SPACE NAVIGATOR: A TOOL FOR THE OPTIMIZATION OF COLLISION AVOIDANCE MANEUVERS

被引:0
|
作者
Gremyachikh, Leonid [1 ]
Dubov, Dmitrii [1 ]
Kazeev, Nikita [1 ]
Kulibaba, Andrey [2 ]
Skuratov, Andrey [3 ]
Tereshkin, Anton [3 ]
Ustyuzhanin, Andrey [1 ]
Shiryaeva, Lubov [4 ]
Shishkin, Sergej [5 ]
机构
[1] Natl Res Univ Higher Sch Econ, Fac Comp Sci, Lab Methods Big Data Anal, 3 Kochnovsky Proezd, Moscow 125319, Russia
[2] JSC Russian Space Syst, Certificat Ctr Elements & Equipment, 53 Aviamotornaya Str, Moscow 111024, Russia
[3] Phygitalism, 27-8 Presnensky Val Str, Moscow 123557, Russia
[4] JSC Russian Space Syst, Design & Technol Ctr, 53 Aviamotornaya Str, Moscow 111024, Russia
[5] JSC Russian Space Syst, Qual Management Syst Ctr, 53 Aviamotornaya Str, Moscow 111024, Russia
关键词
D O I
暂无
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
The number of space objects will grow several times in a few years due to the planned launches of constellations of thousands microsatellites. It leads to a significant increase in the threat of satellite collisions. Spacecraft must undertake collision avoidance maneuvers to mitigate the risk. According to publicly available information, conjunction events are now manually handled by operators on the Earth. The manual maneuver planning requires qualified personnel and will be impractical for constellations of thousands satellites. In this paper we propose a new modular autonomous collision avoidance system called "Space Navigator". It is based on a novel maneuver optimization approach that combines domain knowledge with Reinforcement Learning methods.
引用
收藏
页码:305 / 318
页数:14
相关论文
共 50 条
  • [1] Convex optimization of collision avoidance maneuvers in the presence of uncertainty
    Dutta, Shrouti
    Misra, Arun K.
    [J]. ACTA ASTRONAUTICA, 2022, 197 : 257 - 268
  • [2] Effect of the nature of uncertainty on the optimization of collision avoidance maneuvers
    Dutta, Shrouti
    Misra, Arun K.
    [J]. ADVANCES IN SPACE RESEARCH, 2023, 72 (10) : 4132 - 4146
  • [3] Collision Avoidance Dynamics for Optimal Impulsive Collision Avoidance Maneuvers
    Abay, Rasit
    [J]. PROCEEDINGS OF 8TH INTERNATIONAL CONFERENCE ON RECENT ADVANCES IN SPACE TECHNOLOGIES (RAST 2017), 2017, : 263 - 271
  • [4] COLLISION AVOIDANCE MANEUVERS IN RESTRICTED VISIBILITY
    BARRATT, MJ
    [J]. JOURNAL OF NAVIGATION, 1976, 29 (04): : 364 - 371
  • [5] Evaluation of collision avoidance maneuvers for parallel approach
    Winder, LF
    Kuchar, JK
    [J]. JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 1999, 22 (06) : 801 - 807
  • [6] Optimal control of a ship for collision avoidance maneuvers
    Miele, A
    Wang, T
    Chao, CS
    Dabney, JB
    [J]. JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 1999, 103 (03) : 495 - 519
  • [7] SIMULATED COLLISION AVOIDANCE MANEUVERS - A PARAMETRIC STUDY
    HABBERLEY, JS
    TAYLOR, DH
    [J]. JOURNAL OF NAVIGATION, 1989, 42 (02): : 248 - 254
  • [8] COLLISION AVOIDANCE SYSTEMS AND OPTIMAL TURN MANEUVERS
    MERZ, AW
    KARMARKAR, JS
    [J]. JOURNAL OF NAVIGATION, 1976, 29 (02): : 160 - 174
  • [9] Evaluation of collision avoidance maneuvers for parallel approach
    Winder, Lee F.
    Kuchar, James K.
    [J]. Journal of Guidance, Control, and Dynamics, 22 (06): : 801 - 807
  • [10] Modeling collision avoidance maneuvers for micromobility vehicles
    Li, Tianyou
    Kovaceva, Jordanka
    Dozza, Marco
    [J]. JOURNAL OF SAFETY RESEARCH, 2023, 87 : 232 - 243