Hyon, and J. Morimoto, "Learning parametric
dynamic movement primitives from multiple demonstrations," Neural
Netw., vol. 24, no. 5, pp. 493-500, 2011.
[18] P. Pastor, H. Hoffmann, T. Asfour, and S. Schaal, "Learning and
generalization of motor skills by learning from demonstration," in
Proc. IEEE Int. Conf. Robotics and Automation, 2009, pp. 763-768.
[19] A. J. Ijspeert, J. Nakanishi, and S. Schaal, "Learning attractor landscapes for learning motor primitives," in Proc. Advances in Neural
Information Processing Systems, 2003, pp. 1547-1554.
[20] C. E. Rasmussen, "Gaussian processes in machine learning," in
Advanced Lectures on Machine Learning, O. Bousquet, U. V. Luxburg, and
G. Ratsch, Eds. Berlin: Springer, 2004, pp. 63-71.
Hyoin Kim, Department of Mechanical and Aerospace Engineering, Seoul National University, South Korea. E-mail:
rlagydls@gmail.com. Hyoin Kim and Hoseong Seo contributed equally to this article.
Hoseong Seo, Department of Mechanical and Aerospace Engineering and Automation and Systems Research Institute,
Seoul National University, South Korea. E-mail: hosung9009@
gmail.com. Hyoin Kim and Hoseong Seo contributed equally
to this article.
Clark Youngdong Son, Department of Mechanical and Aerospace Engineering, Seoul National University, South Korea.
E-mail: clark.y.d.son@gmail.com.
Hyeonbeom Lee, Department of Electronics Engineering,
Kyungpook National University, Daegu, South Korea. E-mail:
h.beom.lee@gmail.com.
Suseong Kim, Department of Informatics, University of
Zurich, Switzerland. E-mail: suseong@i.uzh.ch.
H. Jin Kim, Department of Mechanical and Aerospace Engineering and Institute of Engineering Research, Seoul National
University, South Korea. E-mail: hjinkim@snu.ac.kr.
december 2018
*
IEEE ROBOTICS & AUTOMATION MAGAZINE
*
85
IEEE Robotics & Automation Magazine - December 2018
Table of Contents for the Digital Edition of IEEE Robotics & Automation Magazine - December 2018
Contents
IEEE Robotics & Automation Magazine - December 2018 - Cover1
IEEE Robotics & Automation Magazine - December 2018 - Cover2
IEEE Robotics & Automation Magazine - December 2018 - Contents
IEEE Robotics & Automation Magazine - December 2018 - 2
IEEE Robotics & Automation Magazine - December 2018 - 3
IEEE Robotics & Automation Magazine - December 2018 - 4
IEEE Robotics & Automation Magazine - December 2018 - 5
IEEE Robotics & Automation Magazine - December 2018 - 6
IEEE Robotics & Automation Magazine - December 2018 - 7
IEEE Robotics & Automation Magazine - December 2018 - 8
IEEE Robotics & Automation Magazine - December 2018 - 9
IEEE Robotics & Automation Magazine - December 2018 - 10
IEEE Robotics & Automation Magazine - December 2018 - 11
IEEE Robotics & Automation Magazine - December 2018 - 12
IEEE Robotics & Automation Magazine - December 2018 - 13
IEEE Robotics & Automation Magazine - December 2018 - 14
IEEE Robotics & Automation Magazine - December 2018 - 15
IEEE Robotics & Automation Magazine - December 2018 - 16
IEEE Robotics & Automation Magazine - December 2018 - 17
IEEE Robotics & Automation Magazine - December 2018 - 18
IEEE Robotics & Automation Magazine - December 2018 - 19
IEEE Robotics & Automation Magazine - December 2018 - 20
IEEE Robotics & Automation Magazine - December 2018 - 21
IEEE Robotics & Automation Magazine - December 2018 - 22
IEEE Robotics & Automation Magazine - December 2018 - 23
IEEE Robotics & Automation Magazine - December 2018 - 24
IEEE Robotics & Automation Magazine - December 2018 - 25
IEEE Robotics & Automation Magazine - December 2018 - 26
IEEE Robotics & Automation Magazine - December 2018 - 27
IEEE Robotics & Automation Magazine - December 2018 - 28
IEEE Robotics & Automation Magazine - December 2018 - 29
IEEE Robotics & Automation Magazine - December 2018 - 30
IEEE Robotics & Automation Magazine - December 2018 - 31
IEEE Robotics & Automation Magazine - December 2018 - 32
IEEE Robotics & Automation Magazine - December 2018 - 33
IEEE Robotics & Automation Magazine - December 2018 - 34
IEEE Robotics & Automation Magazine - December 2018 - 35
IEEE Robotics & Automation Magazine - December 2018 - 36
IEEE Robotics & Automation Magazine - December 2018 - 37
IEEE Robotics & Automation Magazine - December 2018 - 38
IEEE Robotics & Automation Magazine - December 2018 - 39
IEEE Robotics & Automation Magazine - December 2018 - 40
IEEE Robotics & Automation Magazine - December 2018 - 41
IEEE Robotics & Automation Magazine - December 2018 - 42
IEEE Robotics & Automation Magazine - December 2018 - 43
IEEE Robotics & Automation Magazine - December 2018 - 44
IEEE Robotics & Automation Magazine - December 2018 - 45
IEEE Robotics & Automation Magazine - December 2018 - 46
IEEE Robotics & Automation Magazine - December 2018 - 47
IEEE Robotics & Automation Magazine - December 2018 - 48
IEEE Robotics & Automation Magazine - December 2018 - 49
IEEE Robotics & Automation Magazine - December 2018 - 50
IEEE Robotics & Automation Magazine - December 2018 - 51
IEEE Robotics & Automation Magazine - December 2018 - 52
IEEE Robotics & Automation Magazine - December 2018 - 53
IEEE Robotics & Automation Magazine - December 2018 - 54
IEEE Robotics & Automation Magazine - December 2018 - 55
IEEE Robotics & Automation Magazine - December 2018 - 56
IEEE Robotics & Automation Magazine - December 2018 - 57
IEEE Robotics & Automation Magazine - December 2018 - 58
IEEE Robotics & Automation Magazine - December 2018 - 59
IEEE Robotics & Automation Magazine - December 2018 - 60
IEEE Robotics & Automation Magazine - December 2018 - 61
IEEE Robotics & Automation Magazine - December 2018 - 62
IEEE Robotics & Automation Magazine - December 2018 - 63
IEEE Robotics & Automation Magazine - December 2018 - 64
IEEE Robotics & Automation Magazine - December 2018 - 65
IEEE Robotics & Automation Magazine - December 2018 - 66
IEEE Robotics & Automation Magazine - December 2018 - 67
IEEE Robotics & Automation Magazine - December 2018 - 68
IEEE Robotics & Automation Magazine - December 2018 - 69
IEEE Robotics & Automation Magazine - December 2018 - 70
IEEE Robotics & Automation Magazine - December 2018 - 71
IEEE Robotics & Automation Magazine - December 2018 - 72
IEEE Robotics & Automation Magazine - December 2018 - 73
IEEE Robotics & Automation Magazine - December 2018 - 74
IEEE Robotics & Automation Magazine - December 2018 - 75
IEEE Robotics & Automation Magazine - December 2018 - 76
IEEE Robotics & Automation Magazine - December 2018 - 77
IEEE Robotics & Automation Magazine - December 2018 - 78
IEEE Robotics & Automation Magazine - December 2018 - 79
IEEE Robotics & Automation Magazine - December 2018 - 80
IEEE Robotics & Automation Magazine - December 2018 - 81
IEEE Robotics & Automation Magazine - December 2018 - 82
IEEE Robotics & Automation Magazine - December 2018 - 83
IEEE Robotics & Automation Magazine - December 2018 - 84
IEEE Robotics & Automation Magazine - December 2018 - 85
IEEE Robotics & Automation Magazine - December 2018 - 86
IEEE Robotics & Automation Magazine - December 2018 - 87
IEEE Robotics & Automation Magazine - December 2018 - 88
IEEE Robotics & Automation Magazine - December 2018 - 89
IEEE Robotics & Automation Magazine - December 2018 - 90
IEEE Robotics & Automation Magazine - December 2018 - 91
IEEE Robotics & Automation Magazine - December 2018 - 92
IEEE Robotics & Automation Magazine - December 2018 - 93
IEEE Robotics & Automation Magazine - December 2018 - 94
IEEE Robotics & Automation Magazine - December 2018 - 95
IEEE Robotics & Automation Magazine - December 2018 - 96
IEEE Robotics & Automation Magazine - December 2018 - 97
IEEE Robotics & Automation Magazine - December 2018 - 98
IEEE Robotics & Automation Magazine - December 2018 - 99
IEEE Robotics & Automation Magazine - December 2018 - 100
IEEE Robotics & Automation Magazine - December 2018 - 101
IEEE Robotics & Automation Magazine - December 2018 - 102
IEEE Robotics & Automation Magazine - December 2018 - 103
IEEE Robotics & Automation Magazine - December 2018 - 104
IEEE Robotics & Automation Magazine - December 2018 - 105
IEEE Robotics & Automation Magazine - December 2018 - 106
IEEE Robotics & Automation Magazine - December 2018 - 107
IEEE Robotics & Automation Magazine - December 2018 - 108
IEEE Robotics & Automation Magazine - December 2018 - 109
IEEE Robotics & Automation Magazine - December 2018 - 110
IEEE Robotics & Automation Magazine - December 2018 - 111
IEEE Robotics & Automation Magazine - December 2018 - 112
IEEE Robotics & Automation Magazine - December 2018 - 113
IEEE Robotics & Automation Magazine - December 2018 - 114
IEEE Robotics & Automation Magazine - December 2018 - 115
IEEE Robotics & Automation Magazine - December 2018 - 116
IEEE Robotics & Automation Magazine - December 2018 - 117
IEEE Robotics & Automation Magazine - December 2018 - 118
IEEE Robotics & Automation Magazine - December 2018 - 119
IEEE Robotics & Automation Magazine - December 2018 - 120
IEEE Robotics & Automation Magazine - December 2018 - 121
IEEE Robotics & Automation Magazine - December 2018 - 122
IEEE Robotics & Automation Magazine - December 2018 - 123
IEEE Robotics & Automation Magazine - December 2018 - 124
IEEE Robotics & Automation Magazine - December 2018 - 125
IEEE Robotics & Automation Magazine - December 2018 - 126
IEEE Robotics & Automation Magazine - December 2018 - 127
IEEE Robotics & Automation Magazine - December 2018 - 128
IEEE Robotics & Automation Magazine - December 2018 - 129
IEEE Robotics & Automation Magazine - December 2018 - 130
IEEE Robotics & Automation Magazine - December 2018 - 131
IEEE Robotics & Automation Magazine - December 2018 - 132
IEEE Robotics & Automation Magazine - December 2018 - 133
IEEE Robotics & Automation Magazine - December 2018 - 134
IEEE Robotics & Automation Magazine - December 2018 - 135
IEEE Robotics & Automation Magazine - December 2018 - 136
IEEE Robotics & Automation Magazine - December 2018 - Cover3
IEEE Robotics & Automation Magazine - December 2018 - Cover4
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2023
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2023
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2023
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2023
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2022
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2022
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2022
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2022
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2021
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2021
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2021
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2021
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2020
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2020
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2020
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2020
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2019
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2019
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2019
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2019
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2018
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2018
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2018
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2018
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2017
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2017
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2017
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2017
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2016
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2016
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2016
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2016
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2015
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2015
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2015
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2015
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2014
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2014
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2014
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2014
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2013
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2013
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2013
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2013
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2012
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2012
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2012
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2012
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2011
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2011
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2011
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2011
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2010
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2010
https://www.nxtbookmedia.com