Flight Test Validation of a Safety-Critical Neural Network Based Longitudinal Controller for a Fixed-Wing UAS

[1]  Seungwon Choi,et al.  Inverse reinforcement learning control for trajectory tracking of a multirotor UAV , 2017 .

[2]  Pieter Abbeel,et al.  Autonomous Autorotation of an RC Helicopter , 2008, ISER.

[3]  Abhinav Gupta,et al.  Learning to fly by crashing , 2017, 2017 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).

[4]  Peter J. Bentley,et al.  An Intelligent Autopilot System that learns piloting skills from human pilots by imitation , 2016, 2016 International Conference on Unmanned Aircraft Systems (ICUAS).

[5]  Alireza Roudbari,et al.  Intelligent modeling and identification of aircraft nonlinear flight , 2014 .

[6]  Weizhang Huang,et al.  Validation and Verification Flight Tests of Fixed-Wing Collaborative UASs with High Speeds and High Inertias , 2018 .

[7]  Pieter Abbeel,et al.  Learning for control from multiple demonstrations , 2008, ICML '08.

[8]  Ryan David Goodnight.  An Innovative Approach for Data Collection and Handling to Enable Advancements in Micro Air Vehicle Persistent Surveillance , 2010 .

[9]  Pieter Abbeel,et al.  Autonomous Helicopter Aerobatics through Apprenticeship Learning , 2010, Int. J. Robotics Res..

[10]  Aaron Blevins,et al.  Analysis and Verification of Cost-Effective Design Modifications to Commercially Available Fixed-Wing Unmanned Aerial Vehicle to Improve Performance, Stability and Control Characteristics, and Structural Integrity , 2018 .

[11]  C. Ha.  Neural Networks Approach to AIAA Aircraft Control Design Challenge , 1995 .

[12]  Michael Kincheloe,et al.  On-line learning neural-network controllers for autopilot systems , 1995 .

[13]  Antoine Girard,et al.  Reachability of Uncertain Linear Systems Using Zonotopes , 2005, HSCC.

[14]  Olivier Bournez,et al.  Approximate Reachability Analysis of Piecewise-Linear Dynamical Systems , 2000, HSCC.

[15]  Pavithra Prabhakar,et al.  Bounded error flowpipe computation of parameterized linear systems , 2015, 2015 International Conference on Embedded Software (EMSOFT).

[16]  Jonathan P. How,et al.  A New Nonlinear Guidance Logic for Trajectory Tracking , 2004 .

[17]  Gabriel Hugh Elkaim,et al.  L+2, an improved line of sight guidance law for UAVs , 2013, 2013 American Control Conference.

[18]  Pieter Abbeel,et al.  Deep learning helicopter dynamics models , 2015, 2015 IEEE International Conference on Robotics and Automation (ICRA).

[19]  Walter C. Merrill,et al.  Neural network application to aircraft control system design , 1991 .

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