Acta Aeronautica et Astronautica Sinica ›› 2025, Vol. 46 ›› Issue (14): 331258.doi: 10.7527/S1000-6893.2024.31258
• Electronics and Electrical Engineering and Control • Previous Articles Next Articles
Received:2024-09-24
Revised:2024-11-04
Accepted:2024-12-12
Online:2025-07-25
Published:2024-12-18
CLC Number:
Table 4
Simulation results of four examples
| 算例 | 算法 | 航天器个数 | 指标 | ||
|---|---|---|---|---|---|
| 迭代次数5 | 迭代次数20 | 迭代次数50 | |||
LEGO Solar Panel | GA | 3 | 142.177 | 125.430 | 69.692 |
| 4 | 99.924 | 91.616 | 89.450 | ||
| 5 | 74.292 | 61.848 | 49.096 | ||
| 6 | 60.153 | 53.919 | 49.791 | ||
| 7 | 53.206 | 47.513 | 42.578 | ||
| 8 | 50.105 | 43.227 | 37.822 | ||
| 9 | 39.553 | 36.637 | 36.298 | ||
Gumbel Sinkhorn | 3 | 70.497 | 58.560 | 54.043 | |
| 4 | 90.689 | 79.182 | 71.489 | ||
| 5 | 51.329 | 46.309 | 44.076 | ||
| 6 | 51.037 | 45.655 | 41.718 | ||
| 7 | 43.659 | 37.060 | 35.592 | ||
| 8 | 39.803 | 35.975 | 32.220 | ||
| 9 | 37.272 | 34.293 | 31.313 | ||
| Hubble | GA | 3 | 144.417 | 84.779 | 81.893 |
| 4 | 89.426 | 75.263 | 74.791 | ||
| 5 | 81.106 | 58.249 | 53.953 | ||
| 6 | 60.346 | 47.011 | 44.846 | ||
| 7 | 141.832 | 141.832 | 141.832 | ||
| 8 | 515.975 | 515.975 | 515.975 | ||
| 9 | 108.306 | 108.306 | 108.306 | ||
Gumbel Sinkhorn | 3 | 85.077 | 78.502 | 73.494 | |
| 4 | 79.409 | 75.504 | 68.209 | ||
| 5 | 57.273 | 55.299 | 52.938 | ||
| 6 | 45.409 | 40.578 | 40.358 | ||
| 7 | 197.637 | 99.457 | 70.963 | ||
| 8 | 268.481 | 114.867 | 86.424 | ||
| 9 | 162.467 | 59.145 | 43.749 | ||
| ISS | GA | 3 | 90.416 | 78.799 | 74.222 |
| 4 | 62.060 | 51.864 | 49.623 | ||
| 5 | 73.523 | 44.139 | 39.235 | ||
| 6 | 63.257 | 49.458 | 46.617 | ||
| 7 | 62.032 | 45.258 | 40.286 | ||
| 8 | 58.050 | 41.489 | 30.785 | ||
| 9 | 60.675 | 44.350 | 41.383 | ||
Gumbel Sinkhorn | 3 | 74.848 | 64.156 | 56.426 | |
| 4 | 50.672 | 44.031 | 39.791 | ||
| 5 | 39.509 | 35.940 | 32.214 | ||
| 6 | 47.299 | 45.117 | 43.479 | ||
| 7 | 40.866 | 37.493 | 36.665 | ||
| 8 | 31.430 | 29.044 | 26.994 | ||
| 9 | 42.078 | 40.187 | 37.563 | ||
| JWST | GA | 3 | 458.602 | 401.159 | 332.308 |
| 4 | 271.470 | 247.406 | 217.591 | ||
| 5 | 177.915 | 158.932 | 136.608 | ||
| 6 | 121.724 | 112.556 | 94.751 | ||
| 7 | 90.387 | 82.36 | 71.968 | ||
| 8 | 71.145 | 65.735 | 56.310 | ||
| 9 | 56.547 | 52.204 | 47.619 | ||
Gumbel Sinkhorn | 3 | 653.481 | 332.534 | 332.308 | |
| 4 | 256.135 | 217.602 | 217.591 | ||
| 5 | 188.689 | 136.620 | 136.608 | ||
| 6 | 195.563 | 94.799 | 94.751 | ||
| 7 | 133.826 | 71.980 | 71.968 | ||
| 8 | 69.349 | 56.928 | 56.928 | ||
| 9 | 51.779 | 47.618 | 47.618 | ||
| [1] | 王明明, 罗建军, 袁建平, 等. 空间在轨装配技术综述[J]. 航空学报, 2021, 42(1): 523913. |
| WANG M M, LUO J J, YUAN J P, et al. In-orbit assembly technology: Review[J]. Acta Aeronautica et Astronautica Sinica, 2021, 42(1): 523913 (in Chinese). | |
| [2] | 岳程斐, 陆浪, 吴云华, 等. 在轨集群操控关键技术研究进展与展望[J]. 宇航学报, 2023, 44(6): 817-828. |
| YUE C F, LU L, WU Y H, et al. Research progress and prospect of the key technologies for on-orbit spacecraft swarm manipulation[J]. Journal of Astronautics, 2023, 44(6): 817-828 (in Chinese). | |
| [3] | 刘宏, 刘冬雨, 蒋再男. 空间机械臂技术综述及展望[J]. 航空学报, 2021, 42(1): 524164. |
| LIU H, LIU D Y, JIANG Z N. Space manipulator technology: review and prospect[J]. Acta Aeronautica et Astronautica Sinica, 2021, 42(1): 524164 (in Chinese). | |
| [4] | LU L, YUE C F, SHEN Q, et al. Hierarchical passivity-based force-position-configuration coordinated control of multi-branch spacecraft[J]. IEEE Transactions on Aerospace and Electronic Systems, 2024(99): 1-16. |
| [5] | 孟光, 韩亮亮, 张崇峰. 空间机器人研究进展及技术挑战[J]. 航空学报, 2021, 42(1): 523963. |
| MENG G, HAN L L, ZHANG C F. Research progress and technical challenges of space robot[J]. Acta Aeronautica et Astronautica Sinica, 2021, 42(1): 523963 (in Chinese). | |
| [6] | YUE C F, LIN T, ZHANG X, et al. Hierarchical path planning for multi-arm spacecraft with general translational and rotational locomotion mode[J]. Science China Technological Sciences, 2023, 66(4): 1180-1191. |
| [7] | LIU J G, ZHAO P Y, CHEN K L, et al. 1U-Sized deployable space manipulator for future on-orbit servicing, assembly, and manufacturing[J]. Space: Science & Technology, 2022, 2022: 9894604. |
| [8] | 牟帅, 卜慧蛟, 张进, 等. 面向突发任务的空间站任务重规划方法[J]. 航空学报, 2017, 38(7): 320793. |
| MU S, BU H J, ZHANG J, et al. Re-planning method for space station pop-up missions[J]. Acta Aeronautica et Astronautica Sinica, 2017, 38(7): 320793 (in Chinese). | |
| [9] | BROWN K J. Algorithms for multi-agent robotic assembly planning[D]. Stanford: Stanford University, 2021: 8-10. |
| [10] | BROWN K, ASMAR D M, SCHWAGER M, et al. Large-scale multi-robot assembly planning for autonomous manufacturing[DB/OL].arXiv preprint: 2311.00192; 2023. |
| [11] | CULBERTSON P D. Planning and control for multi-robot manipulation and assembly in unstructured environments[D]. Stanford: Stanford University, 2022: 57-73. |
| [12] | CULBERTSON P, BANDYOPADHYAY S, SCHWAGER M. Multi-robot assembly sequencing via discrete optimization[C]∥2019 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). Piscataway: IEEE Press, 2019: 6502-6509. |
| [13] | CULBERTSON P, BANDYOPADHYAY S, GOEL A, et al. Multi-robot assembly scheduling for the lunar crater radio telescope on the far-side of the moon[C]∥ 2022 IEEE Aerospace Conference (AERO). Piscataway: IEEE Press, 2022: 1-9. |
| [14] | NAGPAL K, MEHR N. Optimal robotic assembly sequence planning: A sequential decision-making approach[DB/OL]. arXiv preprint: 2310.17115, 2023. |
| [15] | ZHANG C, CAO Z G, WU Y X, et al. Learning topological representations with bidirectional graph attention network for solving job shop scheduling problem[DB/OL]. arXiv preprint: 2402.17606, 2024. |
| [16] | WANG N, YANG X, WANG T H, et al. Collaborative path planning and task allocation for multiple agricultural machines[J]. Computers and Electronics in Agriculture, 2023, 213: 108218. |
| [17] | EVANS J D, KESSLER R. Allocation of parallel pro-grams with time variant resource requirements[C]∥ 1993 International Conference on Parallel Processing (ICPP’93). Piscataway: IEEE Press, 1993: 271-275. |
| [18] | QIAN T, LIU X F, FANG Y C. A cooperative ant colony system for multiobjective multirobot task allocation with precedence constraints[J]. IEEE Transactions on Evolutionary Computation, 2024(99): 1. |
| [19] | LIN T, YUE C F, LIU Z R, et al. Modular multi-level replanning TAMP framework for dynamic environment[J]. IEEE Robotics and Automation Letters, 2024, 9(5): 4234-4241. |
| [20] | 邹子缘, 陈琪锋. 基于决策树搜索的空间飞行器集群对抗目标分配方法[J]. 航空学报, 2022, 43(S1): 726910. |
| ZOU Z Y, CHEN Q F. Decision tree-based target assignment for confrontation of multiple space vehicles[J]. Acta Aeronautica et Astronautica Sinica, 2022, 43(S1): 726910 (in Chinese). | |
| [21] | 王路桥, 王璐, 庄慧盈, 等. 约束分级的飞行器任务指令序列编排方法[J]. 航空学报, 2024, 45(20): 630445. |
| WANG L Q, WANG L, ZHUANG H Y, et al. A hierarchical constraint-based method for arranging aircraft mission instruction sequences[J]. Acta Aeronautica et Astronautica Sinica, 2024, 45(20): 630445 (in Chinese). | |
| [22] | LIU Z S, GUO M, BAO W M, et al. Fast and adaptive multi-agent planning under collaborative temporal logic tasks via poset products[J]. Research, 2024, 7: 337. |
| [23] | LIU Z S, GUO M, LI Z K. Time minimization and online synchronization for multi-agent systems under collaborative temporal logic tasks[J]. Automatica, 2024, 159: 111377. |
| [24] | BAI X S, FIELBAUM A, KRONMÜLLER M, et al. Group-based distributed auction algorithms for multi-robot task assignment[J]. IEEE Transactions on Automation Science and Engineering, 2023, 20(2): 1292-1303. |
| [25] | BAI X S, LI C, ZHANG B, et al. Efficient performance impact algorithms for multirobot task assignment with deadlines[J]. IEEE Transactions on Industrial Electronics, 2024, 71(11): 14373-14382. |
| [26] | LIU Y, HAN D, WANG L, et al. Novel topological relationship solutions to the alv multi-indegree-multi-outdegree task sequence planning problem[J]. International Journal of Robotics and Automation, 2022, 37(3): 257-265. |
| [27] | LIU Y D, HAN D, WANG L J, et al. HGHA: task allocation and path planning for warehouse agents[J]. Assembly Automation, 2021, 41(2): 165-173. |
| [28] | MENA G, BELANGER D, LINDERMAN S, et al. Learning latent permutations with gumbel-sinkhorn networks[DB/OL]. arXiv preprint: 1802.08665, 2018. |
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