Systems Engineering and Electronics ›› 2021, Vol. 43 ›› Issue (9): 2553-2561.doi: 10.12305/j.issn.1001-506X.2021.09.23
• Systems Engineering • Previous Articles Next Articles
Minggang YU1,2, Ming HE1,*, Dongge ZHANG1, Ziyu MA1, Kai KANG1
Received:
2020-07-20
Online:
2021-08-20
Published:
2021-08-26
Contact:
Ming HE
CLC Number:
Minggang YU, Ming HE, Dongge ZHANG, Ziyu MA, Kai KANG. Strategy dominance condition of unmanned combat cluster based on multi-player public goods evolutionary game[J]. Systems Engineering and Electronics, 2021, 43(9): 2553-2561.
Table 1
Relationship between concepts"
无人集群自主协同 | 多元公共品演化博弈 |
无人集群 | 混合均匀种群 |
自主协同所需公共资源(如弹药、通信等) | 公共品 |
参与自主协同的多个无人平台 | 多元 |
单个无人平台 | 个体 |
作为研究对象的单个无人平台 | 焦点个体 |
平台愿意向集群贡献资源的合作行为 | 策略A |
平台不愿向集群贡献资源,而选择“搭便车”的非合作行为 | 策略B |
不同策略下,集群回馈给平台的公共资源 | 收益 |
无人平台间基于收益的策略转换 | 博弈 |
多轮博弈中,采用不同策略的平台在集群中占比动态变化 | 演化 |
多轮博弈后,占比稳定,博弈终止 | 演化稳定 |
演化稳定后,合作者(非合作者)在集群中占比的期望值 | 平均丰度 |
合作者在集群中平均丰度大于0.5 | 合作策略占优 |
1 |
XU P , DHERBOMEZ G , HERY E , et al. System architecture of a driverless electric car in the grand cooperative driving challenge[J]. IEEE Intelligent Transportation Systems Magazine, 2018, 10 (1): 47- 59.
doi: 10.1109/MITS.2017.2776135 |
2 | LIANG H, QIANG H, FENG Z. Research on capability characteristics modeling and cooperative fire strike planning for unmanned ground vehicles[C]//Proc. of the 2nd International Conference on Artificial Intelligence and Big Data, 2019: 136-141. |
3 | ZOTO J, MUSCI M A, KHALIQ A, et al. Automatic path planning for unmanned ground vehicle using UAV imagery[C]//Proc. of the International Conference on Robotics in Alpe-Adria Danube Region, 2019: 223-230. |
4 |
MA Y , HU M , YAN X . Multi-objective path planning for unmanned surface vehicle with currents effects[J]. ISA transactions, 2018, 75, 137- 156.
doi: 10.1016/j.isatra.2018.02.003 |
5 |
SONG R , LIU Y U , BUCKNALL R . Smoothed A* algorithm for practical unmanned surface vehicle path planning[J]. Applied Ocean Research, 2019, 83, 9- 20.
doi: 10.1016/j.apor.2018.12.001 |
6 | ZHOU Q, LI B F, ZHAN Z J. Research on the key technologies of unmanned cluster to sea combat[C]//Proc. of the Global Intelligence Industry Conference, 2018. |
7 |
GILES K , GIAMMARCO K . A mission-based architecture for swarm unmanned systems[J]. Systems Engineering, 2019, 22 (3): 271- 281.
doi: 10.1002/sys.21477 |
8 | KHAWAJA W , GUVENC I , MATOLAK D W , et al. A survey of air-to-ground propagation channel modeling for unmanned aerial vehicles[J]. IEEE Communications Surveys & Tutorials, 2019, 21 (3): 2361- 2391. |
9 | SHAKERI R , Al-GARADI M A , BADAWY A , et al. Design challenges of multi-UAV systems in cyber-physical applications: a comprehensive survey, and future directions[J]. IEEE Communications Surveys & Tutorials, 2019, 21 (4): 3340- 3385. |
10 | DOLICANIN E , FETAHOVIC I , TUBA E , et al. Unmanned combat aerial vehicle path planning by brain storm optimization algorithm[J]. Studies in Informatics and Control, 2018, 27 (1): 15- 24. |
11 | FAN J R , LI D G , LI R P , et al. Analysis on MAV/UAV cooperative combat based on complex network[J]. Defense Technology, 2020, 16 (1): 154- 161. |
12 | 全吉, 储育青, 王先甲. 具有惩罚策略的公共物品博弈与合作演化[J]. 系统工程理论与实践, 2019, 39 (1): 141- 149. |
QUAN J , CHU Y Q , WANG X J . Public goods with punishment and the evolution of cooperation[J]. Systems Engineering-Theory & Practice, 2019, 39 (1): 141- 149. | |
13 |
SMITH J M , PRICE G R . The logic of animal conflict[J]. Nature, 1973, 246 (5427): 15- 18.
doi: 10.1038/246015a0 |
14 | NOWAK M A , SIGMUND K . Evolution of indirect reciprocity[J]. Nature, 2005, 437 (6685): 1291- 1298. |
15 |
WOLFF I . What are the equilibria in public-good experiments?[J]. Economics Letters, 2017, 150, 83- 85.
doi: 10.1016/j.econlet.2016.11.015 |
16 |
NOWAK M A , SASAKI A , TAYLOR C , et al. Emergence of cooperation and evolutionary stability in finite populations[J]. Nature, 2004, 428 (6983): 646- 650.
doi: 10.1038/nature02414 |
17 | SU Q, MCAVOY A, WANG L, et al. Evolutionary dynamics with stochastic game transitions[EB/OL]. [2020-07-15]. http://arxiv.org/abs/1905.10269. |
18 |
ANTAL T , NOWAK M A , TRAULSEN A . Strategy abundance in 2×2 games for arbitrary mutation rates[J]. Journal of Theoretical Biology, 2009, 257 (2): 340- 344.
doi: 10.1016/j.jtbi.2008.11.023 |
19 |
GOKHALE C S , TRAULSEN A . Evolutionary games in the multiverse[J]. Proceedings of the National Academy of Sciences, 2010, 107 (12): 5500- 5504.
doi: 10.1073/pnas.0912214107 |
20 |
HINDERSIN L , WU B , TRAULSEN A , et al. Computation and simulation of evolutionary game dynamics in finite populations[J]. Scientific Reports, 2019, 9 (1): 6946.
doi: 10.1038/s41598-019-43102-z |
21 | WANG X J , GU C L , LV S J , et al. Evolutionary game dynamics of combining the Moran and imitation processes[J]. Chinese Physics B, 2019, 28 (2): 94- 105. |
22 |
ROCA C P , HELBING D . Emergence of social cohesion in a model society of greedy, mobile individuals[J]. Proceedings of the National Academy of Sciences, 2011, 108 (28): 11370- 11374.
doi: 10.1073/pnas.1101044108 |
23 |
TARNITA C E , OHTSUKI H , ANTAL T , et al. Strategy selection in structured populations[J]. Journal of Theoretical Biology, 2009, 259 (3): 570- 581.
doi: 10.1016/j.jtbi.2009.03.035 |
24 |
DU J M , WU B , WANG L . Aspiration dynamics in structured population acts as if in a well-mixed one[J]. Scientific Reports, 2015, 5 (1): 8014.
doi: 10.1038/srep08014 |
25 |
DU J M , WU B , ALTROCK P M , et al. Aspiration dynamics of multi-player games in finite populations[J]. Journal of the Royal Society Interface, 2014, 11 (94): 20140077.
doi: 10.1098/rsif.2014.0077 |
26 | DU J M, WU B, WANG L. Evolutionary game dynamics of multi-agent cooperation driven by self-learning[C]//Proc. of the 9th Asian Control Conference, 2013. |
27 | 王先甲, 夏可. 愿景驱动、演化博弈与环境污染治理进路[J]. 江汉论坛, 2018, (7): 38- 44. |
WANG X J , XIA K . Aspiration driven, evolutionary game and environmental pollution control[J]. Jianghan Tribune, 2018, (7): 38- 44. | |
28 | DU J M , WU B , WANG L . Aspiration dynamics and the sustainability of resources in the public goods dilemma[J]. Physica A: Statistical Mechanics & its Application, 2016, 380 (16): 1432- 1436. |
29 | SMITH E A . Communication and collective action: language and the evolution of human cooperation[J]. Evolution & Human Behavior, 2010, 31 (4): 231- 245. |
30 |
禹明刚, 张东戈, 康凯, 等. 基于多元公共品演化博弈的无人集群合作演化机制[J]. 系统工程与电子技术, 2020, 42 (12): 2787- 2794.
doi: 10.3969/j.issn.1001-506X.2020.12.15 |
YU M G , ZHANG D G , KANG K , et al. Cooperative evolution mechanism of unmanned swarm within the framework of public good game[J]. Systems Engineering and Electronics, 2020, 42 (12): 2787- 2794.
doi: 10.3969/j.issn.1001-506X.2020.12.15 |
|
31 | Department of Defence. Unmanned systems integrated Roadmap FY2017-2042[R]. Office of the Secretary of Defense, 2013. |
32 | 胡晓峰, 荣明. 智能化作战研究值得关注的几个问题[J]. 指挥与控制学报, 2018, 4 (3): 195- 200. |
HU X F , RONG M . Several important questions of intelligent warfare research[J]. Journal of Command and Control, 2018, 4 (3): 195- 200. | |
33 | 李林林, 张承龙, 卓志敏. 智能无人作战系统发展及关键技术[J]. 现代防御技术, 2020, 48 (3): 37- 44. |
LI L L , ZHANG C L , ZHUO Z M . Development and key technology of intelligent unmanned combat system[J]. Modern Defence Technology, 2020, 48 (3): 37- 43. | |
34 | 杨进, 沈文科. 对陆军智能化建设的深层思考[J]. 国防科技, 2019, 40 (4): 41- 44. |
YANG J , SHEN W K . Deep thinking on army intelligence construction[J]. National Defense Science and technology, 2019, 40 (4): 41- 44. | |
35 |
GARRO A , MAX M , TUNDIS A , et al. Intelligent agents: multi-agent systems[J]. Encyclopedia of Bioinformatics and Computational Biology, 2019,
doi: 10.1016/B978-0-12-809633-8.20328-2 |
36 | 约翰·霍兰. 隐秩序—适应性造就复杂性[D]. 周晓牧译. 上海: 上海科技教育出版社, 2000. |
HOLLAND J. Hidden order—adaptability makes complexity[D]. ZHOU X M. Shanghai: Shanghai Science and technology education press, 2000. | |
37 |
YANG Z S , WANG W , KIM D . On multi-path routing for reliable communications in failure interdependent complex networks[J]. Journal of Combinatorial Optimization, 2021, 41 (1): 170- 196.
doi: 10.1007/s10878-020-00665-2 |
38 | CHONG Y Z , YANG H , LIU Z X , et al. Stability of replicator dynamics with bounded continuously distributed time delay[J]. Mathematics, 2020, 8 (431): 1- 11. |
39 |
GAO S P , WU T , WANG L . Evolution of global cooperation and ethnocentrism in group-structured populations[J]. Physics Letters A, 2018, 382 (31): 2027- 2043.
doi: 10.1016/j.physleta.2018.05.020 |
40 | GRAHAM R L , KNUTH D E , PATASHNIK O . Concrete mathematics[M]. 2nd ed.Massachusetts: Addison-Wesley Publishing Company, 1994. |
41 |
CHEN Y S , YANG H X , GUO W Z . Aspiration-induced dormancy promotes cooperation in the spatial Prisoner's Dilemma games[J]. Physica A: Statistical Mechanics and its Applications, 2017, 469, 625- 630.
doi: 10.1016/j.physa.2016.11.082 |
42 |
PLATKOWSKI T . Aspiration-based full cooperation in finite systems of players[J]. Applied Mathematics and Computation, 2015, 251, 46- 54.
doi: 10.1016/j.amc.2014.11.054 |
43 | 王先甲, 刘佳. 具有外部性的合作博弈问题中的稳定的联盟结构[J]. 系统工程理论与实践, 2018, 38 (5): 1173- 1183. |
WANG X J , LIU J . Stable coalition structures in cooperative game with externalities[J]. Systems Engineering-Theory & Practice, 2018, 38 (5): 1173- 1183. | |
44 | LIU X S , HE M F , KANG Y B , et al. Fixation of strategies with the Moran and Fermi processes in evolutionary games[J]. Physica A: Statistical Mechanics and its Applications, 2017, 484, 336- 344. |
45 | LIU X S , HE M F , KANG Y B , et al. Aspiration promotes cooperation in the prisoner's dilemma game with the imitation rule[J]. Physical Review E, 2016, 94, 012124. |
46 | VAN K N G . Stochastic process in physics and chemistry[M]. Netherlands: Elsevier, 1992. |
47 | GARDINER C W . Handbook of stochastic methods[M]. Berlin: springer, 1985. |
48 | KIMURA M . The neutral theory of molecular evolution[M]. Cambridge: Cambridge University Press, 1983. |
49 | TRAULSEN A, SEMMANN D, SOMMERFELD R D, et al. Human strategy updating in evolutionary games[J]//Proceedings of the National Academy of Science of the USA, 2010, 107(7): 2962-2966. |
50 | WU B , ALTROCK P M , WANG L , et al. Universality of weak selection[J]. Physical Review E, 2010, 82, 046106. |
[1] | Minggang YU, Dongge ZHANG, Kai KANG, Weixing ZHU. Cooperative evolution mechanism of unmanned cluster based on multi-player public goods evolutionary game [J]. Systems Engineering and Electronics, 2020, 42(12): 2787-2794. |
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