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Sustainable Asteroid Mining: On the design of GTOC12 problem and summary of results 可持续小行星采矿:GTOC12问题设计与成果总结
IF 2.7 1区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2025-03-04 DOI: 10.1007/s42064-024-0199-3
Zhong Zhang, Nan Zhang, Xiang Guo, Di Wu, Xuan Xie, Jia Yang, Fanghua Jiang, Hexi Baoyin

Tsinghua University and the Shanghai Institute of Satellite Engineering organized the 12th edition of the Global Trajectory Optimization Competition (GTOC12) on June 19, 2023. The problem for GTOC12, entitled “Sustainable Asteroid Mining”, explores how spacecraft can be dispatched from the Earth to various asteroids for resource extraction. The primary challenge involves designing coupled trajectories for multiple spacecraft to maximize the collected mineral mass. A novel game model is introduced to encourage the mining of rarely mined asteroids. GTOC12 saw significant participation, with 102 teams registered. By the end of the competition, 28 teams provided feasible solutions, highlighting a growing interest in the field. This study describes the design process of the GTOC12 problem and presents a review and analysis of the results from the participating teams.

清华大学和上海卫星工程学院于2023年6月19日举办了第12届全球轨道优化竞赛(GTOC12)。GTOC12的问题名为“可持续小行星采矿”,探索如何从地球派遣航天器到各种小行星进行资源开采。主要的挑战是为多个航天器设计耦合轨迹,以最大限度地收集矿物质量。引入了一种新的博弈模型,以鼓励开采很少开采的小行星。GTOC12的参与度很高,共有102个团队注册。到比赛结束时,28个团队提供了可行的解决方案,突显了人们对该领域日益增长的兴趣。本研究描述了GTOC12问题的设计过程,并对参与团队的结果进行了回顾和分析。
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引用次数: 0
GTOC12: Results from the OptimiCS team GTOC12: OptimiCS团队的结果
IF 2.7 1区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2025-03-04 DOI: 10.1007/s42064-024-0223-7
Sébastien Goulet, Vincent Debout, Patrice Mathieu, Vincent Cucchietti, Maxime Journot, Julien Asquier, Romain Garmier, Laurène Beauvalet, Thierry Ceolin, Laurent Chausson, Pascal Parraud

Establishing a sustainable mining expedition for the asteroids of the main belt over the 2035–2050 horizon is the visionary problem of the 12th Global Trajectory Optimisation Competition. A fleet of mining ships must rendezvous twice with asteroids to deploy miners and collect minerals. In this paper, we describe the approach of the CS Group team, OptimiCS, to solve this challenging problem. We present the symmetrical construction of upstream and downstream semi-sequences of asteroids, maximizing the mining time expectancy via a beam search with tabu iterations, and the composition of these semi-sequences into complete fleet routes, maximizing the total collected mass via simulated annealing. While representative Earth–asteroid legs are precomputed, the delta-V costs of the asteroid-to-asteroid hops composing the sequences are initially approximated during exploration via a method that refines the accuracy of the maximum initial mass. The resulting high-fidelity trajectories are adjusted and optimized via a direct method and nonlinear programming.

第 12 届全球轨迹优化竞赛的远景问题是,在 2035-2050 年期间,为主带小行星建立可持续的采矿远征。采矿船队必须与小行星交会两次,以部署采矿器并采集矿物。在本文中,我们介绍了希尔思小组团队 OptimiCS 解决这一挑战性问题的方法。我们介绍了对称构建小行星上下游半序列的方法,通过带有塔布迭代的波束搜索最大化预期采矿时间,并通过模拟退火将这些半序列组成完整的舰队路线,最大化总采集质量。虽然具有代表性的地球-小行星轨道是预先计算出来的,但组成序列的小行星-小行星跳跃的 delta-V 成本最初是在探索过程中通过改进最大初始质量精度的方法近似计算出来的。由此产生的高保真轨迹通过直接方法和非线性编程进行调整和优化。
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引用次数: 0
GTOC12: Results from Σ team GTOC12: Σ团队的结果
IF 2.7 1区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2025-03-04 DOI: 10.1007/s42064-024-0232-6
Kaiduo Wang, Qi Ouyang, Yandong Liu, Bin Li, Yirui Wang, Haohao Li, Bowen Dong, Dawei Fan, Jiening Zhao, Shurui Huang, Shaofeng Li, Yong Liu, Mingtao Li, Gefei Li, Xizheng Yu, Youliang Wang

Asteroid mining is a potentially lucrative method for extracting resources from space. Water resources found on asteroids can serve as fuel supplies for spacecrafts in deep space, and some asteroids are rich in precious metals, offering immense potential economic value. The 12th Global Trajectory Optimization Competition, held in 2023, introduced a challenge to trajectory design for sustainable asteroid mining. Participating teams were tasked with maximizing the mining quantity over a 15-yr period by utilizing as many mining ships as possible to depart from the Earth, deploy miners on multiple asteroids, recover minerals, and return to the Earth. Σ team devised a strategy in which one ship completes one sequence, enabling the collection of minerals from 203 asteroids using 26 mining ships. This paper outlines the design methodology and outcomes of this approach, encompassing a preliminary analysis of the problem, optimization for the Earth departure and return, flight sequence search, and low-thrust conversion and optimization. Through methods such as asteroid selection and clustering, database building for Earth–asteroid transfers, global search with an impulsive model, local optimization with a low-thrust model, and conversion of remaining fuel into mining time, the computational efficiency was significantly enhanced, fuel consumption per unit mineral collection was reduced, and mining quantity was improved. Finally, the design outcomes of this approach are presented. The proposed trajectory design method enables the completion of multiple asteroid rendezvouses in a short time, providing valuable insights for future missions involving a single spacecraft conducting multiple rendezvouses with multiple asteroids.

小行星采矿是一种从太空中提取资源的潜在有利可图的方法。在小行星上发现的水资源可以作为深空航天器的燃料供应,一些小行星富含贵金属,具有巨大的潜在经济价值。第12届全球轨道优化竞赛于2023年举行,对可持续小行星采矿的轨道设计提出了挑战。参赛团队的任务是在15年的时间内利用尽可能多的采矿船离开地球,在多个小行星上部署矿工,回收矿物,然后返回地球,从而最大限度地提高采矿量。Σ团队设计了一种策略,一艘船完成一个序列,使用26艘采矿船从203颗小行星上收集矿物。本文概述了该方法的设计方法和结果,包括问题的初步分析,地球出发和返回的优化,飞行序列搜索以及低推力转换和优化。通过小行星选择与聚类、建立地球-小行星转移数据库、采用脉冲模型进行全局搜索、采用低推力模型进行局部优化、将剩余燃料转化为开采时间等方法,显著提高了计算效率,降低了单位矿物采集的燃料消耗,提高了采掘量。最后,给出了该方法的设计结果。所提出的轨道设计方法能够在短时间内完成多个小行星会合,为未来涉及单个航天器与多个小行星进行多个会合的任务提供了有价值的见解。
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引用次数: 0
GTOC12: Results from Nanjing University of Aeronautics and Astronautics GTOC12:南京航空航天大学的结果
IF 2.7 1区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2025-03-04 DOI: 10.1007/s42064-024-0209-5
Yu Zhang, Jincheng Hu, Guoliang Liang, Hongwei Yang, Pengxuan Liu, Xinxi Zeng, Shuang Li, Bin Yang

This paper presents the results and design methods of team Nanjing University of Aeronautics and Astronautics in the 12th edition of the Global Trajectory Optimization Competition. To address the problem of sustainable asteroid mining, we focus on the following: analyzing the constraints and asteroids involved; selecting a candidate set of asteroids for which mining missions can be performed easily; establishing an algorithmic flow using phasing indicators, multiobjective beam search, and a genetic algorithm to determine the sequence of asteroid visits for mining ships; and optimizing low-thrust trajectories via an indirect method and global optimization. In addition, a central-node method is proposed to simplify the design process and reduce the computational cost of performing repetitive asteroid-rendezvous missions. The methods developed in the competition enable the mining of 161 asteroids via 20 mining ships, with a total collected mass of 11,513 kg.

本文介绍了南京航空航天大学团队参加第12届全球轨道优化竞赛的结果和设计方法。为了解决可持续小行星采矿问题,我们重点分析了约束条件和涉及的小行星;选择一组易于执行采矿任务的候选小行星;建立了采用相位指示器、多目标波束搜索和遗传算法确定采矿船小行星访问顺序的算法流程;通过间接方法和全局优化对低推力轨迹进行优化。此外,提出了一种中心节点法,以简化设计过程,降低执行重复小行星交会任务的计算成本。竞赛中开发的方法可以通过20艘采矿船开采161颗小行星,总收集质量为11,513公斤。
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引用次数: 0
Reinforced Lyapunov controllers for low-thrust lunar transfers 用于低推力月球转移的强化李亚普诺夫控制器
IF 2.7 1区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-05 DOI: 10.1007/s42064-024-0212-x
Harry Holt, Nicola Baresi, Roberto Armellin

Future missions to the Moon and beyond are likely to involve low-thrust propulsion technologies due to their propellant efficiency. However, these still present a difficult trajectory design problem, owing to the near continuous thrust, lack of control authority and chaotic dynamics. Lyapunov control laws can generate sub-optimal trajectories for such missions with minimal computational cost and are suitable for feasibility studies and as initial guesses for optimisation methods. In this work a Reinforced Lyapunov Controller is used to design optimal low-thrust transfers from geostationary transfer orbit towards lunar polar orbit. Within the reinforcement learning (RL) framework, a dual-actor network setup is used, one in each of the Earth- and Moon-centred inertial frames respectively. A key contribution of this paper is the demonstration of a forwards propagated trajectory, removing the need to define a patch point a priori. This is enabled by an adaptive patch distance and extensive initial geometry exploration during the RL training. Results for both time- and fuel-optimal transfers are presented, along with a Monte Carlo analysis of the robustness to disturbances for such transfers. Phasing is introduced where necessary to aid rendezvous with the Moon. The results demonstrate the potential for such techniques to provide a basis for the design and guidance of low-thrust lunar transfers.

由于低推力推进技术的推进剂效率高,未来的月球及月球以外飞行任务很可能采用这种技术。然而,由于近乎持续的推力、缺乏控制权和混乱的动力学,这些仍然是一个困难的轨迹设计问题。李亚普诺夫控制法则能以最小的计算成本为这类任务生成次优轨迹,适用于可行性研究和优化方法的初始猜测。在这项工作中,强化李亚普诺夫控制器用于设计从地球静止转移轨道到月球极地轨道的最佳低推力转移。在强化学习(RL)框架内,使用了双角色网络设置,分别在以地球和月球为中心的惯性框架内各设置一个角色。本文的一个主要贡献是展示了前向传播轨迹,无需事先定义补丁点。这得益于 RL 训练期间的自适应补间距和广泛的初始几何探索。文中介绍了时间和燃料最优转移的结果,并对这种转移对干扰的鲁棒性进行了蒙特卡罗分析。必要时还引入了相位调节,以帮助与月球会合。结果表明,这种技术有可能为低推力月球转移的设计和指导提供基础。
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引用次数: 0
Aerogel-based collection of ejecta material from asteroids from libration point orbits: Dynamics and capture design 以气凝胶为基础收集来自天平点轨道的小行星喷出物质:动力学和捕获设计
IF 2.7 1区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-08-28 DOI: 10.1007/s42064-023-0197-x
Carlo Burattini, Camilla Colombo, Mirko Trisolini

Scientific interest in asteroids and their physical characteristics is growing. These bodies provide insights into the primordial solar system and represent a valuable source of metals, silicates, and water. Several missions over the past few years have aimed to improve and better identify the main properties of these poorly known celestial bodies. However, these missions relied on touchdown(s) on the target asteroid to gather samples, which is complicated owing to the difficulty of accurately reaching and rendezvousing with the body. This study aims to assess the feasibility of an in-orbit asteroid sample collection mission. Such a strategy could prevent complex operations related to landing and touchdown maneuvers and avoid the dead times present in a mission requiring several landings. The presented collection scenario, which focuses on the asteroid Ryugu, proposes gathering samples using a spacecraft injected into a halo orbit around the second libration point, L2. For this purpose, the orbits in the neck region of the zero velocity curves are analyzed. A novel methodology to characterize bouncing behavior is introduced. An interpolation-based approach was used to recover the appropriate restitution coefficients for each collision occurring at a specific impact angle. This was applied to both the rigid body model and the point mass approximation studied for two different sites on the asteroid. Furthermore, the study enlarged the region of interest from only L2 to its neighboring zones to return a more global and realistic point of view. Considering the solar radiation pressure and asteroid aspherical potential, particles of different sizes ejected from different longitudes and with different ejection angles were classified according to their trajectories to finally build a database. Based on this analysis, an aerogel-based collection strategy inspired by that used in the Stardust-NExT (NASA) mission was investigated to assess its possible applicability to the analyzed scenario.

科学界对小行星及其物理特性的兴趣与日俱增。这些天体提供了对原始太阳系的了解,是金属、硅酸盐和水的宝贵来源。过去几年中的几次飞行任务旨在改进和更好地确定这些鲜为人知的天体的主要特性。然而,这些任务都依赖于在目标小行星上的着陆来采集样本,由于难以准确到达目标小行星并与之会合,因此采集工作十分复杂。本研究旨在评估在轨小行星样本采集任务的可行性。这种策略可以避免与着陆和着陆机动有关的复杂操作,并避免需要多次着陆的任务中出现的死机时间。所提出的收集方案以小行星龙宫为重点,建议使用一个航天器,将其注入围绕第二个天平点 L2 的光环轨道,以收集样本。为此,对零速度曲线颈部区域的轨道进行了分析。介绍了一种描述弹跳行为特征的新方法。采用基于插值的方法,为在特定撞击角度发生的每次碰撞恢复适当的恢复系数。该方法同时适用于刚体模型和点质量近似模型,对小行星上的两个不同位置进行了研究。此外,该研究还将关注区域从 L2 扩大到其邻近区域,以返回一个更全面和更现实的视角。考虑到太阳辐射压力和小行星非球面势能,从不同经度和不同抛射角度抛射出的不同大小的粒子根据其轨迹进行了分类,最终建立了一个数据库。在这一分析的基础上,受星尘-NExT(美国航天局)飞行任务的启发,对基于气凝胶的收集战略进行了研究,以评估其是否适用于所分析的情况。
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引用次数: 0
Minimum-time rendezvous for Sun-facing diffractive solar sails with diverse deflection angles 具有不同偏转角的面向太阳的衍射太阳帆的最短会合时间
IF 2.7 1区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-08-28 DOI: 10.1007/s42064-024-0207-7
Yin Chu, Shengping Gong

This paper investigates the heliocentric time-optimal rendezvous performance of Sun-facing diffractive solar sails with various deflection angles and acceleration capabilities. Diffractive solar sails, which generate tangential radiation pressure force, are proposed and schematically designed to achieve diverse radiation pressure distributions. The radiation pressure force model and the time-optimal control problem for these innovative Sun-facing diffractive solar sails are established. Utilizing an indirect method and the optimal control law, we explore typical heliocentric rendezvous scenarios to assess the variational trends of transfer time in relation to different deflection angles and acceleration capabilities. The results for Sun-facing diffractive sails in specific rendezvous missions are compared to reflective sails with the same area-to-mass ratio, focusing on transfer trajectory and attitude control. Our findings reveal that diffractive sails exhibit significant advantages over reflective sails, particularly in the context of normal acceleration, paving the way for more efficient space exploration.

本文研究了具有不同偏转角度和加速能力的面向太阳的衍射太阳帆的日心时间最佳交会性能。衍射太阳帆产生切向辐射压力力,本文提出了衍射太阳帆的设计方案,以实现不同的辐射压力分布。为这些创新的面向太阳的衍射太阳帆建立了辐射压力力模型和时间最优控制问题。利用间接方法和最优控制法则,我们探索了典型的日心交会场景,以评估与不同偏转角度和加速能力相关的转移时间的变化趋势。我们将特定交会任务中面向太阳的衍射帆与具有相同面积质量比的反射帆的结果进行了比较,重点关注转移轨迹和姿态控制。我们的研究结果表明,与反射帆相比,衍射帆具有显著优势,尤其是在正常加速度方面,这为更高效的太空探索铺平了道路。
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引用次数: 0
Designing a concurrent detumbling and redirection mission for asteroid mining purposes via optimization 通过优化设计用于小行星采矿的同时分离和重新定向任务
IF 2.7 1区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-08-20 DOI: 10.1007/s42064-024-0213-9
Mohammadmehdi Seddighi, Mahdi Jafari-Nadoushan

Asteroids may contain valuable minerals. A method to exploit asteroid mines is to transfer them closer to the Earth for further mining processes. In this work, we optimally mount a set of fixed-angle spacecraft thrusters on the surface of an asteroid to conduct concurrent detumbling and redirecting to the desired orbit. The optimization objective reconciles the minimum duration of the mission with the minimum required fuel as well as the maximum uniformity of the fuel distribution required for all thrusters. Each thruster can respond to redirection and detumbling commands simultaneously. Redirection and detumbling are performed via the directional adaptive guidance method and PID controllers, respectively, and the weight factors for each orbital element and the gains of the rotational control channels are also optimized in the process. We use the particle swarm optimization algorithm to evaluate the objective function by simulating the entire mission to find the optimal design. The rotational control damps the tumbling of the asteroid without interfering with the simultaneous redirection process and eventually fixes the asteroid in the optimally selected orientation in the inertial reference frame. The rotational velocity and attitude of the asteroid are controlled via separate PID controllers, which are set robustly. We can effectively optimize the mission by collectively tuning both the system’s rotational and redirection behaviors as well as the thrusters’ configuration and optimally selecting the final attitude of the asteroid.

小行星可能含有有价值的矿物。开发小行星矿藏的一种方法是将其转移到离地球更近的地方,以便进一步开采。在这项工作中,我们以最佳方式在小行星表面安装一组固定角度的航天器推进器,以同时进行分离和重新定向到所需轨道。优化目标是协调任务的最短持续时间与所需燃料的最小值,以及所有推进器所需燃料分布的最大均匀性。每个推进器都可以同时响应重新定向和分离指令。分别通过方向自适应制导方法和 PID 控制器来执行重新定向和分离,在此过程中还要优化每个轨道元素的权重系数和旋转控制通道的增益。我们采用粒子群优化算法,通过模拟整个任务来评估目标函数,从而找到最优设计。旋转控制可抑制小行星的翻滚,而不会干扰同时进行的重新定向过程,并最终将小行星固定在惯性参考框架中的最佳选定方位上。小行星的旋转速度和姿态由独立的 PID 控制器控制,并对其进行稳健设置。我们可以通过集体调整系统的旋转和重定向行为以及推进器的配置,有效优化任务,并优化选择小行星的最终姿态。
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引用次数: 0
Luring cooperative capture guidance strategy for the pursuit—evasion game under incomplete target information 不完全目标信息下追逐-逃避博弈的引诱合作捕获引导策略
IF 2.7 1区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-08-14 DOI: 10.1007/s42064-024-0224-6
Wenxue Chen, Yudong Hu, Changsheng Gao, Wuxing Jing

In this work, we attempt to investigate a luring cooperative guidance strategy for three-player inducer–defender–attacker engagement with field-of-view (FOV) and overload constraints against an attacker with speed advantages under incomplete information. We formulate the three-player inducer–defender–attacker engagement problem as the pursuit–evasion (defender–attacker) game problem. On this basis, an analytical luring cooperative guidance strategy based on backstepping control is proposed to facilitate the defender with zero overloads intercepting the attacker. Additionally, under incomplete information, we offer a parameter delay design approach to delay the unknown parameters and state design. Afterward, an improved adaptive update law is devised to address the incomplete information. The proposed luring cooperative guidance, which incorporates backstepping control and an improved adaptive update law, can guarantee that the defender captures the attacker with zero overloads under luring by the inducer. Additionally, the proposed design adopts the directed communication topology network structure. Finally, we also execute simulations that demonstrate the effectiveness of the designed luring cooperative guidance strategy and reveal that it can be extended to double-hierarchical interception and four-on-two engagement interception.

在这项工作中,我们试图研究在不完全信息条件下,针对具有视场(FOV)和过载限制的三人诱导者-防御者-攻击者交战的引诱合作制导策略,以对抗具有速度优势的攻击者。我们将三人诱导者-防御者-攻击者交战问题表述为追求-逃避(防御者-攻击者)博弈问题。在此基础上,我们提出了一种基于后退控制的分析性诱导合作制导策略,以促进零过载的防御者拦截攻击者。此外,在不完全信息条件下,我们提供了一种参数延迟设计方法,以延迟未知参数和状态设计。随后,我们设计了一种改进的自适应更新法来解决信息不完全的问题。所提出的诱导合作制导结合了反步进控制和改进的自适应更新规律,可以保证防御方在诱导方的诱导下以零过载捕获攻击方。此外,该设计还采用了定向通信拓扑网络结构。最后,我们还进行了仿真,证明了所设计的引诱合作制导策略的有效性,并揭示了它可以扩展到双层拦截和四对二交战拦截。
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引用次数: 0
Low-energy Earth–Moon transfer autonomous guidance considering high-fidelity orbital dynamics 考虑到高保真轨道动力学的低能量地月转移自主制导
IF 2.7 1区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-08-09 DOI: 10.1007/s42064-024-0211-y
Chi Wang, Wei Liu, Yang Gao

This technical note presents a practical approach to low-energy Earth–Moon transfer autonomous guidance considering high-fidelity orbital dynamics. Initially, autonomous guidance, delineated as a trajectory-tracking problem, is addressed within the framework of a predesigned reference trajectory solution, accompanied by empirical trajectory correction maneuver allocation. A series of two-point boundary value problems is subsequently formulated to incorporate guidance velocity increments. An algorithm employing quasilinearization, discretization, and recursion is proposed to address these boundary value problems, which results in enhanced convergence performance compared with traditional differential-correction-based guidance methods. Finally, a Monte Carlo analysis demonstrates the efficacy of the proposed autonomous guidance approach, indicating its potential for onboard applications.

本技术说明介绍了一种考虑到高保真轨道动力学的低能量地月转移自主制导实用方法。首先,在预先设计的参考轨迹解决方案框架内解决自主制导问题,将其描述为轨迹跟踪问题,并辅以经验轨迹修正机动分配。随后制定了一系列两点边界值问题,以纳入制导速度增量。提出了一种采用准线性化、离散化和递归的算法来解决这些边界值问题,与传统的基于微分修正的制导方法相比,收敛性能得到了提高。最后,蒙特卡洛分析证明了所提出的自主制导方法的有效性,显示了其在机载应用方面的潜力。
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引用次数: 0
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Astrodynamics
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