Artificial Neural Networks for Control and Propagation of Low-Thrust Trajectories

被引：0

作者：

Sorokin, A. V. ^{[1
]}

Shirobokov, M. G. ^{[2
]}

Trofimov, S. P. ^{[2
]}

机构：

[1] Moscow Inst Phys & Technol, Moscow, Russia

[2] Keldysh Inst Appl Math, Moscow, Russia

来源：

XLIII ACADEMIC SPACE CONFERENCE, DEDICATED TO THE MEMORY OF ACADEMICIAN S P KOROLEV AND OTHER OUTSTANDING RUSSIAN SCIENTISTS - PIONEERS OF SPACE EXPLORATION | 2019年 / 2171卷

基金：

俄罗斯基础研究基金会;

关键词：

OPTIMIZATION; SPACECRAFT;

D O I：

10.1063/1.5133368

中图分类号：

P1 [天文学];

学科分类号：

0704 ;

摘要：

The work is devoted to the design of artificial neural networks which can be used for the orbital control of a spacecraft equipped with a low-thrust engine. The problem of energy-optimal transfer between two points is considered. Two neural networks are constructed: the predictive one and the controlling one. Their architecture, learning algorithms, and the performance in the presence of unaccounted disturbances are given.

引用

页数：7

共 50 条

[1] Low-thrust trajectories to the moon
Prado, Antonio F. B. A.
PROCEEDINGS OF THE 3RD WSEAS INTERNATIONAL CONFERENCE ON APPLIED AND THEORETICAL MECHANICS (MECHANICS '07): TOPICS IN ADVANCED THEORETICAL AND APPLIED MECHANICS, 2007, : 258 - +
[2] LOW-THRUST TRAJECTORIES - A BIBLIOGRAPHY
PITKIN, ET
JOURNAL OF THE ASTRONAUTICAL SCIENCES, 1966, 13 (01): : 21 - &
[3] OPTIMAL LOW-THRUST TRAJECTORY CORRECTION WITH NEURAL NETWORKS
Parrish, Nathan L.
Scheeres, Daniel J.
ASTRODYNAMICS 2018, PTS I-IV, 2019, 167 : 1483 - 1502
[4] Optimal Guidance of Low-Thrust Trajectories
Gil-Fernandez, Jesus
Gomez-Tierno, Miguel A.
JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 2010, 33 (06) : 1913 - 1917
[5] DEEP NEURAL NETWORKS FOR OPTIMAL LOW-THRUST ORBIT RAISING
Li, Haiyang
Topputo, Francesco
Baoyin, Hexi
SPACEFLIGHT MECHANICS 2019, VOL 168, PTS I-IV, 2019, 168 : 1707 - 1720
[6] Navigation and guidance for low-thrust trajectories, LOTNAV
Cano, JL
Belló-Mora, M
Rodríguez-Canabal, J
PROCEEDINGS OF THE 18TH INTERNATIONAL SYMPOSIUM ON SPACE FLIGHT DYNAMICS, 2004, 548 : 609 - 614
[7] Low-thrust trajectories for human missions to Ceres
Laipert, Frank E.
Longuski, James M.
ACTA ASTRONAUTICA, 2014, 95 : 124 - 132
[8] Indirect optimization of low-thrust capture trajectories
La Mantia, Marco
Casalino, Lorenzo
JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 2006, 29 (04) : 1011 - 1014
[9] PERTURBATION SOLUTIONS FOR LOW-THRUST ROCKET TRAJECTORIES
JOHNSON, DP
STUMPF, LW
AIAA JOURNAL, 1965, 3 (10) : 1934 - &
[10] Shaping low-thrust trajectories with thrust-handling feature
Taheri, Ehsan
Kolmanovsky, Ilya
Atkins, Ella
ADVANCES IN SPACE RESEARCH, 2018, 61 (03) : 879 - 890

← 1 2 3 4 5 →