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Survey on Aerial Manipulator: System, Modeling, and Control

Published online by Cambridge University Press:  31 October 2019

Xiangdong Meng Open the ORCID record for Xiangdong Meng [Opens in a new window] ,
Yuqing He  and
Jianda Han
Xiangdong Meng*
Affiliation:
State Key Laboratory of Robotics, Shenyang Institute of Automation, Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang 110016, China University of Chinese Academy of Sciences, Beijing 100049, China
Yuqing He
Affiliation:
State Key Laboratory of Robotics, Shenyang Institute of Automation, Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang 110016, China. E-mail: [email protected]
Jianda Han
Affiliation:
State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China Nankai University, Tianjin 300071, China. E-mail: [email protected]
*
*Corresponding author. E-mail: [email protected]
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Summary

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The aerial manipulator is a special and new type of flying robot composed of a rotorcraft unmanned aerial vehicle (UAV) and a/several manipulator/s. It has gained a lot of attention since its initial appearance in 2010. This is mainly because it enables traditional UAVs to conduct versatile manipulating tasks from air, considerably enriching their applications. In this survey, a complete and systematic review of related research on this topic is conducted. First, various types of structure designs of aerial manipulators are listed out. Subsequently, the modeling and control methods are introduced in detail from the perspective of two types of typical application cases: free-flight and motion-restricted operations. Finally, challenges for future research are presented.

Keywords

Aerial manipulatorManipulationUAVGripper
Type
Articles
Information
Robotica , Volume 38 , Issue 7 , July 2020 , pp. 1288 - 1317
Copyright
© Cambridge University Press 2019

References

Eisenbeiss, H., “A mini unmanned aerial vehicle (UAV): System overview and image acquisition,” Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci. 36(5/W1), 1–7 (2004).Google Scholar
Laliberte, A. S., Herrick, J. E., Rango, A. and Winters, C., “Acquisition, orthorectification, and object-based classification of unmanned aerial vehicle (UAV) imagery for rangeland monitoring,” Photogramm. Eng. Remote Sensing 76(6), 661–672 (2010).CrossRefGoogle Scholar
Alsalam, B. H. Y., Morton, K., Campbell, D. and Gonzalez, F., “Autonomous UAV with Vision Based on-Board Decision Making for Remote Sensing and Precision Agriculture,” IEEE Aerospace Conference, Big Sky, MT, USA (2017) pp. 1–12.Google Scholar
Scherer, J., Yahyanejad, S., Hayat, S., Yanmaz, E., Andre, T., Khan, A. and Rinner, B., “An Autonomous Multi-UAV System for Search and Rescue,” Proceedings of the First Workshop on Micro Aerial Vehicle Networks, Systems, and Applications for Civilian Use, Florence, Italy (2015) pp. 33–38.Google Scholar
Obermeyer, K., “Path Planning for a UAV Performing Reconnaissance of Static Ground Targets in Terrain,” AIAA Guidance, Navigation, and Control Conference, Chicago, Illinois, USA (2009) pp. 5888.Google Scholar
Coffey, T. and Montgomery, J. A., “The emergence of mini UAVs for military applications,” Defense Horiz. 22, 1 (2002).Google Scholar
Abourachid, A. and Hofling, E., “The legs: A key to bird evolutionary success,” J. Ornithol. 153(1), 193–198 (2012).CrossRefGoogle Scholar
Pounds, P. E. I. and Dollar, A., “Hovering Stability of Helicopters with Elastic Constraints,” ASME Dynamic Systems and Control Conference, Cambridge, Massachusetts, USA (2010) pp. 781–788.Google Scholar
Huber, F., Kondak, K., Krieger, K., Sommer, D., Schwarzbach, M., Laiacker, M. and Albu-Schäffer, A., “First Analysis and Experiments in Aerial Manipulation Using Fully Actuated Redundant Robot Arm,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Tokyo, Japan (2013) pp. 3452–3457.Google Scholar
Mellinger, D., Lindsey, Q., Shomin, M. and Kumar, V., “Design, Modeling, Estimation and Control for Aerial Grasping and Manipulation,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), San Francisco, California, USA (2011) pp. 2668–2673.Google Scholar
Korpela, C., Orsag, M., Pekala, M. and Oh, P., “Dynamic Stability of a Mobile Manipulating Unmanned Aerial Vehicle,” IEEE International Conference on Robotics and Automation (ICRA), Karlsruhe, Germany (2013) pp. 4922–4927.Google Scholar
RSS, (2013), Berlin, Germany. URL: http://rss2013.robotics.tu-berlin.de/index.php/workshops/.Google Scholar
ERF, (2014–2018), Berlin, Germany. URL: https://www.eu-robotics.net/robotics_forum/.Google Scholar
ICRA, “Aerial robots physically interacting with the environment,” (2014), Hong Kong, China. URL: http://icra2014.org/conference/workshop_aerialrobots_ICRA2014/.Google Scholar
ICRA, “Aerial robotics manipulation and load transportation,” (2015), Seattle, Washington, USA. URL: http://icra2015.org/conference/workshop-and-tutorial-schedule/.Google Scholar
ICRA, “Aerial robotics manipulation: From simulation to real life,” (2016), Stockholm, Sweden. URL: https://www.icra2016.org/conference/workshops/.Google Scholar
ICRA, “Autonomous structural monitoring and maintenance using aerial robots,” (2017), Marina Bay Sands, Singapore. URL: http://www.icra2017.org/conference/workshops-and-tutorials/.Google Scholar
ICRA, “Aerial robotic inspection and maintenance: Research challenges, field experience and industry needs,” (2018), Brisbane, Australia. URL: https://icra2018.org/accepted-workshops-tutorials/.Google Scholar
IROS, “Aerial robotic manipulation,” (2018), Madrid, Spain. URL: https://www.iros2018.org/tutorials/.Google Scholar
AEROARMS, “Project introduction,” URL: https://aeroarms-project.eu/.Google Scholar
ARCAS, “Project introduction,” URL: http://www.arcas-project.eu/.Google Scholar
AIRobots, “Project introduction,” URL: http://airobots.dei.unibo.it/.Google Scholar
AEROBI, “Project introduction,” URL: http://www.aerobi.eu/.Google Scholar
AEROWORKS, “Project introduction,” URL: http://www.aeroworks2020.eu/.Google Scholar
HYFLIERS, “Project introduction,” URL: http://www.oulu.fi/hyfliers/.Google Scholar
SEIDROB, “Project introduction,” URL: https://seidrob.es/en/.Google Scholar
Spica, R., Franchi, A., Oriolo, G., Bulthoff, H. H. and Giordano, P. R., “Aerial Grasping of a Moving Target with a Quadrotor UAV,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Vilamoura-Algarve, Portugal (2012) pp. 4985–4992.Google Scholar
Wu, C., Qi, J., Song, D., Qi, X., Lin, T. and Han, J., “Development of an Unmanned Helicopter Automatic Barrels Transportation System,”IEEE International Conference on Robotics and Automation (ICRA), Seattle, Washington, USA (2015) pp. 4686–4691.CrossRefGoogle Scholar
Gawel, A., Kamel, M., Novkovic, T., Widauer, J., Schindler, D., Altishofen, B. P. and Nieto, J., “Aerial Picking and Delivery of Magnetic Objects with MAVs,”IEEE International Conference on Robotics and Automation (ICRA), Marina Bay Sands, Singapore (2017) pp. 5746–5752.CrossRefGoogle Scholar
Chi, W., Low, K. H., Hoon, K. H. and Tang, J., “An Optimized Perching Mechanism for Autonomous Perching with a Quadrotor,” IEEE International Conference on Robotics and Automation (ICRA), Hong Kong, China (2014) pp. 3109–3115.CrossRefGoogle Scholar
Jimenez-Cano, A. E., Martin, J., Heredia, G., Ollero, A. and Cano, R., “Control of An Aerial Robot with Multi-Link Arm for Assembly Tasks,” IEEE International Conference on Robotics and Automation (ICRA), Karlsruhe, Germany (2013) pp. 4916–4921.Google Scholar
Jimenez-Cano, A. E., Braga, J., Heredia, G. and Ollero, A., “Aerial Manipulator for Structure Inspection by Contact from the Underside,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Hamburg, Germany (2015) pp. 1879–1884.Google Scholar
Kutia, J. R., Xu, W. and Stol, K. A., “Modeling and Characterization of a Canopy Sampling Aerial Manipulator,” IEEE International Conference on Robotics and Biomimetics (ROBIO), Qingdao, China (2016) pp. 679–684.CrossRefGoogle Scholar
Tsukagoshi, H., Watanabe, M., Hamada, T., Ashlih, D. and Iizuka, R., “Aerial Manipulator with Perching and Door-Opening Capability,” IEEE International Conference on Robotics and Automation (ICRA), Seattle, Washington, USA (2015) pp. 4663–4668.CrossRefGoogle Scholar
Korpela, C., Orsag, M. and Oh, P., “Towards Valve Turning Using a Dual-Arm Aerial Manipulator,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Chicago, Illinois, USA (2014) pp. 3411–3416.Google Scholar
Meng, X., He, Y., Li, Q. and Han, J., “Contact Force Control of an Aerial Manipulator in Pressing an Emergency Switch Process,”IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Madrid, Spain (2018) pp. 2107–2113.CrossRefGoogle Scholar
Park, S., Lee, J., Ahn, J., Kim, M., Her, J., Yang, G. and Lee, D., “ODAR: Aerial manipulation platform enabling omnidirectional wrench generation,” IEEE/ASME Trans. Mechatron. 23(4), 1907–1918 (2018).CrossRefGoogle Scholar
Arleo, G., Caccavale, F., Muscio, G. and Pierri, F., “Control of Quadrotor Aerial Vehicles Equipped with a Robotic Arm,” 21St IEEE Mediterranean Conference on Control and Automation, Platanias-Chania, Crete, Greece (2013) pp. 1174–1180.CrossRefGoogle Scholar
Orsag, M., Korpela, C., Pekala, M. and Oh, P., “Stability Control in Aerial Manipulation,” American Control Conference (ACC), Washington, DC, USA (2013) pp. 5581–5586.Google Scholar
Lippiello, V. and Ruggiero, F., “Cartesian Impedance Control of a UAV with a Robotic Arm,” 10th International IFAC Symposium on Robot Control, Dubrovnik, Croatia (2012).Google Scholar
Meng, X., He, Y., Wang, Q. and Han, J., “Force-Sensorless Contact Force Control of an Aerial Manipulator System,”IEEE International Conference on Real-time Computing and Robotics, Kandima, Maldives (2018) pp. 595–600.Google Scholar
Nonami, K., “Prospect and recent research and development for civil use autonomous unmanned aircraft as UAV and MAV,” J. Syst. Des. Dyn. 1(2), 120–128 (2007).Google Scholar
Petrescu, R. V., Aversa, R. and Akash, B., “Unmanned Helicopters,” J. Aircraft. Spacecraft. Technol. 1(4), 241–248 (2017).CrossRefGoogle Scholar
Korpela, C., Brahmbhatt, P., Orsag, M. and Oh, P., “Towards the Realization of Mobile Manipulating Unmanned Aerial Vehicles (MM-UAV): Peg-in-Hole Insertion Tasks,” IEEE International Conference on Technologies for Practical Robot Applications (TePRA), Woburn, MA, USA (2013) pp. 1–6.Google Scholar
Pounds, P. E. I., Bersak, D. R. and Dollar, A. M., “Practical Aerial Grasping of Unstructured Objects,” IEEE Conference on Technologies for Practical Robot Applications (TePRA), Woburn, MA, USA (2011) pp. 99–104.Google Scholar
Pounds, P. E. I., Bersak, D. R. and Dollar, A. M., “The Yale Aerial Manipulator: Grasping in Flight,” IEEE International Conference on Robotics and Automation (ICRA), Shanghai, China (2011) pp. 2974–2975.Google Scholar
Pounds, P. E. I., Bersak, D. R. and Dollar, A. M., “Grasping from the Air: Hovering Capture and Load Stability,” IEEE International Conference on Robotics and Automation (ICRA), Shanghai, China (2011) pp. 2491–2498.Google Scholar
Backus, S. B., Odhner, L. U. and Dollar, A. M., “Design of Hands for Aerial Manipulation: Actuator Number and Routing for Grasping and Perching,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Chicago, Illinois, USA (2014) pp. 34–40.Google Scholar
Pounds, P. E. I. and Dollar, A. M., “Stability of helicopters in compliant contact under PD-PID control,” IEEE Trans. Rob. 30(6), 1472–1486 (2014).CrossRefGoogle Scholar
Kondak, K., Krieger, K., Albu-Schaeffer, A., Schwarzbach, M., Laiacker, M., Maza, I. and Ollero, A., “Closed-loop behavior of an autonomous helicopter equipped with a robotic arm for aerial manipulation tasks,” Int. J. Adv. Rob. Syst. 10(2), 145 (2013).CrossRefGoogle Scholar
Kondak, K., Huber, F., Schwarzbach, M., Laiacker, M., Sommer, D., Bejar, M. and Ollero, A., “Aerial Manipulation Robot Composed of an Autonomous Helicopter and a 7 Degrees of Freedom Industrial Manipulator,” IEEE International Conference on Robotics and Automation (ICRA), Hong Kong, China (2014) pp. 2107–2112.CrossRefGoogle Scholar
Kim, M. J., Kondak, K. and Ott, C., “A stabilizing controller for regulation of UAV with manipulator,” IEEE Rob. Autom. Lett. 3(3), 1719–1726 (2018).CrossRefGoogle Scholar
Kim, J., Balachandran, R. and Marco, D., “Passive Compliance Control of Aerial Manipulators,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Madrid, Spain (2018) pp. 4177–4184.CrossRefGoogle Scholar
Yang, B., He, Y., Han, J. and Liu, G., “Modeling and control of rotor-flying multi-joint manipulator,” IFAC Proc. Vols. 47(3), 11024–11029 (2014).CrossRefGoogle Scholar
Yang, B., He, Y., Han, J. and Liu, G., “Dynamics Modeling and Performance Comparisons of Two Different Rotor Flying Manipulators: Main-Tail-Rotor vs Eight-Rotor,” IEEE International Conference on Robotics and Biomimetics (ROBIO), Bali, Indonesia (2014) pp. 1339–1344.Google Scholar
Yang, B., He, Y., Han, J. and Liu, G., “Rotor-Flying Manipulator: Modeling, Analysis, and Control,” Mathematical Problems in Engineering 1(1), 1–13 (2014).Google Scholar
Song, D., Meng, X., Qi, J. and Han, J., “Strategy of dynamic modeling and predictive control on 3-D of rotorcraft aerial manipulator system,” Jiqiren/Robot 37(2), 152–160 (2015).Google Scholar
Yang, B., He, Y., Han, J. and Liu, G., “Survey on aerial manipulator systems,” Jiqiren/Robot 37(5), 628–640 (2015).Google Scholar
Lin, T., Li, Y. and Qi, J., “Modeling and Controller Design of Hydraulic Rotorcraft Aerial Manipulator,” 27th Chinese Control and Decision Conference (CCDC), Qingdao, China (2015) pp. 5446–5452.Google Scholar
McArthur, D. R., Chowdhury, A. B. and Cappelleri, D. J., “Design of the I-Boomcopter UAV for Environmental Interaction,” IEEE International Conference on Robotics and Automation (ICRA), Marina Bay Sands, Singapore (2017) pp. 5209–5214.Google Scholar
McArthur, D. R., Chowdhury, A. B. and Cappelleri, D. J., “Autonomous Control of the Interacting-Boomcopter UAV for Remote Sensor Mounting,” IEEE International Conference on Robotics and Automation (ICRA), Brisbane, Australia (2018) pp. 1–6.Google Scholar
Papachristos, C., Alexis, K. and Tzes, A., “Efficient Force Exertion for Aerial Robotic Manipulation: Exploiting the Thrust-Vectoring Authority of a Tri-Tiltrotor UAV,” IEEE International Conference on Robotics and Automation (ICRA), Hong Kong, China (2014) pp. 4500–4505.CrossRefGoogle Scholar
Ryll, M., Muscio, G., Pierri, F., Cataldi, E., Antonelli, G., Caccavale, F. and Franchi, A., “6D Physical Interaction with a Fully Actuated Aerial Robot,”IEEE International Conference on Robotics and Automation (ICRA), Marina Bay Sands, Singapore (2017) pp. 5190–5195.CrossRefGoogle Scholar
Staub, N., Bicego, D., Sable, Q., Arellano, V., Mishra, S. and Franchi, A., “Towards a Flying Assistant Paradigm: The OTHex,” IEEE 2018 International Conference on Robotics and Automation (ICRA), Brisbane, Australia (2018).Google Scholar
Tognon, M., Cataldi, E., Chavez, H. A. T., Antonelli, G., Cortes, J. and Franchi, A., “Control-aware motion planning for task-constrained aerial manipulation,” IEEE Rob. Autom. Lett. 3(3), 2478–2484 (2018).CrossRefGoogle Scholar
Voyles, R. and Jiang, G., “Hexrotor UAV Platform Enabling Dextrous Interaction with Structures—Preliminary Work,”IEEE International Symposium on Safety, Security, and Rescue Robotics (SSRR), College Station, Texas, USA (2012) pp. 1–7.Google Scholar
Kobilarov, M., “Nonlinear trajectory control of multi-body aerial manipulators,” J. Intell. Robot. Syst. 73(1–4), 679–692 (2014).CrossRefGoogle Scholar
Heredia, G., Jimenez-Cano, A. E., Sanchez, I., Llorente, D., Vega, V., Braga, J. and Ollero, A., “Control of a Multirotor Outdoor Aerial Manipulator,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Chicago, Illinois, USA (2014) pp. 3417–3422.Google Scholar
Gabrich, B., Saldana, D., Kumar, V. and Yim, M., “A Flying Gripper Based on Cuboid Modular Robots,” IEEE International Conference on Robotics and Automation (ICRA), Brisbane, Australia (2018) pp. 7024–7030.CrossRefGoogle Scholar
Keemink, A. Q., Fumagalli, M., Stramigioli, S. and Carloni, R., “Mechanical Design of a Manipulation System for Unmanned Aerial Vehicles,” IEEE International Conference on Robotics and Automation (ICRA), St Paul, Minnesota, USA (2012) pp. 3147–3152.Google Scholar
Zhang, Y., Xiang, C. and Xu, B., “Design and Implementation of a Novel Aerial Manipulator with Tandem Ducted Fans,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Madrid, Spain (2018) pp. 4210–4217.CrossRefGoogle Scholar
Korpela, C., Orsag, M., Danko, T., Kobe, B., McNeil, C., Pisch, R. and Oh, P., “Flight Stability in Aerial Redundant Manipulators,” IEEE International Conference on Robotics and Automation (ICRA), St Paul, Minnesota, USA (2012) pp. 3529–3530.Google Scholar
Ghadiok, V., Goldin, J. and Ren, W., “Autonomous Indoor Aerial Gripping Using a Quadrotor,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), San Francisco, California, USA (2011) pp. 4645–4651.Google Scholar
Augugliaro, F., Lupashin, S., Hamer, M., Male, C., Hehn, M., Mueller, M. and Andrea, R., “The flight assembled architecture installation: Cooperative construction with flying machines,” IEEE Control Syst. 34(4), 46–64 (2014).Google Scholar
Popek, K. M., Johannes, M. S., Wolfe, K. C., Hegeman, R. A., Hatch, J. M., Moore, J. L., Katyal, K. D., Yeh, B. Y. and Bamberger, R. J., “Autonomous Grasping Robotic Aerial System for Perching (AGRASP),” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Madrid, Spain (2018) pp. 6220–6225.Google Scholar
Kalantari, A., Mahajan, K., Ruffatto, D. and Spenko, M., “Autonomous Perching and Take-Off on Vertical Walls for a Quadrotor Micro Air Vehicle,” IEEE International Conference on Robotics and Automation (ICRA), Seattle, Washington, USA (2015) pp. 4669–4674.CrossRefGoogle Scholar
Doyle, C. E., Bird, J. J., Isom, T. A., Kallman, J. C., Bareiss, D. F., Dunlop, D. J. and Minor, M. A., “An avian-inspired passive mechanism for quadrotor perching,” IEEE/ASME Trans. Mechatron. 18(2), 506–517 (2013).CrossRefGoogle Scholar
Baizid, K., Giglio, G., Pierri, F., Trujillo, M. A., Antonelli, G., Caccavale, F. and Ollero, A., “Experiments on Behavioral Coordinated Control of an Unmanned Aerial Vehicle Manipulator System,”IEEE International Conference on Robotics and Automation (ICRA), Seattle, Washington, USA (2015) pp. 4680–4685.CrossRefGoogle Scholar
Seo, H., Kim, S. and Kim, H. J., “Aerial Grasping of Cylindrical Object Using Visual Servoing Based on Stochastic Model Predictive Control,” IEEE International Conference on Robotics and Automation (ICRA), Singapore (2017) pp. 6362–6368.Google Scholar
Zhang, G., He, Y., Dai, B. and Han, J., “Grasp a Moving Target from the Air: System and Control of an Aerial Manipulator,” IEEE International Conference on Robotics and Automation (ICRA), Brisbane, Australia (2018) pp. 1681–1687.CrossRefGoogle Scholar
Garimella, G. and Kobilarov, M., “Towards Model-Predictive Control for Aerial Pick-and-Place,” IEEE International Conference on Robotics and Automation (ICRA), Seattle, Washington, USA (2015) pp. 4692–4697.CrossRefGoogle Scholar
Bellicoso, C. D., Buonocore, L. R., Lippiello, V. and Siciliano, B., “Design, Modeling and Control of a 5-DoF Light-Weight Robot Arm for Aerial Manipulation,” 23th Mediterranean Conference on Control and Automation (MED), Torremolinos, Spain (2015) pp. 853–858.CrossRefGoogle Scholar
Scholten, J. L., Fumagalli, M., Stramigioli, S. and Carloni, R., “Interaction Control of an UAV Endowed with a Manipulator,” IEEE International Conference on Robotics and Automation (ICRA), Karlsruhe, Germany (2013) pp. 4910–4915.Google Scholar
Macchelli, A., Forte, F. and Keemink, A. Q. L., “Developing an aerial manipulator prototype,” IEEE Rob. Autom. Mag. 21(3), 41–55 (2014).Google Scholar
Kamel, M., Alexis, K. and Siegwart, R., “Design and Modeling of Dexterous Aerial Manipulator,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Daejeon, South Korea (2016) pp. 4870–4876.CrossRefGoogle Scholar
Danko, T. W., Chaney, K. P. and Oh, P. Y., “A Parallel Manipulator for Mobile Manipulating UAVs,” IEEE International Conference on Technologies for Practical Robot Applications (TePRA), Woburn, MA, USA (2015) pp. 1–6.Google Scholar
Jesus, M., Gomez, G. and Gandarias, M., “Methods for Autonomous Wristband Placement with a Search-and-Rescue Aerial Manipulator,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Madrid, Spain (2018) pp. 7838–7844.Google Scholar
Forte, F., Naldi, R., Macchelli, A. and Marconi, L., “On the Control of an Aerial Manipulator Interacting with the Environment,” IEEE International Conference on Robotics and Automation (ICRA), Hong Kong, China (2014) pp. 4487–4492.CrossRefGoogle Scholar
Hamaza, S., Georgilas, I., Richardson, T., “An Adaptive-Compliance Manipulator for Contact-Based Aerial Applications,” IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM), Auckland, New Zealand (2018) pp. 730–735.CrossRefGoogle Scholar
Bartelds, T. J., Capra, A., Hamaza, S., Stramigioli, S. and Fumagalli, M., “Compliant aerial manipulators: Toward a new generation of aerial robotic workers,” IEEE Rob. Autom. Lett. 1(1), 477–483 (2016).CrossRefGoogle Scholar
Wopereis, H. W., Molen, T. D., Post, T. H., Stramigioli, S. and Fumagalli, M., “Mechanism for Perching on Smooth Surfaces Using Aerial Impacts,” IEEE International Symposium on Safety, Security and Rescue Robotics (SSRR), Lausanne, Switzerland (2016) pp. 154–159.CrossRefGoogle Scholar
Sanchez, M. I., Acosta, J. A. and Ollero, A., “Integral Action in First-Order Closed-Loop Inverse Kinematics Application to Aerial Manipulators,” IEEE International Conference on Robotics and Automation (ICRA), Seattle, Washington, USA (2015) pp. 5297–5302.CrossRefGoogle Scholar
Danko, T. W. and Oh, P. Y., “A Hyper-Redundant Manipulator for Mobile Manipulating Unmanned Aerial Vehicles,” International Conference on Unmanned Aircraft Systems (ICUAS) , Atlanta, Georgia, USA (2013) pp. 974–981.CrossRefGoogle Scholar
Ding, X. and Yu, Y., “Dynamic Analysis, Optimal Planning and Composite Control for Aerial Arm-Operating with a Multi-Propeller Multifunction Aerial Robot,”IEEE International Conference on Mechatronics and Automation (ICMA), Chengdu, China (2012) pp. 420–427.Google Scholar
Ding, X. and Yu, Y., “Motion planning and stabilization control of a multi propeller multifunction aerial robot,” IEEE/ASME Trans. Mechatron. 18(2), 645–656 (2013).CrossRefGoogle Scholar
Yu, Y. and Ding, X., “Safe landing analysis of a quadrotor aircraft with two legs,” J. Intell. Rob. Syst. 76(3–4), 527–537 (2014).CrossRefGoogle Scholar
Caballero, A., Suarez, A. and Real, F., “First Experimental Results on Motion Planning for Transportation in Aerial Long-Reach Manipulators with Two Arms,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Madrid, Spain (2018) pp. 8471–8477.CrossRefGoogle Scholar
Suarez, A., Soria, P. R., Heredia, G., Arrue, B. C. and Ollero, A., “Anthropomorphic, Compliant and Lightweight Dual Arm System for Aerial Manipulation,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Vancouver, British Columbia, Canada (2017) pp. 992–997.CrossRefGoogle Scholar
Suarez, A., Heredia, G. and Ollero, A., “Physical-virtual impedance control in ultra-lightweight and compliant dual arm aerial manipulators,” IEEE Rob. Autom. Lett. 3(3), 2553–2560 (2018).CrossRefGoogle Scholar
Lippiello, V., Fontanelli, G. A. and Ruggiero, F., “Image-based visual-impedance control of a dual-arm aerial manipulator,” IEEE Rob. Autom. Lett. 3(3), 1856–1863 (2018).CrossRefGoogle Scholar
Orsag, M., Korpela, C. and Oh, P., “Modeling and control of MM-UAV: Mobile manipulating unmanned aerial vehicle,” J. Intell. Rob. Syst. 69(1–4), 227–240 (2013).CrossRefGoogle Scholar
Kutia, J. R., Stol, K. A. and Xu, W., “Canopy Sampling Using an Aerial Manipulator: A Preliminary Study,” International Conference on Unmanned Aircraft Systems (ICUAS), Denver, Colorado, USA (2015) pp. 477–484.CrossRefGoogle Scholar
Salaan, C. J., Tadakuma, K., Okada, Y., Takane, E., Ohno, K. and Tadokoro, S., “UAV with Two Passive Rotating Hemispherical Shells for Physical Interaction and Power Tethering in a Complex Environment,” IEEE International Conference on Robotics and Automation (ICRA), Singapore (2017) pp. 3305–3312.Google Scholar
Paul, H., Ono, K., Ladig, R. and Shimonomura, K., “A Multirotor Platform Employing a Three-Axis Vertical Articulated Robotic Arm for Aerial Manipulation Tasks,” IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM), Auckland, New Zealand (2018) pp. 478–485.CrossRefGoogle Scholar
Hawkes, E. W., Christensen, D. L., Eason, E. V., Estrada, M. A., Heverly, M., Hilgemann, E. and Cutkosky, M. R., “Dynamic Surface Grasping with Directional Adhesion,” IEEE/RSJ International Conference on Intelligent Robots and Systems, Tokyo, Japan (2013) pp. 5487–5493.CrossRefGoogle Scholar
Estrada, M. A., Mintchev, S., Christensen, D. L., Cutkosky, M. R. and Floreano, D., “Forceful manipulation with micro air vehicles,” Sci. Rob. 3(23), eaau6903 (2018).CrossRefGoogle Scholar
Kim, S., Choi, S. and Kim, H. J., “Aerial Manipulation Using A Quadrotor with a Two DOF Robotic Arm,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Tokyo, Japan (2013) pp. 4990–4995.Google Scholar
Vempati, A., Kamel, M. and Stilinovic, N., “PaintCopter: An autonomous UAV for spray painting on 3D surfaces,” IEEE Rob. Autom. Lett. 3(4), 2862–2869 (2018).CrossRefGoogle Scholar
Danko, T. W. and Oh, P. Y., “Evaluation of Visual Servoing Control of Aerial Manipulators Using Test Gantry Emulation,” International Conference on Unmanned Aircraft Systems (ICUAS), Orlando, Florida, USA (2014) pp. 821–829.CrossRefGoogle Scholar
Lippiello, V., Cacace, J., Santamaria-Navarro, A., Andrade-Cetto, J., Trujillo, M. A., Esteves, Y. R. and Viguria, A., “Hybrid visual servoing with hierarchical task composition for aerial manipulation,” IEEE Rob. Autom. Lett. 1(1), 259–266 (2016).CrossRefGoogle Scholar
Kim, S., Seo, H., Choi, S. and Kim, H. J., “Vision-guided aerial manipulation using a multirotor with a robotic arm,” IEEE/ASME Trans. Mechatron. 21(4), 1912–1923 (2016).CrossRefGoogle Scholar
Fang, L., Chen, H., Lou, Y. and Liu, Y., “Visual Grasping for a Lightweight Aerial Manipulator Based on NSGA-II and Kinematic Compensation,” IEEE International Conference on Robotics and Automation (ICRA), Brisbane, Australia (2018) pp. 1–6.Google Scholar
Thomas, J., Loianno, G., Sreenath, K. and Kumar, V., “Toward Image Based Visual Servoing for Aerial Grasping and Perching,” IEEE International Conference on Robotics and Automation (ICRA), Hong Kong, China (2014) pp. 2113–2118.CrossRefGoogle Scholar
Santamaria-Navarro, A., Grosch, P., Lippiello, V., Sola, J. and Andrade-Cetto, J., “Uncalibrated visual servo for unmanned aerial manipulation,” IEEE/ASME Trans. Mechatron. 22(4), 1610–1621 (2017).CrossRefGoogle Scholar
Darivianakis, G., Alexis, K., Burri, M. and Siegwart, R., “Hybrid Predictive Control for Aerial Robotic Physical Interaction Towards Inspection Operations,” IEEE International Conference on Robotics and Automation (ICRA), Hong Kong, China (2014) pp. 53–58.CrossRefGoogle Scholar
Kutia, J. R., Stol, K. A. and Xu, W., “Aerial manipulator interactions with trees for canopy sampling,” IEEE/ASME Trans. Mechatron. 23(4), 1740–1749 (2018).CrossRefGoogle Scholar
Kim, S., Seo, H. and Kim, H. J., “Operating an Unknown Drawer Using an Aerial Manipulator,” IEEE International Conference on Robotics and Automation (ICRA), Seattle, Washington, USA (2015) pp. 5503–5508.CrossRefGoogle Scholar
Dicker, G., Chui, F. and Sharf, I., “Quadrotor Collision Characterization and Recovery Control,” IEEE International Conference on Robotics and Automation (ICRA), Singapore (2017) pp. 5830–5836.Google Scholar
Sun, Y., Plowcha, A., Nail, M., Elbaum, S., Terry, B. and Detweiler, C., “Unmanned Aerial Auger for Underground Sensor Installation,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Madrid, Spain (2018) pp. 1374–1381.CrossRefGoogle Scholar
Alexis, K., Huerzeler, C. and Siegwart, R., “Hybrid Modeling and Control of a Coaxial Unmanned Rotorcraft Interacting with Its Environment Through Contact,”IEEE International Conference on Robotics and Automation (ICRA), Karlsruhe, Germany (2013) pp. 5417–5424.Google Scholar
Nguyen, H. N., Ha, C. S. and Lee, D., “Mechanics, control and internal dynamics of quadrotor tool operation,” Automatica 61, 289–301 (2015).CrossRefGoogle Scholar
Hamaza, S., Georgilas, I. and Richardson, T., “Towards an Adaptive Compliant Aerial Manipulator for Contact-Based Interaction,”IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Madrid, Spain (2018) pp. 7448–7453.Google Scholar
Albers, A., Trautmann, S., Howard, T., Nguyen, T. A., Frietsch, M. and Sauter, C., “Semi-Autonomous Flying Robot for Physical Interaction with Environment,” IEEE Conference on Robotics Automation and Mechatronics (RAM), Singapore (2010) pp. 441–446.Google Scholar
Car, M., Ivanovic, A. and Orsag, M., “Impedance Based Force Control for Aerial Robot Peg-in-Hole Insertion Tasks,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Madrid, Spain (2018) pp. 6734–6739.CrossRefGoogle Scholar
Ikeda, T., Yasui, S., Fujihara, M., Ohara, K., Ashizawa, S., Ichikawa, A. and Fukuda, T., “Wall Contact by Octo-Rotor UAV with One DoF Manipulator for Bridge Inspection,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Vancouver, British Columbia, Canada (2017) pp. 5122–5127.CrossRefGoogle Scholar
Jimenez-Cano, A. E., Heredia, G. and Ollero, A., “Aerial Manipulator with a Compliant arm for Bridge Inspection,” International Conference on Unmanned Aircraft Systems (ICUAS), Miami, Florida, USA (2017) pp. 1217–1222.CrossRefGoogle Scholar
Ollero, A., Heredia, G., Franchi, A., Antonelli, G., Kondak, K., Sanfeliu, A. and Santamaria-Navarro, A, “The AEROARMS project: Aerial robots with advanced manipulation capabilities for inspection and maintenance,” IEEE Rob. Autom. Mag. 25(4), 12–23 (2018).CrossRefGoogle Scholar
Jiang, G., Voyles, R., Sebesta, K. and Greiner, H., “Estimation and Optimization of Fully-Actuated Multirotor Platform with Nonparallel Actuation Mechanism,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Vancouver, British Columbia, Canada (2017) pp. 6843–6848.CrossRefGoogle Scholar
Alexis, K., Darivianakis, G., Burri, M. and Siegwart, R., “Aerial robotic contact-based inspection: Planning and control,” Auton. Robot. 40(4), 631–655 (2016).CrossRefGoogle Scholar
Suarez, A., Heredia, G. and Ollero, A., “Lightweight Compliant Arm with Compliant Finger for Aerial Manipulation and Inspection,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Daejeon, South Korea (2016) pp. 4449–4454.CrossRefGoogle Scholar
Mebarki, R., Lippiello, V. and Siciliano, B., “Toward Image-Based Visual Servoing for Cooperative Aerial Manipulation,” IEEE International Conference on Robotics and Automation (ICRA), Seattle, Washington, USA (2015) pp. 6074–6080.CrossRefGoogle Scholar
Kim, H., Lee, H., Choi, S., Noh, Y. K. and Kim, H. J., “Motion Planning with Movement Primitives for Cooperative Aerial Transportation in Obstacle Environment,” IEEE International Conference on Robotics and Automation (ICRA), Singapore (2017) pp. 2328–2334.Google Scholar
Lee, H., Kim, H., Kim, W. and Kim, H. J., “An integrated framework for cooperative aerial manipulators in unknown environments,” IEEE Rob. Autom. Lett. 3(3), 2307–2314 (2018).CrossRefGoogle Scholar
Kim, S., Seo, H., Shin, J. and Kim, H. J., “Cooperative aerial manipulation using multirotors with multi-DOF robotic arms,” IEEE/ASME Trans. Mechatron. 23(2), 702–713 (2018).CrossRefGoogle Scholar
Gioioso, G., Franchi, A., Salvietti, G., Scheggi, S. and Prattichizzo, D., “The Flying Hand: A Formation of UAVs for Cooperative Aerial Tele-Manipulation,” IEEE International Conference on Robotics and Automation (ICRA), Hong Kong, China (2014) pp. 4335–4341.CrossRefGoogle Scholar
Nguyen, H. N., Park, S. and Lee, D., “Aerial Tool Operation System Using Quadrotors as Rotating Thrust Generators,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Hamburg, Germany (2015) pp. 1285–1291.CrossRefGoogle Scholar
Anzai, T., Zhao, M., Nozawa, S., Shi, F., Okada, K. and Inaba, M., “Aerial Grasping Based on Shape Adaptive Transformation by HALO: Horizontal Plane Transformable Aerial Robot with Closed-Loop Multi-Links Structure,”IEEE International Conference on Robotics and Automation (ICRA), Brisbane, Australia (2018) pp. 6990–6996.CrossRefGoogle Scholar
Zhao, N., Luo, Y., Deng, H., Shen, Y. and Xu, H., “The Deformable Quad-Rotor Enabled and Wasp-Pedal-Carrying Inspired Aerial Gripper,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Madrid, Spain (2018) pp. 7825–7830.Google Scholar
Staub, N., Mohammadi, M., Bicego, D., Prattichizzo, D. and Franchi, A., “Towards Robotic MAGMaS: Multiple Aerial-Ground Manipulator Systems,” IEEE International Conference on Robotics and Automation (ICRA), Singapore (2017) pp. 1307–1312.Google Scholar
Yang, H., Staub, N. and Franchi, A., “Modeling and Control of Multiple Aerial-Ground Manipulator System (MAGMaS) with Load Flexibility,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Madrid, Spain (2018) pp. 4840–4847.Google Scholar
Lindsey, Q., Mellinger, D. and Kumar, V., “Construction with quadrotor teams,” Auton. Robot. 33(3), 323–336 (2012).CrossRefGoogle Scholar
Thomas, J., Polin, J., Sreenath, K. and Kumar, V., “Avian-Inspired Grasping for Quadrotor Micro UAVs,” ASME 2013 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, Portland, OR, USA (2013).CrossRefGoogle Scholar
Thomas, J., Loianno, G., Daniilidis, K. and Kumar, V., “Visual servoing of quadrotors for perching by hanging from cylindrical objects,” IEEE Rob. Autom. Lett. 1(1), 57–64 (2016).CrossRefGoogle Scholar
Mulgaonkar, Y., Araki, B., Koh, J. S., Guerrero-Bonilla, L., Aukes, D. M., Makineni, A. and Kumar, V., “The Flying Monkey: A Mesoscale Robot That Can Run, Fly, and Grasp,” IEEE International Conference on Robotics and Automation (ICRA), Stockholm, Sweden (2016) pp. 4672–4679.CrossRefGoogle Scholar
Forte, F., Naldi, R., Macchelli, A. and Marconi, L., “Impedance Control of an Aerial Manipulator,” American Control Conference (ACC), Montreal, Canada (2012) pp. 3839–3844.Google Scholar
Nguyen, H. N. and Lee, D., “Hybrid Force/Motion Control and Internal Dynamics of Quadrotors for Tool Operation,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Tokyo, Japan (2013) pp. 3458–3464.Google Scholar
Gioioso, G., Mohammadi, M., Franchi, A. and Prattichizzo, D., “A Force-Based Bilateral Teleoperation Framework for Aerial Robots in Contact with the Environment,” IEEE International Conference on Robotics and Automation (ICRA), Seattle, Washington, USA (2015) pp. 318–324.CrossRefGoogle Scholar
Tognon, M., Yuksel, B., Buondonno, G. and Franchi, A., “Dynamic Decentralized Control for Protocentric Aerial Manipulators,” IEEE International Conference on Robotics and Automation (ICRA), Singapore (2017) pp. 6375–6380.Google Scholar
Meng, X., He, Y., Gu, F. and Han, J., “Design and Implementation of Rotor Aerial Manipulator System,”IEEE International Conference on Robotics and Biomimetics (ROBIO), Qingdao, China (2016) pp. 673–678.CrossRefGoogle Scholar
Meng, X., He, Y., Gu, F. and Han, J., “Dynamics Modeling and Simulation Analysis for Rotorcraft Aerial Manipulator System,”Chinese Control Conference (CCC), Dalian, China (2017) pp. 1156–1161.Google Scholar
Ruggiero, F., Trujillo, M. A., Cano, R., Ascorbe, H., Viguria, A., Perez, C. and Siciliano, B., “A Multilayer Control for Multirotor UAVs Equipped with a Servo Robot Arm,” IEEE International Conference on Robotics and Automation (ICRA), Seattle, Washington, USA (2015) pp. 4014–4020.CrossRefGoogle Scholar
Miyazaki, R., Jiang, R. and Paul, H., “Airborne Docking for Multi-Rotor Aerial Manipulations,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Madrid, Spain (2018) pp. 4708–4714.CrossRefGoogle Scholar
Yuksel, B., Mahboubi, S., Secchi, C., Bulthoff, H. H. and Franchi, A., “Design, Identification and Experimental Testing of a Light-Weight Flexible-Joint Arm for Aerial Physical Interaction,”IEEE International Conference on Robotics and Automation (ICRA), Seattle, Washington, USA (2015) pp. 870–876.CrossRefGoogle Scholar
Wopereis, H. W., Hoekstra, J. J., Post, T. H., Folkertsma, G. A., Stramigioli, S. and Fumagalli, M., “Application of Substantial and Sustained Force to Vertical Surfaces Using a Quadrotor,” IEEE International Conference on Robotics and Automation (ICRA), Singapore (2017) pp. 2704–2709.Google Scholar
Pierri, F., Muscio, G. and Caccavale, F., “An adaptive hierarchical control for aerial manipulators,” Robotica 36(10), 1527–1550 (2018).CrossRefGoogle Scholar
Car, M., Ivanovic, A., Orsag, M. and Bogdan, S., “Position-Based Adaptive Impedance Control for a UAV,” International Conference on Unmanned Aircraft Systems (ICUAS), Dallas, Texas, USA (2018) pp. 957–963.Google Scholar
Caballero, A., Bejar, M., Rodriguez-Castano, A. and Ollero, A., “Motion Planning for Long Reach Manipulation in Aerial Robotic Systems with Two Arms,” European Conference on Mobile Robots (ECMR), Paris, France (2017) pp. 1–7.Google Scholar
Lee, D. and Ha, C., “Mechanics and Control of Quadrotors for Tool Operation,” ASME 2012 5th Annual Dynamic Systems and Control Conference joint with the JSME 2012 11th Motion and Vibration Conference, Fort Lauderdale, Florida, USA (2012) pp. 177–184.Google Scholar
Seo, H., Kim, S. and Kim, H. J., “Locally Optimal Trajectory Planning for Aerial Manipulation in Constrained Environments,”IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Vancouver, British Columbia, Canada (2017) pp. 1719–1724.CrossRefGoogle Scholar
Zhang, G., He, Y., Gu, F. and Han, J., “Varying Inertial Parameters Model Based Robust Control for an Aerial Manipulator,” IEEE International Conference on Robotics and Biomimetics (ROBIO), Qingdao, China (2016) pp. 696–701.CrossRefGoogle Scholar
Orsag, M., Korpela, C. M., Bogdan, S. and Oh, P. Y., “Hybrid adaptive control for aerial manipulation,” J. Intell. Rob. Syst. 73(1-4), 693–707 (2014).CrossRefGoogle Scholar
Santamaria, N., Lippiello, V. and Andrade-Cetto, J., “Task Priority Control for Aerial Manipulation,” IEEE International Symposium on Safety, Security and Rescue Robotics, Toyako, Hokkaido, Japan (2014) pp. 1–6.Google Scholar
Cataldi, E., Muscio, G., Trujillo, M. A., Rodriguez, Y., Pierri, F., Antonelli, G. and Ollero, A., “Impedance Control of an Aerial-Manipulator: Preliminary Results,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Daejeon, South Korea (2016) pp. 3848–3853.CrossRefGoogle Scholar
Delamare, Q., Giordano, P. R. and Franchi, A., “Toward aerial physical locomotion: The contact-fly-contact problem,” IEEE Rob. Autom. Lett. 3(3), 1514–1521 (2018).CrossRefGoogle Scholar
Gioioso, G., Ryll, M., Prattichizzo, D., Bulthoff, H. H. and Franchi, A., “Turning a Near-Hovering Controlled Quadrotor into a 3D Force Effector,” IEEE International Conference on Robotics and Automation (ICRA), Hong Kong, China (2014) pp. 6278–6284.CrossRefGoogle Scholar
Mersha, A. Y., Stramigioli, S. and Carloni, R., “Variable Impedance Control for Aerial Interaction,”IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Chicago, Illinois, USA (2014) pp. 3435–3440.Google Scholar
Nayak, V., Papachristos, C. and Alexis, K., “Design and Control of an Aerial Manipulator for Contact-Based Inspection,” arXiv preprint arXiv:1804.03756 (2018).Google Scholar
Fresk, E., Wuthier, D. and Nikolakopoulos, G., “Generalized Center of Gravity Compensation for Multirotors with Application to Aerial Manipulation,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Vancouver, British Columbia, Canada (2017) pp. 4424–4429.CrossRefGoogle Scholar
Ohnishi, Y., Takaki, T., Aoyama, T. and Ishii, I., “Development of a 4-Joint 3-DOF Robotic Arm with Anti-Reaction Force Mechanism for a Multi-Copter,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Vancouver, British Columbia, Canada (2017) pp. 985–991.CrossRefGoogle Scholar
Escareno, J., Rakotondrabe, M., Flores, G. and Lozano, R., “Rotorcraft MAV Having an Onboard Manipulator: Longitudinal Modeling and Robust Control,”European Control Conference (ECC), Zurich, Switzerland (2013) pp. 3258–3263.Google Scholar
Rossi, R., Santamaria-Navarro, A., Andrade-Cetto, J. and Rocco, P., “Trajectory generation for unmanned aerial manipulators through quadratic programming,” IEEE Rob. Autom. Lett. 2(2), 389–396 (2017).CrossRefGoogle Scholar
Craig, J. J., Introduction to Robotics: Mechanics and Control (Pearson, Prentice Hall, Upper Saddle River, NJ, 2005).Google Scholar
Villani, L. and Schutter, J., Springer Handbook of Robotics (Springer, Berlin, 2016).Google Scholar
Hogan, N., “Impedance control: An approach to manipulation: Part II-Implementation,” Journal of dynamic systems, measurement, and control 107(1), 8–16 (1985).CrossRefGoogle Scholar
Xiangdong, M., Yuqing, H., Hongda, Z., Liying, Y., Feng, G. and Jianda, H.. “Contact force control of aerial manipulator systems,” Control Theory & Applications (2019), 36, accepted.Google Scholar