Onboard Generation of Optimal Trajectories for Hypersonic Vehicles Using Deep Learning

Recent development of deep learning has shown that a deep neural network (DNN) is capable of learning the underlying nonlinear relationship between the state and the optimal actions for nonlinear o...

[1]  Nesrin Sarigul-Klijn,et al.  Survey of planetary entry guidance algorithms , 2014 .

[2]  Robert D. Braun,et al.  Rapid Indirect Trajectory Optimization for Conceptual Design of Hypersonic Missions , 2015 .

[3]  A. Roenneke,et al.  Re-entry control to a drag-vs-energy profile , 1994 .

[4]  I. Michael Ross,et al.  Direct Trajectory Optimization by a Chebyshev Pseudospectral Method ; Journal of Guidance, Control, and Dynamics, v. 25, 2002 ; pp. 160-166 , 2002 .

[5]  Robert D. Braun,et al.  Improving Lunar Return Entry Range Capability Using Enhanced Skip Trajectory Guidance , 2008 .

[6]  Michael J. Grant,et al.  Constrained Trajectory Optimization for Planetary Entry via Sequential Convex Programming , 2017 .

[7]  Dario Izzo,et al.  A survey on artificial intelligence trends in spacecraft guidance dynamics and control , 2018, Astrodynamics.

[8]  Dario Izzo,et al.  Real-time optimal control via Deep Neural Networks: study on landing problems , 2016, ArXiv.

[9]  Lin Cheng,et al.  Real-Time Optimal Control for Spacecraft Orbit Transfer via Multiscale Deep Neural Networks , 2019, IEEE Transactions on Aerospace and Electronic Systems.

[10]  Shinji Suzuki,et al.  Modified Genetic Algorithm for Constrained Trajectory Optimization , 2005 .

[11]  P. Lu,et al.  Constrained Predictor-Corrector Entry Guidance , 2009 .

[12]  Ping Lu,et al.  Predictor-Corrector Entry Guidance for Low-Lifting Vehicles , 2007 .

[13]  Zhenbo Wang,et al.  Optimal trajectories and normal load analysis of hypersonic glide vehicles via convex optimization , 2019, Aerospace Science and Technology.

[14]  Ping Lu,et al.  Gliding Guidance of High L/D Hypersonic Vehicles , 2013 .

[15]  J. D. Gamble,et al.  A simplified guidance algorithm for lifting aeroassist orbital transfer vehicles , 1985 .

[16]  M. A. Tigges,et al.  A predictive guidance algorithm for Mars entry , 1989 .

[17]  Ashok Joshi,et al.  Predictor-Corrector Reentry Guidance Algorithm with Path Constraints for Atmospheric Entry Vehicles , 2007 .

[18]  Geoffrey E. Hinton,et al.  Deep Learning , 2015, Nature.

[19]  Donald E. Kirk,et al.  Optimal control theory : an introduction , 1970 .

[20]  Robert D. Braun,et al.  Extension and Enhancement of the Allen–Eggers Analytical Ballistic Entry Trajectory Solution , 2015 .

[21]  Yu Song,et al.  Real-time optimal control for irregular asteroid landings using deep neural networks , 2019, Acta Astronautica.

[22]  Lorenzo Casalino,et al.  Indirect optimization of low-thrust capture trajectories , 2006 .

[23]  Michael J. Grant,et al.  Autonomous Entry Guidance for Hypersonic Vehicles by Convex Optimization , 2018, Journal of Spacecraft and Rockets.

[24]  Ping Lu,et al.  Entry Guidance: A Unified Method , 2014 .

[25]  Melanie Miller,et al.  Managing Energy and Mode Transitions in PredGuid Entry Guidance , 2008 .

[26]  Etienne Perot,et al.  An analytic aerocapture guidance algorithm for the Mars Sample Return Orbiter , 2000 .

[27]  Lin Cheng,et al.  Fast Generation of Optimal Asteroid Landing Trajectories Using Deep Neural Networks , 2020, IEEE Transactions on Aerospace and Electronic Systems.

[28]  Richard W. Powell,et al.  Predictor-corrector guidance algorithm for use in high-energy aerobraking system studies , 1992 .

[29]  J. Betts Survey of Numerical Methods for Trajectory Optimization , 1998 .

[30]  Ping Lu,et al.  Onboard Generation of Three-Dimensional Constrained Entry Trajectories , 2002 .

[31]  Robert D. Braun,et al.  Feasibility of Guided Entry for a Crewed Lifting Body Without Angle-of-Attack Control , 2014 .

[32]  Anil V. Rao,et al.  GPOPS-II , 2014, ACM Trans. Math. Softw..