Asteroid Flyby Cycler Trajectory Design Using Deep Neural Networks

Naoya Ozaki∗ Japan Aerospace Exploration Agency, Sagamihara, Kanagawa, 252-5210, Japan Kanta Yanagida†, Takuya Chikazawa‡ The University of Tokyo, Tokyo 113-8654, Japan Nishanth Pushparaj§ SOKENDAI, Sagamihara, Kanagawa, 252-5210, Japan Naoya Takeishi¶ University of Applied Sciences and Arts Western Switzerland, 1227 Carouge, Switzerland Ryuki Hyodo‖ Japan Aerospace Exploration Agency, Sagamihara, Kanagawa, 252-5210, Japan

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

[2]  Bruno Sarli,et al.  Design of a Multiple Flyby Mission to the Phaethon–Geminid Complex , 2015 .

[3]  Shinichi Nakasuka,et al.  LOW-THRUST TRAJECTORY DESIGN AND OPERATIONS OF PROCYON , THE FIRST DEEP-SPACE MICRO-SPACECRAFT , 2015 .

[4]  Dario Izzo,et al.  Real-Time Guidance for Low-Thrust Transfers Using Deep Neural Networks , 2021 .

[5]  John E. Trussing A Class of Optimal Two-Impulse Rendezvous Using Multiple-Revolution Lambert Solutions , 2000 .

[6]  Dario Izzo,et al.  Designing Complex Interplanetary Trajectories for the Global Trajectory Optimization Competitions , 2015, 1511.00821.

[7]  Cesar A. Ocampo,et al.  Global Search for Idealized Free-Return Earth-Mars Cyclers , 2005 .

[8]  Nando de Freitas,et al.  A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning , 2010, ArXiv.

[9]  Sepp Hochreiter,et al.  Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs) , 2015, ICLR.

[10]  Yue-he Zhu,et al.  Fast Evaluation of Low-Thrust Transfers via Multilayer Perceptions , 2019 .

[11]  Cesar A. Ocampo,et al.  Geometric Analysis of Free-Return Trajectories Following a Gravity-Assisted Flyby , 2005 .

[12]  Jacob A Englander,et al.  An Automated Solution of the Low-Thrust Interplanetary Trajectory Problem. , 2017, Journal of guidance, control, and dynamics : a publication of the American Institute of Aeronautics and Astronautics devoted to the technology of dynamics and control.

[13]  Jimmy Ba,et al.  Adam: A Method for Stochastic Optimization , 2014, ICLR.

[14]  Massimiliano Vasile,et al.  On the Preliminary Design of Multiple Gravity-Assist Trajectories , 2011, ArXiv.

[15]  T. Inamori,et al.  Initial Operation Results of a 50kg-class Deep Space Exploration Micro-Spacecraft PROCYON , 2015 .

[16]  Sergey Ioffe,et al.  Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift , 2015, ICML.

[17]  Yaochu Jin,et al.  Surrogate-assisted evolutionary computation: Recent advances and future challenges , 2011, Swarm Evol. Comput..

[18]  Dario Izzo,et al.  Machine Learning of Optimal Low-Thrust Transfers Between Near-Earth Objects , 2017, HAIS.

[19]  Dario Izzo,et al.  Fast approximators for optimal low-thrust hops between main belt asteroids , 2016, 2016 IEEE Symposium Series on Computational Intelligence (SSCI).

[20]  Jasper Snoek,et al.  Practical Bayesian Optimization of Machine Learning Algorithms , 2012, NIPS.

[21]  Anirban Chaudhuri,et al.  Parallel surrogate-assisted global optimization with expensive functions – a survey , 2016 .

[22]  Bruce A. Conway,et al.  Automated Mission Planning via Evolutionary Algorithms , 2012 .

[23]  J. Longuski,et al.  Cycler orbit between Earth and Mars , 1993 .

[24]  Brent Buffington,et al.  Mapping the V-infinity globe , 2008 .

[25]  Thomas Hemker,et al.  Applicability of surrogates to improve efficiency of particle swarm optimization for simulation-based problems , 2012 .

[26]  Stefano Campagnola,et al.  Mission Analysis for the EM-1 CubeSats EQUULEUS and OMOTENASHI , 2019, IEEE Aerospace and Electronic Systems Magazine.

[27]  D. Izzo Revisiting Lambert’s problem , 2014, 1403.2705.

[28]  Nathan J. Strange,et al.  Cycler Trajectories in Planetary Moon Systems , 2009 .

[29]  D. Izzo,et al.  Global Optimisation Heuristics and Test Problems for Preliminary Spacecraft Trajectory Design , 2009 .

[30]  Haibin Shang,et al.  Parameter estimation for optimal asteroid transfer trajectories using supervised machine learning , 2018, Aerospace Science and Technology.

[31]  Yasuhiro Kawakatsu,et al.  Multiple-Target Low-Thrust Interplanetary Trajectory of DESTINY+ , 2021 .

[32]  Brent Buffington,et al.  Tour Design Techniques for the Europa Clipper Mission , 2019 .

[33]  Michael A. Saunders,et al.  SNOPT: An SQP Algorithm for Large-Scale Constrained Optimization , 2002, SIAM J. Optim..