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Transcription and optimization of an interplanetary trajectory through quantum annealing 通过量子退火的行星际轨迹的转录和优化
IF 2.7 1区 物理与天体物理
Astrodynamics Pub Date : 2025-05-07 DOI: 10.1007/s42064-024-0216-6
Federico De Grossi, Andrea Carbone, Dario Spiller, Daniele Ottaviani, Riccardo Mengoni, Christian Circi
{"title":"Transcription and optimization of an interplanetary trajectory through quantum annealing","authors":"Federico De Grossi,&nbsp;Andrea Carbone,&nbsp;Dario Spiller,&nbsp;Daniele Ottaviani,&nbsp;Riccardo Mengoni,&nbsp;Christian Circi","doi":"10.1007/s42064-024-0216-6","DOIUrl":"10.1007/s42064-024-0216-6","url":null,"abstract":"<div><p>This study employed a quantum-annealing framework to solve spacecraft trajectory optimization problems. Quantum annealing belongs to the field of quantum computing and is a promising technique for tackling hard binary optimization problems by employing quantum annealers. To address the optimal control of a trajectory using quantum annealing, a transcription procedure was introduced to express the problem in the binary optimization form required. The proposed procedure leverages the pseudospectral method to discretize the trajectory and represents the dynamical constraints as algebraic equality constraints at specific nodes. Subsequently, both a linearization procedure and binary representation strategy for the real-valued variables of the problem were presented, leading to the quadratic binary unconstrained optimization form. The quantum-annealing-based method was tested in the context of an interplanetary low-thrust transfer from the Earth to Mars. First, we discussed which instances of the problem, especially in terms of their dimensions, are implementable on currently available quantum annealers; then, a solution was sought by employing annealers from D-Wave systems. Solutions from hybrid solvers that combine classical and quantum resources, and fully quantum solvers were explored. The results demonstrate the validity of the transcription approach, demonstrate the ability of the <i>hybrid</i> solver to tackle the case-study problem, and highlight the promising features and current limitations of practical trajectory optimization with quantum annealing.</p><div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":52291,"journal":{"name":"Astrodynamics","volume":"9 2","pages":"195 - 215"},"PeriodicalIF":2.7,"publicationDate":"2025-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42064-024-0216-6.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144073574","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Model predictive control for formation flying based on D’Amico relative orbital elements 基于D’amico相对轨道元的编队飞行模型预测控制
IF 2.7 1区 物理与天体物理
Astrodynamics Pub Date : 2025-05-05 DOI: 10.1007/s42064-024-0214-8
Tyson K. Smith, John Akagi, Greg Droge
{"title":"Model predictive control for formation flying based on D’Amico relative orbital elements","authors":"Tyson K. Smith,&nbsp;John Akagi,&nbsp;Greg Droge","doi":"10.1007/s42064-024-0214-8","DOIUrl":"10.1007/s42064-024-0214-8","url":null,"abstract":"<div><p>The desire to fly small spacecraft close together has been a topic of increasing interest over the past several years. This paper presents the development and analysis of a model predictive control based framework that is used with the D’Amico relative orbital elements (ROEs) to maintain the desired trajectories of a cluster of spacecraft while also allowing freedom to maneuver within some allowable bounds. Switching surfaces based on the ROE constraints contain the full state of the system, allowing for fuel reduction over other approaches that use the Hill—Clohessy—Wiltshire equations. The formation and boundary constraints are designed such that no two agents have overlapping regions, allowing the vehicles to maintain safety of fl ight without continually maintaining the trajectories of other agents. This framework allows for a scalable method that can support clusters of satellites to safely achieve mission objectives while minimizing fuel usage. This paper provides simulated results of the framework for a three spacecraft formation that demonstrates a 67% fuel reduction when compared to previous approaches.</p><div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":52291,"journal":{"name":"Astrodynamics","volume":"9 2","pages":"143 - 163"},"PeriodicalIF":2.7,"publicationDate":"2025-05-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144074044","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Addressing the ill-conditioned problem in initial orbit determination via the Gooding algorithm 利用Gooding算法解决初始轨道确定中的病态问题
IF 2.7 1区 物理与天体物理
Astrodynamics Pub Date : 2025-04-12 DOI: 10.1007/s42064-024-0251-3
Zhengyuan Zhang, Jizhang Sang, Zhenwei Li
{"title":"Addressing the ill-conditioned problem in initial orbit determination via the Gooding algorithm","authors":"Zhengyuan Zhang,&nbsp;Jizhang Sang,&nbsp;Zhenwei Li","doi":"10.1007/s42064-024-0251-3","DOIUrl":"10.1007/s42064-024-0251-3","url":null,"abstract":"<div><p>The accuracy of angles-only initial orbit determination (IOD) is significantly compromised when only a short-arc orbit is observed. The ill-conditioned problem in matrices due to weak geometric constraints caused by short arcs and observation errors typically causes significant errors in the estimated ranges and thus unsatisfactory IOD. This paper presents a critical analysis of the ill-conditioned problem using the Gooding algorithm and proposes several techniques to improve it. On the basis of multiple observations, a least-squares method is proposed to solve the ranges at the first and last epochs. For the short-arc case, the ridge estimation technique is applied to mitigate the ill-conditioned problem. To determine whether an orbit is eccentric, a procedure to assess orbit eccentricity is developed via the range-search method, which aims to provide reasonably accurate initial ranges to the Gooding algorithm. Finally, an eccentricity-constraint technique for the Gooding algorithm is proposed for cases where the orbit is determined to be nearly circular. The performances of these techniques on space-based simulation data are assessed, and an improved Gooding algorithm (I-Gooding) suitable for various observation conditions is proposed. The I-Gooding algorithm is subsequently applied to process actual ground-based observations. The results show that its accuracy in estimating the semimajor axis is 47% higher than that afforded by the standard Gooding algorithm.</p><div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":52291,"journal":{"name":"Astrodynamics","volume":"9 2","pages":"303 - 320"},"PeriodicalIF":2.7,"publicationDate":"2025-04-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144073582","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hybrid electrostatic ion beam shepherd schemes for active space debris removal from GEO to disposal orbit 从地球同步轨道到处置轨道主动空间碎片清除的混合静电离子束引导方案
IF 2.7 1区 物理与天体物理
Astrodynamics Pub Date : 2025-04-12 DOI: 10.1007/s42064-024-0235-3
Alexander Ledkov, Vladimir Aslanov
{"title":"Hybrid electrostatic ion beam shepherd schemes for active space debris removal from GEO to disposal orbit","authors":"Alexander Ledkov,&nbsp;Vladimir Aslanov","doi":"10.1007/s42064-024-0235-3","DOIUrl":"10.1007/s42064-024-0235-3","url":null,"abstract":"<div><p>The removal of large space debris from a geostationary orbit to a disposal orbit via an ion beam shepherd spacecraft was considered in this study, with attention given to the electrostatic effect. The generation of an ion force, which provides contactless thrust, occurs because of the transfer of momentum from the ions of the engine plume of the spacecraft to the space debris. This process is accompanied by the transfer of a positive charge to the space debris. As a result, electrostatic interactions occur between the spacecraft and space debris. The goals of this study were to assess the influence of this effect on the dynamics of space debris during contactless ion beam-assisted removal and to develop hybrid contactless transportation schemes based on the use of an ion beam and electrostatic interactions. A mathematical model describing the motion of space debris and spacecraft under the influence of ionic and electrostatic forces and torques was developed. The concepts of electrostatic ion beam shepherd, electrostatic tractor with ion beam, and charged ion beam shepherd were proposed and compared. The results of numerical simulations revealed that the electrostatic ion beam shepherd scheme is preferable from the perspective of minimizing fuel costs when solving the problem of removing space debris from a geostationary orbit. A control law for the spacecraft charge needed for space-debris detumbling during ion-beam transportation is proposed. A numerical simulation of space debris removal was performed via a hybrid scheme.</p><div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":52291,"journal":{"name":"Astrodynamics","volume":"9 2","pages":"273 - 288"},"PeriodicalIF":2.7,"publicationDate":"2025-04-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144073583","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
GTOC12: Methods and results from the National University of Defense Technology GTOC12:方法和结果来自国防科技大学
IF 2.7 1区 物理与天体物理
Astrodynamics Pub Date : 2025-03-04 DOI: 10.1007/s42064-024-0247-z
Yu Zhang, Yuehe Zhu, Jiacheng Zhang, Hanwei Wang, Ke Jin, Lifeng Fu
{"title":"GTOC12: Methods and results from the National University of Defense Technology","authors":"Yu Zhang,&nbsp;Yuehe Zhu,&nbsp;Jiacheng Zhang,&nbsp;Hanwei Wang,&nbsp;Ke Jin,&nbsp;Lifeng Fu","doi":"10.1007/s42064-024-0247-z","DOIUrl":"10.1007/s42064-024-0247-z","url":null,"abstract":"<div><p>This paper presents the solutions and results of the 12th edition of the Global Trajectory Optimization Competition (GTOC12) of the National University of Defense and Technology. To address the complex interstellar mining problem proposed by GTOC12, our solution is divided into two stages. The first stage focuses on preliminary work, including the target selection, the establishment of departure and return databases, and the development of methods to estimate transfer costs, with the aim of enhancing planning efficiency during the global planning phase. The second stage involves trajectory optimization for multiple mining ships, including single-mining-ship trajectory optimization and a multiship iterative process. For single-mining-ship trajectory optimization, the method involves three steps: first, employ a heuristic method for planning the first rendezvous sequences; second, utilize an ant colony optimization (ACO) algorithm for planning the second rendezvous sequences; and third, apply a differential evolution (DE) algorithm alongside an indirect method to refine rendezvous times and low-thrust trajectories. Through the implementation of a multiship iterative strategy, the team accomplished trajectory optimization for multiple mining ships that met the constraints. The final score submitted by the team was 15,160.946, which achieved the sixth place in the competition.</p><div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":52291,"journal":{"name":"Astrodynamics","volume":"9 1","pages":"129 - 141"},"PeriodicalIF":2.7,"publicationDate":"2025-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42064-024-0247-z.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143533230","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Asteroid mining: ACT&Friends’ results for the GTOC12 problem 小行星采矿:ACT&Friends对GTOC12问题的结果
IF 2.7 1区 物理与天体物理
Astrodynamics Pub Date : 2025-03-04 DOI: 10.1007/s42064-024-0204-x
Dario Izzo, Marcus Märtens, Laurent Beauregard, Max Bannach, Giacomo Acciarini, Emmanuel Blazquez, Alexander Hadjiivanov, Jai Grover, Gernot Heißel, Yuri Shimane, Chit Hong Yam
{"title":"Asteroid mining: ACT&Friends’ results for the GTOC12 problem","authors":"Dario Izzo,&nbsp;Marcus Märtens,&nbsp;Laurent Beauregard,&nbsp;Max Bannach,&nbsp;Giacomo Acciarini,&nbsp;Emmanuel Blazquez,&nbsp;Alexander Hadjiivanov,&nbsp;Jai Grover,&nbsp;Gernot Heißel,&nbsp;Yuri Shimane,&nbsp;Chit Hong Yam","doi":"10.1007/s42064-024-0204-x","DOIUrl":"10.1007/s42064-024-0204-x","url":null,"abstract":"<div><p>In 2023, the 12th edition of Global Trajectory Competition was organized around the problem referred to as “Sustainable Asteroid Mining”. This paper reports the developments that led to the solution proposed by ESA’s Advanced Concepts Team. Beyond the fact that the proposed approach failed to rank higher than fourth in the final competition leader-board, several innovative fundamental methodologies were developed which have a broader application. In particular, new methods based on machine learning as well as on manipulating the fundamental laws of astrodynamics were developed and able to fill with remarkable accuracy the gap between full low-thrust trajectories and their representation as impulsive Lambert transfers. A novel technique was devised to formulate the challenge of optimal subset selection from a repository of pre-existing optimal mining trajectories as an integer linear programming problem. Finally, the fundamental problem of searching for single optimal mining trajectories (mining and collecting all resources), albeit ignoring the possibility of having intra-ship collaboration and thus sub-optimal in the case of the GTOC12 problem, was efficiently solved by means of a novel search based on a look-ahead score and thus making sure to select asteroids that had chances to be re-visited later on.</p><div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":52291,"journal":{"name":"Astrodynamics","volume":"9 1","pages":"19 - 40"},"PeriodicalIF":2.7,"publicationDate":"2025-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143533233","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
GTOC12: Results from TheAntipodes GTOC12: antipodes的结果
IF 2.7 1区 物理与天体物理
Astrodynamics Pub Date : 2025-03-04 DOI: 10.1007/s42064-024-0219-3
Roberto Armellin, Andrea Bellome, Xiaoyu Fu, Harry Holt, Cristina Parigini, Minduli Wijayatunga, Jack Yarndley
{"title":"GTOC12: Results from TheAntipodes","authors":"Roberto Armellin,&nbsp;Andrea Bellome,&nbsp;Xiaoyu Fu,&nbsp;Harry Holt,&nbsp;Cristina Parigini,&nbsp;Minduli Wijayatunga,&nbsp;Jack Yarndley","doi":"10.1007/s42064-024-0219-3","DOIUrl":"10.1007/s42064-024-0219-3","url":null,"abstract":"<div><p>We present the solution approach developed by the team “TheAntipodes” during the 12th edition of the Global Trajectory Optimization Competition (GTOC12). An overview of the approach is as follows: (1) generate asteroid subsets, (2) chain building with beam search, (3) convex low-thrust trajectory optimization, (4) manual refinement of rendezvous times, and (5) optimal solution set selection. The generation of asteroid subsets involves a heuristic process to find sets of asteroids that are likely to permit high-scoring asteroid chains. Asteroid sequences “chains” are built within each subset through a beam search based on Lambert transfers. Low-thrust trajectory optimization involves the use of sequential convex programming (SCP), where a specialized formulation finds the mass-optimal control for each ship’s trajectory within seconds. Once a feasible trajectory has been found, the rendezvous times are manually refined with the aid of the control profile from the optimal solution. Each ship’s individual solution is then placed into a pool where the feasible set that maximizes the final score is extracted using a genetic algorithm. Our final submitted solution placed fifth with a score of 15,489.</p><div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":52291,"journal":{"name":"Astrodynamics","volume":"9 1","pages":"55 - 75"},"PeriodicalIF":2.7,"publicationDate":"2025-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42064-024-0219-3.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143533232","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sustainable Asteroid Mining: Results and methods of team BIT-CAS-DFH for GTOC12 可持续小行星采矿:BIT-CAS-DFH团队GTOC12成果与方法
IF 2.7 1区 物理与天体物理
Astrodynamics Pub Date : 2025-03-04 DOI: 10.1007/s42064-024-0241-5
Bo Pang, Yangyuxi Sun, Guoxu Zhang, Yining Zhang, Tianhao Zhu, Yangxin Wang, Zihan Jin, Zhaohang Li, Lvzheng He, Meng Lu, Rui Zhou, Yongchen Yin, Yunong Shang, Shengmao He, Chao Peng, Zhengfan Zhu, Yang Zhang, Yang Gao, Changxuan Wen
{"title":"Sustainable Asteroid Mining: Results and methods of team BIT-CAS-DFH for GTOC12","authors":"Bo Pang,&nbsp;Yangyuxi Sun,&nbsp;Guoxu Zhang,&nbsp;Yining Zhang,&nbsp;Tianhao Zhu,&nbsp;Yangxin Wang,&nbsp;Zihan Jin,&nbsp;Zhaohang Li,&nbsp;Lvzheng He,&nbsp;Meng Lu,&nbsp;Rui Zhou,&nbsp;Yongchen Yin,&nbsp;Yunong Shang,&nbsp;Shengmao He,&nbsp;Chao Peng,&nbsp;Zhengfan Zhu,&nbsp;Yang Zhang,&nbsp;Yang Gao,&nbsp;Changxuan Wen","doi":"10.1007/s42064-024-0241-5","DOIUrl":"10.1007/s42064-024-0241-5","url":null,"abstract":"<div><p>The 12th Global Trajectory Optimization Competition challenged teams to design trajectories for mining asteroids and transporting extracted resources back to the Earth. This paper outlines the methods and results of the runner-up team, BIT-CAS-DFH, highlighting an overall analysis of the approach as well as detailed descriptions of the methods used. The approach begins with building databases to reduce computational costs in trajectory design. Then, asteroid sequences are determined. A segmentation-based approach was adopted to efficiently handle the large dataset. Each sequence was divided into four time-based segments. Segments 1 and 4 were generated forward and backward, respectively, using a breadth-first beam search. Candidates for these segments were refined using genetic and greedy algorithms. Segments 2 and 3 were then generated and selected forward and backward based on the results of Segments 1 and 4. Following this, a matching process paired candidates from Segments 2 and 3. With the asteroid sequences established, low-thrust trajectories were optimized using indirect methods. A local optimization strategy was employed to maximize the collected mass by fine-tuning rendezvous timings. The final solution is presented, with comparative analyses against other teams’ approaches.\u0000</p><div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":52291,"journal":{"name":"Astrodynamics","volume":"9 1","pages":"107 - 128"},"PeriodicalIF":2.7,"publicationDate":"2025-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143533229","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Editorial for the GTOC12 Special Issue GTOC12特刊社论
IF 2.7 1区 物理与天体物理
Astrodynamics Pub Date : 2025-03-04 DOI: 10.1007/s42064-025-0267-3
Fanghua Jiang, Hexi Baoyin
{"title":"Editorial for the GTOC12 Special Issue","authors":"Fanghua Jiang,&nbsp;Hexi Baoyin","doi":"10.1007/s42064-025-0267-3","DOIUrl":"10.1007/s42064-025-0267-3","url":null,"abstract":"","PeriodicalId":52291,"journal":{"name":"Astrodynamics","volume":"9 1","pages":"1 - 2"},"PeriodicalIF":2.7,"publicationDate":"2025-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143533214","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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
Astrodynamics 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
{"title":"Sustainable Asteroid Mining: On the design of GTOC12 problem and summary of results","authors":"Zhong Zhang,&nbsp;Nan Zhang,&nbsp;Xiang Guo,&nbsp;Di Wu,&nbsp;Xuan Xie,&nbsp;Jia Yang,&nbsp;Fanghua Jiang,&nbsp;Hexi Baoyin","doi":"10.1007/s42064-024-0199-3","DOIUrl":"10.1007/s42064-024-0199-3","url":null,"abstract":"<div><p>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.</p><div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":52291,"journal":{"name":"Astrodynamics","volume":"9 1","pages":"3 - 17"},"PeriodicalIF":2.7,"publicationDate":"2025-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143533234","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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