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Li Ming, Song Wenpeng, Zong Yan, Liu Mianchen. Blockchain Based Metaverse Ecosystem Achitecture[J]. Journal of Computer Research and Development, 2024, 61(9): 2364-2383. DOI: 10.7544/issn1000-1239.202330074
Citation: Li Ming, Song Wenpeng, Zong Yan, Liu Mianchen. Blockchain Based Metaverse Ecosystem Achitecture[J]. Journal of Computer Research and Development, 2024, 61(9): 2364-2383. DOI: 10.7544/issn1000-1239.202330074

Blockchain Based Metaverse Ecosystem Achitecture

Funds: This work was supported by the National Key Research and Development Program of China (2019YFB2101703), the National Natural Science Foundation of China (U19A2066), and the Shanghai Science and Technology Innovation Action Plan (20511102200, 20222420800).
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  • Author Bio:

    Li Ming: born in 1975. PhD candidate. Member of CCF. His main research interests include blockchain, metaverse, and Web 3.0

    Song Wenpeng: born in 1982. PhD candidate. His main research interests include blockchain, privacy computing, and cryptography

    Zong Yan: born in 1975. Bachelor, senior engineer. Her main research interest includes the blockchain and metaverse on healthcare industry

    Liu Mianchen: born in 1999. Bachelor. His main research interests include blockchain, metaverse, and Web 3.0

  • Received Date: April 02, 2023
  • Revised Date: November 28, 2023
  • Available Online: April 27, 2024
  • The metaverse has emerged as a ubiquitous buzzword in the industry, with various sectors eagerly anticipating its potential to unlock forth new opportunities and foster exponential growth, and to serve as a driving force and powerful engine for the digital economy. However, there is a wide divergence of understanding regarding the metaverse across different domains and aspects. This paper aims to provide a framework for a systematic understanding and scientific research of the metaverse through a multidimensional approach. Firstly, we analyze several mainstream metaverse architectural frameworks and their pivotal components, revealing the intricate and multilayered structure of the metaverse. Secondly, we furnish a framework for a meticulous comprehension of metaverse, and propose the metaverse ecosystem architecture, elaborate on the requirements of various levels including the technology system, content system, economic system, collaboration system, and governance system, as well as highlight their interrelationships, and thereby construct the entire metaverse ecosystem. Furthermore, we place special emphasis on the analysis of the crucial role of blockchain technology within the metaverse, particularly underscoring its value in supporting data, digital assets, and collaboration. This study aims to provide a sturdy theoretical foundation and practical guidance for the future development of the metaverse field.

  • [1]
    IEC. Exploringmetaverse[EB/OL]. (2022-12-21)[2023-09-20].https://www.iec.ch/blog/exploring- metaverse
    [2]
    IEEE. IEEE Computer Society SAB SC metaverse PAR study group introdction[EB/OL]. (2022-08-25)[2023-09-20].https://sagroups.ieee.org/metaverse-parsg/
    [3]
    Metaverse Standards Forum. Setting course for an open metaverse part 1: Updates from the first 60 days of the metaverse standards forum[EB/OL]. (2022-09-01)[2023-09-20].https://metaverse-standards.org/blog/
    [4]
    OpenmetaverseallianceforWeb3. Why we created oma3[EB/OL]. (2023-01-13)[2023-09-20].https://www.oma3.org/post/why-we-created-oma3
    [5]
    NVIDIA. NVIDIA omniverse replicator [EB/OL]. (2023-05-09)[2023-09-20].https://developer.nvidia.cn/community-training/
    [6]
    Mircrosoft. Rewind the metaverse with data history for azure digital Twins[EB/OL]. (2022-03-29)[2023-09-20].https://techcommunity.microsoft.com/t5/forums/searchpage/tab/message?advanced=false&allow_punctuation=false&q=metaverse
    [7]
    Unity. XR interaction toolkit 0.10 preview is available[EB/OL]. (2022-09-30)[2023-09-20].https://forum.unity.com/threads/xr-interaction-toolkit-0-10-preview-is-available.1000576/
    [8]
    胡安安,张湘仡. 上海市培育“元宇宙”新赛道行动方案(2022—2025年)解析[J]. 上海信息化,2022(10):6−6

    Hu An’an, Zhang Xiangge. Analysis of the action plan for cultivating the “Meta-Universe” new circuit in Shanghai (2022—2025)[J]. Shanghai Information Technology, 2022(10): 6−6(in Chinese)
    [9]
    浙江省发展和改革委员会. 浙发改高技[2022]号关于联合印发《浙江省元宇宙产业发展行动计划(2023—2025年)》的通知[EB/OL]. (2022-12-15)[2023-09-20].https://fzggw.zj.gov.cn/art/2022/12/15/art_1229123366_2451471.html

    Zhejiang Provincial Development and Reform Commission. Zhejiang Provincial Development and Reform Commission Innovation and High Technology Development Department[2022]. Notice on the joint issuance of the [Action Plan for the Development of Zhejiang Metaverse Industry (2023–2025)][EB/OL]. (2022-12-15)[2023-09-20].https://fzggw.zj.gov.cn/art/2022/12/15/art_1229123366_2451471.html(in Chinese)
    [10]
    河南省商务厅. 豫政办〔2022〕89号. 关于印发河南省元宇宙产业发展行动计划(2022—2025年)的通知[EB/OL]. (2022-09-30)[2023-09-20].https://hnsswt.henan.gov.cn/2022/09-30/2615994.html

    Henan Provincial Department of Commerce. Yu ZhengBan [2022] no. 89 Notice on the issuance of Henan Province Metaverse Industry Development Action Plan (2022–2025)[EB/OL]. (2022-09-30) [2023-09-20].https://hnsswt.henan.gov.cn/2022/09-30/2615994.html (in Chinese)
    [11]
    沈阳. 元宇宙发展研究报告3.0[R]. 北京:清华大学,2021

    Shenyang. Metaverse development research report version 3.0[R]. Beijing: Tsinghua University, 2021(in Chinese)
    [12]
    北京大学汇丰商学院,安信证券. 元宇宙2022——蓄积的力量[R]. 北京:北京大学汇丰商学院,2022

    Peking University HSBC Business School, Essence Securities. Metaverse 2022―The accumulated power [R]. Beijing: Peking University HSBC Business School, 2022 (in Chinese)
    [13]
    浙江大学中国科教战略研究院. 探索元宇宙[R]. 杭州:浙江大学中国科教战略研究院,2022

    China Academy of Science and Education Strategy, Zhejiang University. Exploring the meta-universe [R]. Hangzhou: China Academy of Science and Education Strategy, Zhejiang University, 2022 (in Chinese)
    [14]
    中国电子技术标准化研究院. 链接元宇宙:研究与探索[R]. 北京:中国电子技术标准化研究院,2022

    China Institute of Electronic Technology Standardization. Linked metaverse: Research and exploration[R]. Beijing: China Institute of Electronic Technology Standardization, 2022 (in Chinese)
    [15]
    中国信息通信研究院. 2022元宇宙产业图谱[R]. 北京:中国信息通信研究院,2022

    China Academy of Information and Communications Technology. 2022 Meta-universe industry atlas[R]. Beijing: China Academy of Information and Communications Technology, 2022(in Chinese)
    [16]
    Baidu. Xirang[EB/OL]. (2022-07-15)[2023-09-20].https://vr.baidu.com/product/xirang
    [17]
    NetEase. Yaotai [EB/OL]. (2020-10-21)[2023-09-20].https://yaotai.163.com
    [18]
    Ant Group. Whale-spotting-digital collection[EB/OL]. (2022-05-30)[2023-09-20].https://antchain.antgroup.com/solutions/acdcin
    [19]
    沈小玲. 关于信息消费的理论探讨[J]. 图书情报知识,2006(113):81−84

    Shen Xiaoling. Theoretical discussion on information consumption[J]. Library and Information Knowledge, 2006(113): 81−84 (in Chinese)
    [20]
    李鸣. 元宇宙标准化探索[R]. 北京:社会科学文献出版社,2022

    Li Ming. Metaverse standardization exploration [R]. Beijing: Social Sciences Academic Press, 2022 (in Chinese)
    [21]
    Jung S H, Jeon I O. A study on the components of the metaverse ecosystem[J]. Journal of Digital Convergence, 2022, 20(2): 163−174
    [22]
    RobloxCorp. A large scale analysis of semantic versioning in NPM[EB/OL]. (2023-08-06)[2023-09-20].https://research.roblox.com/publications
    [23]
    Sandbox. What is the metaverse? A guide to the future of the Web[EB/OL]. (2023-07-05)[2023-09-20].https://www.sandbox.game/en/blog/what-is-the-metaverse-a-guide-to-the-future-of-the-web/3362/
    [24]
    Park M, Kim Y G. A metaverse: Taxonomy, components, applications, and open challenges[J]. IEEE Access, 2022, 10: 4209−4215 doi: 10.1109/ACCESS.2021.3140175
    [25]
    Wang Minjuan, Yu Haiyang, Bell Z, et al. Constructing an edu-metaverse ecosystem: A new and innovative framework[J]. IEEE Transactions on Learning Technologies, 2022(99): 1−13
    [26]
    祝烈煌,高峰,沈蒙,等. 区块链隐私保护研究综述[J]. 计算机研究与发展,2017,54(10):2170−2186

    Zhu Liehuang, Gao Feng, Shen Meng, et al. Research review on blockchain privacy protection[J]. Journal of Computer Research and Development, 2017, 54(10): 2170−2186 (in Chinese)
    [27]
    Gupta A, Khan H, Nazir S, et al. Metaverse security: Issues, challenges and a viable ZTA model[J]. Electronics, 2023, 12(2): 391−403 doi: 10.3390/electronics12020391
    [28]
    Holonext. Metaverse 101: Understanding the seven layers of the metaverse [EB/OL]. (2022-03-02)[2023-09-20].https://holonext.com/metaverse-101-understanding-the-seven-layers/#:~:text=Jon%20Radoff%20is%20an%20entrepreneur%2C%20author%20and%20game,that%20describe%20the%20value-chain%20of%20the%20metaverse%20market
    [29]
    Gartner. What is the meta-universe[EB/OL]. (2022-09-23)[2023-09-20].https://www.gartner.com/cn/information-technology/articles/what-is-a-metaverse
    [30]
    Deloitte. The metaverse overview[EB/OL]. (2022-05-26)[2023-09-20].https://www2.deloitte.com/cn/en/pages/technology-media-and-telecommunications/articles/metaverse-report.htm
    [31]
    天风证券. 探索元宇宙框架:生产力的第三次革命[EB/OL]. (2021-09-14)[2023-09-20].https://www.doc88.com/p-59239017026647.html

    Tianfeng Securities. Exploring the metaverse framework: The third revolution of productivity[EB/OL]. (2021-09-14)[2023-09-20].https://www.doc88.com/p-59239017026647.html (in Chinese)
    [32]
    中国电子信息产业发展研究院. 元宇宙产业链生态白皮书[EB/OL]. (2022-05-12)[2023-09-20]. http://cdn.aqifun.com/UE/20220531160102_563.pdf

    China’s Electronic Information Industry Development Institute. Metaverse industrial ecological white paper[EB/OL]. (2022-05-12) [2023-09-20]. http://cdn.aqifun.com/UE/20220531160102_563.pdf (in Chinese)
    [33]
    Keresztes E, Ildikó K. Web3 powered by blockchain technology[C]//Proc of the 3rd Int Black Sea Modern Scientific Reserch Congress. Samsun: IKSAD Publications, 2022: 368−375
    [34]
    Polygon. 10 things you didn’t know about the game industry [EB/OL]. (2022-12-12)[2023-09-20].https://www.polygon.com
    [35]
    Optimism. Tnsitionon-chainvoting[EB/OL]. (2022-12-22)[2023-09-20].https://gov.optimism.io/t/transitioning-to-on-chain-voting/4193/1
    [36]
    Maker DAO. The Maker protocol: MakerDAO’s multi-collateral Dai (MCD) system[EB/OL]. (2022-10-11)[2023-09-20].https://makerdao.com/en/whitepaper
    [37]
    Bankless DAO. Tokenized treasuries and an RWA revolution[EB/OL]. (2023-09-03)[2023-09-20].https://www.bankless.com/tokenized-treasuries-and-an-rwa-revolution
    [38]
    Sitnik A. NFT as an object of legal regulation[J]. Actual Problems of Russian Law, 2022, 17: 84−93 doi: 10.17803/1994-1471.2022.145.12.084-093
    [39]
    Lin W. DeCentralized finance-DeFi[R/OL]. 2022 [2023-09-20]. https://www.researchgate.net/publication/363566477_DeCentralized_Finance_-_DeFi
    [40]
    Proelss J , Sevigny S , Schweizer D. GameFi―The perfect symbiosis of blockchain, tokens, DeFi, and NFTs [J/OL]. SSRN Electronic Journal, 2023.[2023-09-20].https://www.sciencedirect.com/science/article/abs/pii/S1057521923004325
    [41]
    Guidi B, Michienzi A. SocialFi: Towards the new shape of social media[J]. ACM SIGWEB Newsletter, 2022, 2022(5): 1−8
    [42]
    Venugopalan S, Aydt H. Dance of the DAOs: Building data assets as a use case[J]. arXiv preprint, arXiv: 2301.05945, 2023
    [43]
    刘楠,刘露. 区块链与云计算融合发展BaaS成大势所趋[J]. 通信世界,2017(17):61−62

    Liu Nan, Liu Lu. Integration of blockchain and cloud computing to develop BaaS becomes the trend[J]. Communications World, 2017(17): 61−62 (in Chinese)
    [44]
    ISO/TC307 Blockchain and Distributed Ledger Technologies Standards Committee. ISO 22739 2020 Blockchain and Distributed Ledger Technologies-Vocabulary[S/OL]. 2020[2023-09-20].https://www.iso.org/standard/73771.html
    [45]
    袁勇,王飞跃. 区块链技术发展现状与展望[J]. 自动化学报,2016,42(4):481−494

    Yong Yuan, Wang Feiyue. Blockchain technology development status and prospects[J]. Acta Automatica Sinica, 2016, 42(4): 481−494(in Chinese)
    [46]
    李鸣. 区块链标准化及思考[R]. 北京:社会科学文献出版社,2019:316−340

    Li Ming. Blockchain standardization and thinking [R]. Beijing: Social Sciences Academic Press, 2019: 316−340 (in Chinese)
    [47]
    李鸣,张亮,宋文鹏,等. 区块链:元宇宙的核心基础设施[J]. 计算机工程:区块链理论与技术,2022,48(6):24−32,41

    Li Ming, Zhang Liang, Song Wenpeng, et al. Blockchain: The core infrastructure of the metaverse[J]. Computer Engineering: Blockchain Theory and Technology, 2022, 48(6): 24−32,41 (in Chinese)
    [48]
    臧志彭,解学芳. 中国特色元宇宙体系建设:理论构建与路径选择[J]. 南京社会科学,2022(10):137−147

    Zang Zhipeng, Xie Xuefang. Construction of a meta-universe system with Chinese characteristics: Theoretical construction and path selection[J]. Nanjing Social Sciences, 2022(10): 137−147 (in Chinese)
    [49]
    徐昱,杨旺功,赵一飞,等. 元宇宙的数字生态特征研究[J]. 北京印刷学院学报,2022,30(7):61−65

    Xu Yu, Yang Wanggong, Zhao Yifei, et al. Research on digital ecological features of the meta-universe[J]. Journal of Beijing Institute of Printing and Technology, 2022, 30(7): 61−65 (in Chinese)
    [50]
    Agarwal U, Tandon D, Sharma V, et al. Metaverse technology: An overview[J]. International Research Journal of Modernization in Engineering Technology and Science, 2022, 4(11): 1287−1289
    [51]
    向安玲,陶炜,沈阳. 元宇宙本体论——时空美学下的虚拟影像世界[J]. 电影艺术,2022(2):42−49

    Xiang Anling, Tao Wei, Shen Yang. Meta-universe ontology: Virtual image world under space-time aesthetics[J]. Film Arts, 2022(2): 42−49 (in Chinese)
    [52]
    黄克振,连一峰,冯登国,等. 基于区块链的网络安全威胁情报共享模型[J]. 计算机研究与发展,2020,57(4):836−846

    Huang Kezhen, Lian Yifeng, Feng Dengguo, et al. Network security threat intelligence sharing model based on blockchain[J]. Journal of Computer Research and Development, 2020, 57(4): 836−846 (in Chinese)
    [53]
    陈伟利,郑子彬. 区块链数据分析:现状、趋势与挑战[J]. 计算机研究与发展,2018,55(9):1853−1870

    Chen Weili, Zheng Zibin. Blockchain data analysis: Current status, trends and challenges[J]. Journal of Computer Research and Development, 2018, 55(9): 1853−1870 (in Chinese)
    [54]
    Hashash O, Chaccour C, Saad W, et al. Towards a decentralized metaverse: Synchronized orchestration of digital twins and sub-metaverses [J]. arXiv preprint, arXiv: 2211.14686, 2022
    [55]
    王競一,张洪忠,斗维红. 想象的可供性:人与元宇宙场景关系的分析与反思[J]. 新闻与写作,2022(4):70−78

    Wang Jingyi, Zhang Hongzhong, Dou Weihong. The suppliability of imagination: Analysis and reflection on the relationship between man and the meta-universe scene[J]. News and Writing, 2022(4): 70−78 (in Chinese)
    [56]
    海沫,朱建明. 区块链网络最优传播路径和激励相结合的传播机制[J]. 计算机研究与发展,2019,56(6):1205−1218

    Hai Mo, Zhu Jianming. Propagation mechanism combining optimal propagation path and incentive of blockchain network[J]. Journal of Computer Research and Development, 2019, 56(6): 1205−1218 (in Chinese)
    [57]
    喻国明,陈雪娇. 数字资产:元宇宙时代的全新媒介—数字资产对传播价值链的激活、整合与再连接[J]. 出版发行研究,2022(7):21−27

    Yu Guoming, Chen Xuejiao. Digital assets: A new medium in the meta-universe era― Activation, integration and reconnection of digital assets to the communication value chain[J]. Publication and Distribution Research, 2022(7): 21−27 (in Chinese)
    [58]
    Wang Yuntao, Su Zhou, Yan Miao. Social metaverse: Challenges and solutions[J]. arXiv preprint, arXiv: 2301.10221, 2023
    [59]
    Schöbel S, Karatas J, Tingelhoff F, et al. Not everything is a metaverse?! A practitioners perspective on characterizing metaverse platforms[C/OL]//Proc of the 55th Hawaii Int Conf on System Science. Hawaii, USA: University of Hawaii, 2023[2023-09-20].https://www.researchgate.net/publication/364344441_Not_everything_is_a_Metaverse_A_Practitioners_Perspective_on_Characterizing_Metaverse_Platforms
    [60]
    Chen Zefeng, Wu Jiayang, Gan Wensheng, et al. Metaverse security and privacy: An overview[J]. arXiv preprint, arXiv: 2211.14948, 2023
    [61]
    朱珂,丁庭印,付斯理. 元宇宙赋能大规模超域协同学习:系统框架与实施路径[J]. 远程教育杂志,2022(2):24−34

    Zhu Ke, Ding Tingyin, Fusley. Meta-universe enabled large-scale hyperdomain collaborative learning: System framework and implementation path[J]. Journal of Distance Education, 2022(2): 24−34 (in Chinese)
    [62]
    Zhu Banghua, Karimireddy S P, Jiao Jiantao. Online learning in a creator economy[J].arXiv preprint,arXiv:2305.11381,2023
    [63]
    Tahira T, Zulfikarijah F. Business future with the metaverse[EB/OL]. (2023-01-02)[2023-09-20].https://www.researchgate.net/publication/367183666_Business_Future_With_the_Metaverse
    [64]
    王卓,刘小莞. 元宇宙:时空再造与虚实相融的社会新形态[J]. 社会科学研究,2022(5):14−24

    Wang Zhuo,Liu Xiaoguan. Meta-universe:A new social form of space-time reconstruction and the fusion of virtuality and reality[J]. Social Science Research, 2022(5):14−24 (in Chinese)
    [65]
    Yan Zhiying. A comprehensive overview of the fundamental and applications of metaverse[C/OL]//Proc of 3rd Int Conf on Public Relations and Social Sciences. Paris, France: EDP Sciences, 2022[2023-09-20].https://www.semanticscholar.org/reader/dccfd566196747cda055870e45cc1cd3e94ff307
    [66]
    张正昊,李勇,张振江. 可控、可追责的敏感数据共享方案[J]. 计算机研究与发展,2022,59(12):2750−2759

    Zhang Zhenghao, Li Yong, Zhang Zhenjiang. Controllable and accountable sensitive data sharing scheme[J]. Journal of Computer Research and Development, 2022, 59(12): 2750−2759 (in Chinese)
    [67]
    张婧羽,李志红. 数字身份的异化问题探析[J]. 自然辩证法研究,2018,34(9):45−49

    Zhang Jingyu, Li Zhihong. Analysis on the alienation of digital identity[J]. Research on Dialectics of Nature, 2018, 34(9): 45−49 (in Chinese)
    [68]
    刘峰,杨杰,李志斌,等. 一种基于区块链的泛用型数据隐私保护的安全多方计算协议[J]. 计算机研究与发展,2021,58(2):281−290

    Liu Feng, Yang Jie, Li Zhibin, et al. A secure multi-party computing protocol for data privacy protection based on blockchain[J]. Journal of Computer Research and Development, 2021, 58(2): 281−290 (in Chinese)
    [69]
    靳世雄,张潇丹,葛敬国,等. 区块链共识算法研究综述[J]. 信息安全学报,2021,6(2):85−100

    Jin Shixiong, Zhang Xiaodan, Ge Jingguo, et al. Research review of blockchain consensus algorithm[J]. Journal of Information Security, 2021, 6(2): 85−100 (in Chinese)
    [70]
    Li Ming, Qiu Honglin, Xü Quanqing, et al. Research on cross-chain and interoperability of blockchain systems[J]. University Journal of China Posts and Telecommunications, 2021, 5: 1−17
    [71]
    殷际超. 一种基于元宇宙VR/AR和AI技术的3D真人实时场景交互系统:中国,CN202111594738.1[P]. 2022-04-12

    Yin Jichao. A 3D real-person real-time scene interaction system based on VR / AR and AI technology: China, CN202111594738.1[P]. 2022-04-12 (in Chinese)
    [72]
    童长卫. 区块链技术下数字货币发展现状与挑战分析[J]. 工程与管理科学,2020,2(5):15−16

    Tong Changwei. Analysis of development status and challenges of digital currency under blockchain technology[J]. Engineering and Management Science, 2020, 2(5): 15−16 (in Chinese)
    [73]
    周炜,袁晓伟,魏志强,等. 一种可应用于联盟链的拜占庭容错混合共识机制[J]. 中国海洋大学学报:自然科学版,2021,51(7):92−100

    Zhou Wei, Yuan Xiaowei, Wei Zhiqiang, et al. A Byzantine fault-tolerant hybrid consensus mechanism for alliance chains[J]. Journal of Ocean University of China: Natural Science Edition, 2021, 51(7): 92−100 (in Chinese)
    [74]
    Song Wenpeng, Li Ming, Liu Baixiang. Trusted data access and authorization protocol[J]. China Post and Telecommunications University Journal, 2021, 5: 18−26
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