Reinforcement Learning versus Conventional Control for Controlling a Planar Bi-rotor Platform with Tail Appendage

[1]  Kenji Kawaguchi,et al.  Deep Learning without Poor Local Minima , 2016, NIPS.

[2]  Martial Hebert,et al.  Learning monocular reactive UAV control in cluttered natural environments , 2012, 2013 IEEE International Conference on Robotics and Automation.

[3]  Sergey Levine,et al.  Learning deep control policies for autonomous aerial vehicles with MPC-guided policy search , 2015, 2016 IEEE International Conference on Robotics and Automation (ICRA).

[4]  Vijay R. Kumar,et al.  Autonomous Flight , 2018, Annu. Rev. Control. Robotics Auton. Syst..

[5]  Lixing Han,et al.  Implementing the Nelder-Mead simplex algorithm with adaptive parameters , 2010, Computational Optimization and Applications.

[6]  Sven Behnke,et al.  Analytical time-optimal trajectory generation and control for multirotors , 2016, 2016 International Conference on Unmanned Aircraft Systems (ICUAS).

[7]  Raffaello D'Andrea,et al.  Quadrocopter performance benchmarking using optimal control , 2011, 2011 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[8]  Claire J. Tomlin,et al.  Learning quadrotor dynamics using neural network for flight control , 2016, 2016 IEEE 55th Conference on Decision and Control (CDC).

[9]  Taeyoung Lee,et al.  Geometric tracking control of a quadrotor UAV on SE(3) , 2010, 49th IEEE Conference on Decision and Control (CDC).

[10]  Alex Graves,et al.  Automated Curriculum Learning for Neural Networks , 2017, ICML.

[11]  Roland Siegwart,et al.  Full control of a quadrotor , 2007, 2007 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[12]  Panagiotis G. Sarigiannidis,et al.  A Review on UAV-Based Applications for Precision Agriculture , 2019, Inf..

[13]  R. Full,et al.  Tail-assisted pitch control in lizards, robots and dinosaurs , 2012, Nature.

[14]  Mustafa Mert Ankarali,et al.  Control of underactuated planar hexapedal pronking through a dynamically embedded SLIP monopod , 2010, 2010 IEEE International Conference on Robotics and Automation.

[15]  Riccardo Poli,et al.  Particle swarm optimization , 1995, Swarm Intelligence.

[16]  Erdal Kayacan,et al.  A Fast Learning Control Strategy for Unmanned Aerial Manipulators , 2019, J. Intell. Robotic Syst..

[17]  Jason Weston,et al.  Curriculum learning , 2009, ICML '09.

[18]  Martial Hebert,et al.  Learning Transferable Policies for Monocular Reactive MAV Control , 2016, ISER.

[19]  Richard S. Sutton,et al.  Reinforcement Learning: An Introduction , 1998, IEEE Trans. Neural Networks.

[20]  Pieter Abbeel,et al.  Reverse Curriculum Generation for Reinforcement Learning , 2017, CoRL.

[21]  Roland Siegwart,et al.  Control of a Quadrotor With Reinforcement Learning , 2017, IEEE Robotics and Automation Letters.

[22]  Holger Voos,et al.  Controller design for quadrotor UAVs using reinforcement learning , 2010, 2010 IEEE International Conference on Control Applications.

[23]  Angela P. Schoellig,et al.  Deep neural networks for improved, impromptu trajectory tracking of quadrotors , 2016, 2017 IEEE International Conference on Robotics and Automation (ICRA).

[24]  Azer Bestavros,et al.  Reinforcement Learning for UAV Attitude Control , 2018, ACM Trans. Cyber Phys. Syst..

[25]  Joonho Lee,et al.  Learning agile and dynamic motor skills for legged robots , 2019, Science Robotics.

[26]  Li Xiao,et al.  Controlling aerial maneuvering of a miniature jumping robot using its tail , 2013, 2013 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[27]  Wu Xiao,et al.  A review of UAV monitoring in mining areas: current status and future perspectives , 2019, International Journal of Coal Science & Technology.

[28]  Shane Legg,et al.  Human-level control through deep reinforcement learning , 2015, Nature.

[29]  Aníbal Ollero,et al.  Robust control of underactuated Aerial Manipulators via IDA-PBC , 2014, 53rd IEEE Conference on Decision and Control.

[30]  M. Lepine Design of a Personal Aerial Vehicle , 2017 .

[31]  Matthias Althoff,et al.  Model Conformance for Cyber-Physical Systems , 2019, ACM Trans. Cyber Phys. Syst..

[32]  Jongwoo Lee,et al.  Tails in biomimetic design: Analysis, simulation, and experiment , 2012, 2012 IEEE/RSJ International Conference on Intelligent Robots and Systems.