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On-line Access: 2024-08-27

Received: 2023-10-17

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Citations:  Bibtex RefMan EndNote GB/T7714

 ORCID:

Qi DONG

https://orcid.org/0000-0002-1215-7588

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Frontiers of Information Technology & Electronic Engineering  2022 Vol.23 No.7 P.995-1001

http://doi.org/10.1631/FITEE.2100593


Existence and practice of gaming: thoughts on the development of multi-agent system gaming


Author(s):  Qi DONG, Zhenyu WU, Jun LU, Fengsong SUN, Jinyu WANG, Yanyu YANG, Xiaozhou SHANG

Affiliation(s):  China Academy of Electronics and Information Technology, Beijing 100049, China; more

Corresponding email(s):   dongqiouc@126.com, zhenyuwu1993@126.com, lujun_caeit@126.com

Key Words: 


Qi DONG, Zhenyu WU, Jun LU, Fengsong SUN, Jinyu WANG, Yanyu YANG, Xiaozhou SHANG. Existence and practice of gaming: thoughts on the development of multi-agent system gaming[J]. Frontiers of Information Technology & Electronic Engineering, 2022, 23(7): 995-1001.

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publisher="Zhejiang University Press & Springer",
doi="10.1631/FITEE.2100593"
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%A Fengsong SUN
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A1 - Yanyu YANG
A1 - Xiaozhou SHANG
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Abstract: 
Game is a universal being in the universe. Starting with human understanding of the game process, we discuss the existence and practice of gaming, expound challenges in multi-agent gaming, and put forward a theoretical framework for a multiagent evolutionary game based on the idea of evolution and system theory. Taking the next-generation early warning and detection system as an example, we introduce the applications of multi-agent evolutionary game. We construct a multi-agent selforganizing game decision-making model and develop a multi-agent method based on reinforcement learning, which are significant in studying organized and systematic game behaviors in a high-dimensional complex environment.

博弈的存在与实践:对多智能体博弈发展的思考

董琦1,吴镇宇1,2,陆军1,孙凤松1,3,王锦宇1,3,杨焱煜1,尚晓舟1
1中国电子科学研究院,中国北京市,100049
2北京理工大学信息与电子学院,中国北京市,100081
3北京邮电大学信息与通信工程学院 ,中国北京市,100876
摘要:博弈是宇宙中的一种普遍存在。本文从人类对博弈的认识过程出发,探讨了博弈的存在与实践,阐述了多智能体博弈研究难点,并基于演化思想,从系统论的角度出发,提出多智能体演化博弈理论框架。以下一代预警探测系统为例,介绍了多智能体演化博弈的应用实践。构建了多智能体自组织博弈决策模型和多智能体强化学习方法,对研究高维复杂环境下的组织化、体系化博弈行为具有重要意义。

关键词:博弈;多智能体系统;多智能体演化博弈;预警探测

Darkslateblue:Affiliate; Royal Blue:Author; Turquoise:Article

Reference

[1]Abu Turab Rizvi S, 2007. Aumann's and Schelling's game theory: the Nobel Prize in Economic Science, 2005. Rev Polit Econ, 19(3):297-316.

[2]Alsheikh MA, Hoang DT, Niyato D, et al., 2015. Markov decision processes with applications in wireless sensor networks: a survey. IEEE Commun Surv Tutor, 17(3):1239-1267.

[3]Archetti M, Pienta KJ, 2019. Cooperation among cancer cells: applying game theory to cancer. Nat Rev Cancer, 19(2):110-117.

[4]Cavagna A, Cimarelli A, Giardina I, et al., 2010. Scale-free correlations in starling flocks. Proc Nat Acad Sci USA, 107(26):11865-11870.

[5]Gupta A, Savarese S, Ganguli S, et al., 2021. Embodied intelligence via learning and evolution. Nat Commun, 12(1):5721.

[6]Hayat S, Yanmaz E, Muzaffar R, 2016. Survey on unmanned aerial vehicle networks for civil applications: a communications viewpoint. IEEE Commun Surv Tutor, 18(4):2624-2661.

[7]Heidegger M, 2013. Sein und Zeit. De Gruyter, Germany (in German).

[8]Heidegger M, Mörchen H, 1988. Vom Wesen der Wahrheit Zu Platons Höhlengleichnis und Theätet. V. Klostermann, Frankfurt, USA (in German).

[9]Hilbe C, Šimsa Š, Chatterjee K, et al., 2018. Evolution of cooperation in stochastic games. Nature, 559(7713):246-249.

[10]Kant I, 2020. Kritik der Reinen Vernunft. BoD–Books on Demand, Germany (in German).

[11]Li L, Wang X, Wang KF, et al., 2019. Parallel testing of vehicle intelligence via virtual-real interaction. Sci Robot, 4(28):eaaw4106.

[12]Liu M, Lu J, 2015. Overview of AEW character and development trend. J China Acad Electron Inform Technol, 10(3):278-282 (in Chinese).

[13]Liu ZA, Nishi T, 2022. Strategy dynamics particle swarm optimizer. Inform Sci, 582:665-703.

[14]Lu J, Shan BN, 2020. Information system development thinking. J Electr Electron Edu, 42:1 (in Chinese).

[15]Nash JFJr, 1950. Equilibrium points in n-person games. Proc Nat Acad Sci USA, 36(1):48-49.

[16]Nowak MA, 2006. Five rules for the evolution of cooperation. Science, 314(5805):1560-1563.

[17]Omidshafiei S, Papadimitriou C, Piliouras G, et al., 2019. a-Rank: multi-agent evaluation by evolution. Sci Rep, 9(1):9937.

[18]Shao K, Zhu YH, Zhao DB, 2019. Starcraft micromanagement with reinforcement learning and curriculum transfer learning. IEEE Trans Emerg Top Comput Intell, 3(1):73-84.

[19]Shoham Y, Leyton-Brown K, 2008. Multiagent Systems: Algorithmic, Game-Theoretic, and Logical Foundations. Cambridge University Press, Cambridge, UK.

[20]Silver D, Huang A, Maddison CJ, et al., 2016. Mastering the game of Go with deep neural networks and tree search. Nature, 529(7587):484-489.

[21]Smith JM, 1982. Evolution and the Theory of Games. Cambridge University Press, Cambridge, UK.

[22]Von Neumann J, 1928. Zur theorie der gesellschaftsspiele. Math Ann, 100(1):295-320 (in German).

[23]Von Neumann J, Morgenstern O, 2007. Theory of Games and Economic Behavior. Princeton University Press, Princeton, USA.

[24]Wang MY, Li YM, Cheng ZX, et al., 2021. Evolution and equilibrium of a green technological innovation system: simulation of a tripartite game model. J Clean Prod, 278:123944.

[25]Xu GZ, 2000. Systems Science and Engineering. Shanghai Scientific Technologically Education Publishing House, Shanghai, China (in Chinese).

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