1.武汉理工大学 计算机与人工智能学院,湖北 武汉430070
2.中信工程设计建设有限公司 数字化与科技创新部,湖北 武汉 430014
李祯鹏,男,硕士生,现从事信息安全研究。E-mail:zhenpengl@qq.com
E-mail: glxiang@whut.edu.cn
扫 描 看 全 文
李祯鹏,王卫锋,向广利, 等.元宇宙的技术架构[J].武汉大学学报(理学版),2023,69(6):677-689. DOI:10.14188/j.1671-8836.2022.0269.
LI Zhenpeng,WANG Weifeng,XIANG Guangli,et al.Technical Architecture of the Metaverse [J].J Wuhan Univ (Nat Sci Ed),2023,69(6):677-689. DOI:10.14188/j.1671-8836.2022.0269(Ch).
元宇宙的出现为我们描绘了未来世界的蓝图,人类可以通过传感设备进入虚拟世界进行工作、学习、游戏和社交,体验更加丰富精彩的人生。本文从元宇宙的概念开始,分析了元宇宙所具有的特性,将元宇宙目前的应用场景以及相关技术按照用途和执行功能的不同划分为五层,构建了技术角度下的元宇宙架构,并对即将到来的元宇宙世界所存在的安全和隐私问题进行了分析,最后介绍了元宇宙目前在教育、建筑、医疗、游戏行业的应用。
The emergence of the Metaverse has outlined a blueprint for our future world, where individuals can immerse themselves in a virtual world using sensory devices for various activities such as work, study, play, and socializinge, offering a more enriched and exciting life experience. This article commences with an exploration of the concept of the Metaverse, analyzing its characteristics. It further categorizes current applications and related technologies into five layers based on their purposes and functions. The article constructs the technical architecture of the Metaverse from a technological perspective and delves into the security and privacy issues that may arise in this forthcoming Metaverse world. Finally, it provides an overview of the current Metaverse applications in education, architecture, healthcare, and the gaming industry.
元宇宙虚拟现实人工智能区块链云计算安全隐私
metaversevirtual realityartificial intelligenceblockchaincloud computingsecurityprivacy
赵星, 乔利利, 叶鹰. 元宇宙研究与应用综述[J]. 信息资源管理学报, 2022, 12(4): 12-23. DOI: 10.13365/j.jirm.2022.04.012http://dx.doi.org/10.13365/j.jirm.2022.04.012.
ZHAO X, QIAO L L, YE Y. A review of metaverse research and applications[J]. Journal of Information Resources Management, 2022, 12(4): 12-23. DOI: 10.13365/j.jirm.2022.04.012(Chhttp://dx.doi.org/10.13365/j.jirm.2022.04.012(Ch).
王文喜, 周芳, 万月亮, 等. 元宇宙技术综述[J]. 工程科学学报, 2022, 44(4): 744-756. DOI: 10.13374/j.issn2095-9389.2022.01.15.003http://dx.doi.org/10.13374/j.issn2095-9389.2022.01.15.003.
WANG W X, ZHOU F, WAN Y L, et al. A survey of metaverse technology[J]. Chinese Journal of Engineering, 2022, 44(4): 744-756. DOI: 10.13374/j.issn2095-9389.2022.01.15.003(Chhttp://dx.doi.org/10.13374/j.issn2095-9389.2022.01.15.003(Ch).
尼尔·斯蒂芬森. 雪崩[M]. 郭泽 译. 成都: 四川科学技术出版社, 2009: 1-10.
NEAL S. Snow crash[M]. Translated by GUO Z. Chengdu: Sichuan Scientific & Technical Publishers, 2009: 1-10(Ch).
SCHROEDER R, HUXOR A, SMITH A. Activeworlds: Geography and social interaction in virtual reality[J]. Futures, 2001, 33(7): 569-587. DOI: 10.1016/S0016-3287(01)00002-7http://dx.doi.org/10.1016/S0016-3287(01)00002-7.
ONDREJKA C. Escaping the gilded cage: User created content and building the metaverse[J]. New York Law School Law Review, 2005, 49(1): 81-101.
WRIGHT M, EKEUS H, COYNE R, et al. Augmented duality: Overlapping a metaverse with the real world[C]//Proceedings of the 2008 International Conference on Advances in Computer Entertainment Technology. New York: ACM, 2008: 263-266. DOI: 10.1145/1501750.1501812http://dx.doi.org/10.1145/1501750.1501812.
MÜLLER F. Remembering in the metaverse: Preservation, evaluation, and perception[D]. Basel: University of Basel, 2012. DOI: 10.1097/00008506-200410000-00062http://dx.doi.org/10.1097/00008506-200410000-00062.
REHM S V, GOEL L, CRESPI M. The metaverse as mediator between technology, trends, and the digital transformation of society and business[J]. Journal for Virtual Worlds Research, 2015, 8(2).DOI: 10.4101/jvwr.v8i2.7149http://dx.doi.org/10.4101/jvwr.v8i2.7149.
CHOI H S, KIM S H. A content service deployment plan for metaverse museum exhibitions—Centering on the combination of beacons and HMDs[J]. International Journal of Information Management, 2017, 37(1): 1519-1527. DOI: 10.1016/j.ijinfomgt.2016.04.017http://dx.doi.org/10.1016/j.ijinfomgt.2016.04.017.
GARAVAND A, ASLANI N. Metaverse phenomenon and its impact on health: A scoping review[J]. Informatics in Medicine Unlocked, 2022, 32: 101029. DOI: 10.1016/j.imu.2022.101029http://dx.doi.org/10.1016/j.imu.2022.101029.
WANG Y T, SU Z, ZHANG N, et al. A survey on metaverse: Fundamentals, security, and privacy[J]. IEEE Communications Surveys & Tutorials, 2023, 25(1): 319-352. DOI: 10.1109/COMST.2022.3202047http://dx.doi.org/10.1109/COMST.2022.3202047.
吴桐, 商健光. Web3.0:元宇宙的底层网络结构[J]. 东北财经大学学报, 2023(2): 40-48. DOI: 10.19653/j.cnki.dbcjdxxb.2023.02.004http://dx.doi.org/10.19653/j.cnki.dbcjdxxb.2023.02.004.
WU T, SHANG J G. Web 3.0: The underlying network structure of the metaverse[J]. Journal of Dongbei University of Finance and Economics, 2023(2): 40-48. DOI: 10.19653/j.cnki.dbcjdxxb.2023.02.004(Chhttp://dx.doi.org/10.19653/j.cnki.dbcjdxxb.2023.02.004(Ch).
SANCHEZ J. Second Life: An interactive qualitative analysis[C]// Proceedings of Society for Information Technology and Teacher Education International Conference 2007. Chesapeake: AACE, 2007: 1240-1243.
NING H S, ZHEN Z, SHI F F, et al. A survey of identity modeling and identity addressing in Internet of Things[J]. IEEE Internet of Things Journal, 2020, 7(6): 4697-4710. DOI: 10.1109/JIOT.2020.2971773http://dx.doi.org/10.1109/JIOT.2020.2971773.
WANG Y T, SU Z, NI J B, et al. Blockchain-empowered space-air-ground integrated networks: Opportunities, challenges, and solutions[J]. IEEE Communications Surveys & Tutorials, 2022, 24(1): 160-209. DOI: 10.1109/COMST.2021.3131711http://dx.doi.org/10.1109/COMST.2021.3131711.
WU Y W, ZHANG K, ZHANG Y. Digital twin networks: A survey[J]. IEEE Internet of Things Journal, 2021, 8(18): 13789-13804. DOI: 10.1109/JIOT.2021.3079510http://dx.doi.org/10.1109/JIOT.2021.3079510.
WOLPAW J R, BIRBAUMER N, HEETDERKS W J, et al. Brain-computer interface technology: A review of the first international meeting[J]. IEEE Transactions on Rehabilitation Engineering, 2000, 8(2): 164-173. DOI: 10.1109/TRE.2000.847807http://dx.doi.org/10.1109/TRE.2000.847807.
FAUCHER M, MANCUSI D, ZOIA A. New kinetic simulation capabilities for Tripoli[J]. Annals of Nuclear Energy, 2018, 120: 74-88. DOI: 10.1016/j.anucene.2018.05.030http://dx.doi.org/10.1016/j.anucene.2018.05.030.
SOMULA R S, SASIKALA R. A survey on mobile cloud computing: Mobile computing + cloud computing (MCC = MC + CC)[J]. Scalable Computing: Practice and Experience, 2018, 19(4): 309-337. DOI: 10.12694/scpe.v19i4.1411http://dx.doi.org/10.12694/scpe.v19i4.1411.
BI M N, WANG Y J, CAI Z P, et al. A privacy-preserving mechanism based on local differential privacy in edge computing[J]. China Communications, 2020, 17(9): 50-65. DOI: 10.23919/JCC.2020.09.005http://dx.doi.org/10.23919/JCC.2020.09.005.
LIU H, YAO X X, YANG T, et al. Cooperative privacy preservation for wearable devices in hybrid computing-based smart health[J]. IEEE Internet of Things Journal, 2019, 6(2): 1352-1362. DOI: 10.1109/JIOT.2018.2843561http://dx.doi.org/10.1109/JIOT.2018.2843561.
NING H S, WANG H, LIN Y J, et al. A survey on metaverse: The state-of-the-art, technologies, applications, and challenges[EB/OL]. 2021: arXiv: 2111.09673. https://arxiv.org/abs/2111.09673https://arxiv.org/abs/2111.09673. DOI: 10.48550/arXiv.2111.09673http://dx.doi.org/10.48550/arXiv.2111.09673.
GADEKALLU T R, HUYNH-THE T, WANG W Z, et al. Blockchain for the metaverse: A review[EB/OL]. 2022: arXiv: 2203.09738. https://arxiv.org/abs/2203.09738https://arxiv.org/abs/2203.09738. DOI: 10.1016/j.future.2023.02.008http://dx.doi.org/10.1016/j.future.2023.02.008.
WOOD G. Ethereum: A secure decentralised generalised transaction ledger[EB/OL]. [2022-06-15].http://gavwood.com/Paper.pdfhttp://gavwood.com/Paper.pdf.
CACHIN C. Architecture of the hyperledger blockchain fabric[EB/OL] .[2020-11-25].https://www.zurich.ibm.com/dccl/papers/cachin_dccl.pdfhttps://www.zurich.ibm.com/dccl/papers/cachin_dccl.pdf. DOI: 10.1007/978-3-030-93944-1_13http://dx.doi.org/10.1007/978-3-030-93944-1_13.
CHANG K T. Geographic information system[J]. International Encyclopedia of Geography: People, the Earth, Environment and Technology, 2017: 1-9. DOI: 10.1002/9781118786352.wbieg0152http://dx.doi.org/10.1002/9781118786352.wbieg0152.
HAMILTON A, WANG H X, TANYER A M, et al. Urban information model for city planning[J]. Electronic Journal of Information Technology in Construction, 2005, 10: 55-67.
SHARMA N, AFZAL M, DIXIT A. Blockchain—Blockcerts based birth/death certificate registration and validation[J]. International Journal of Information Technology (IJIT), 2021, 7(5): 17-23.
HUYNH-THE T, PHAM Q V, PHAM X Q, et al. Artificial intelligence for the metaverse: A survey[EB/OL]. 2022: arXiv: 2202.10336. https://arxiv.org/abs/2202.10336https://arxiv.org/abs/2202.10336. DOI: 10.1016/j.engappai.2022.105581http://dx.doi.org/10.1016/j.engappai.2022.105581.
LIU D, FU J, QU Q, et al. BFGAN: Backward and forward generative adversarial networks for lexically constrained sentence generation[J]. IEEE/ACM Transactions on Audio, Speech, and Language Processing, 2019, 27(12): 2350-2361. DOI: 10.1109/TASLP.2019.2943018http://dx.doi.org/10.1109/TASLP.2019.2943018.
PARK W H, QURESHI N M F, SHIN D R. An effective 3D text recurrent voting generator for metaverse[J]. IEEE Transactions on Affective Computing, 2022, PP(99): 1-13. DOI: 10.1109/TAFFC.2022.3216782http://dx.doi.org/10.1109/TAFFC.2022.3216782.
BASHIROV R, IANINA A, ISKAKOV K, et al. Real-time RGBD-based extended body pose estimation[C]//2021 IEEE Winter Conference on Applications of Computer Vision (WACV). New York: IEEE Press, 2021: 2806-2815. DOI: 10.1109/WACV48630.2021.00285http://dx.doi.org/10.1109/WACV48630.2021.00285.
HU Z M, BULLING A, LI S, et al. FixationNet: Forecasting eye fixations in task-oriented virtual environments[J]. IEEE Transactions on Visualization and Computer Graphics, 2021, 27(5): 2681-2690. DOI: 10.1109/TVCG.2021.3067779http://dx.doi.org/10.1109/TVCG.2021.3067779.
HUYNH-THE T, LE B V, LEE S, et al. Using weighted dynamic range for histogram equalization to improve the image contrast[J]. EURASIP Journal on Image and Video Processing, 2014, 2014(1): 1-17. DOI: 10.1186/1687-5281-2014-44http://dx.doi.org/10.1186/1687-5281-2014-44.
ZHANG W D, DONG L L, PAN X P, et al. A survey of restoration and enhancement for underwater images[J]. IEEE Access, 2019, 7: 182259-182279. DOI: 10.1109/ACCESS.2019.2959560http://dx.doi.org/10.1109/ACCESS.2019.2959560.
CHENG K W, CHEN Y T, FANG W H. Improved object detection with iterative localization refinement in convolutional neural networks[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2018, 28(9): 2261-2275. DOI: 10.1109/TCSVT.2017.2730258http://dx.doi.org/10.1109/TCSVT.2017.2730258.
ZHU Y S, ZHAO C Y, GUO H Y, et al. Attention CoupleNet: Fully convolutional attention coupling network for object detection[J]. IEEE Transactions on Image Processing, 2019, 28(1): 113-126. DOI: 10.1109/TIP.2018.2865280http://dx.doi.org/10.1109/TIP.2018.2865280.
LIU N, HAN J W, YANG M H. PiCANet: Pixel⁃wise contextual attention learning for accurate saliency detection[J]. IEEE Transactions on Image Processing: A Publication of the IEEE Signal Processing Society, 2020. DOI: 10.1109/TIP.2020.2988568http://dx.doi.org/10.1109/TIP.2020.2988568.
KHAN L U, SAAD W, NIYATO D, et al. Digital⁃twin⁃enabled 6G: Vision, architectural trends, and future directions[J]. IEEE Communications Magazine, 2022, 60(1): 74-80. DOI: 10.1109/MCOM.001.21143http://dx.doi.org/10.1109/MCOM.001.21143.
SUE W. The Rise of Digital Twins in Smart Cities[EB/OL]. [2019-01-06]. https://www.smartcitiesworld.net/special-reports/special-reports/the-rise-of-digital-twins-in-smart-citieshttps://www.smartcitiesworld.net/special-reports/special-reports/the-rise-of-digital-twins-in-smart-cities.
ESTHER F. Smarter cities are born with digital twins.[EB/OL]. [2019-04-05]. https://tomorrow.city/a/smarter-cities-are-born-with-digital-twinshttps://tomorrow.city/a/smarter-cities-are-born-with-digital-twins.
LU Q C, PARLIKAD A K, WOODALL P, et al. Developing a digital twin at building and city levels: Case study of West Cambridge campus[J]. Journal of Management in Engineering, 2020, 36(3): 5020004.1-5020004.19. DOI: 10.1061/(asce)me.1943-5479.0000763http://dx.doi.org/10.1061/(asce)me.1943-5479.0000763.
ET E I. Cloud Computing in the Wake of Metaverse. [EB/OL]. [2022-02-21]. https://etinsights.et-edge.com/cloud-computing-in-the-wake-of-metaverse/https://etinsights.et-edge.com/cloud-computing-in-the-wake-of-metaverse/.
ZHANG Y, JIAO L, YAN J Y, et al. Dynamic service placement for virtual reality group gaming on mobile edge cloudlets[J]. IEEE Journal on Selected Areas in Communications, 2019, 37(8): 1881-1897. DOI: 10.1109/JSAC.2019.2927071http://dx.doi.org/10.1109/JSAC.2019.2927071.
BIERZYNSKI K, ESCOBAR A, EBERL M. Cloud, fog and edge: Cooperation for the future?[C]//2017 Second International Conference on Fog and Mobile Edge Computing (FMEC). New York: IEEE Press, 2017: 62-67. DOI: 10.1109/FMEC.2017.7946409http://dx.doi.org/10.1109/FMEC.2017.7946409.
HU F H, DENG Y S, ZHOU H, et al. A vision of an XR-aided teleoperation system toward 5G/B5G[J]. IEEE Communications Magazine, 2021, 59(1): 34-40. DOI: 10.1109/MCOM.001.2000581http://dx.doi.org/10.1109/MCOM.001.2000581.
CHOWDHURY M Z, SHAHJALAL M, HASAN M K, et al. The role of optical wireless communication technologies in 5G/6G and IoT solutions: Prospects, directions, and challenges[J]. Applied Sciences, 2019, 9(20): 4367. DOI: 10.3390/app9204367http://dx.doi.org/10.3390/app9204367.
MOROCHO-CAYAMCELA M E, LEE H, LIM W. Machine learning for 5G/B5G mobile and wireless communications: Potential, limitations, and future directions[J]. IEEE Access, 2019, 7: 137184-137206. DOI: 10.1109/ACCESS.2019.2942390http://dx.doi.org/10.1109/ACCESS.2019.2942390.
BOJKOVIC Z, MILOVANOVIC D, FOWDUR T P, et al. 6G ultra-low latency communication in future mobile XR applications[C]//International Symposium on Signal Processing and Intelligent Recognition Systems. Singapore: Springer, 2021: 302-312.10.1007/978-981-16-0425-6_22. DOI: 10.1007/978-981-16-0425-6_22http://dx.doi.org/10.1007/978-981-16-0425-6_22.
KHAN R, KHAN S U, ZAHEER R, et al. Future Internet: The Internet of Things architecture, possible applications and key challenges[C]//2012 10th International Conference on Frontiers of Information Technology. New York: IEEE Press, 2013: 257-260. DOI: 10.1109/FIT.2012.53http://dx.doi.org/10.1109/FIT.2012.53.
SODHRO A H, PIRBHULAL S, SANGAIAH A K. Convergence of IoT and product lifecycle management in medical health care[J]. Future Generation Computer Systems, 2018, 86: 380-391. DOI: 10.1016/j.future.2018.03.052http://dx.doi.org/10.1016/j.future.2018.03.052.
COOK D J, CRANDALL A S, THOMAS B L, et al. CASAS: A smart home in a box[J]. Computer, 2013, 46(7): 62-69. DOI: 10.1109/MC.2012.328http://dx.doi.org/10.1109/MC.2012.328.
BELLO O, ZEADALLY S, BADRA M. Network layer inter-operation of Device-to-Device communication technologies in Internet of Things (IoT)[J]. Ad Hoc Networks, 2017, 57: 52-62. DOI: 10.1016/j.adhoc.2016.06.010http://dx.doi.org/10.1016/j.adhoc.2016.06.010.
HUANG C F, ZHANG W, XUE L. Virtual reality scene modeling in the context of Internet of Things[J]. Alexandria Engineering Journal, 2022, 61(8): 5949-5958. DOI: 10.1016/j.aej.2021.11.022http://dx.doi.org/10.1016/j.aej.2021.11.022.
GUAN J, MORRIS A, IRIZAWA J. Extending the metaverse: Hyper-connected smart environments with mixed reality and the Internet of Things[C]//2023 IEEE Conference on Virtual Reality and 3D User Interfaces Abstracts and Workshops (VRW). New York: IEEE Press, 2023: 817-818. DOI: 10.1109/VRW58643.2023.00251http://dx.doi.org/10.1109/VRW58643.2023.00251.
ZHAO R Y, ZHANG Y S, ZHU Y W, et al. Metaverse: Security and privacy concerns[EB/OL]. 2022: arXiv: 2203.03854. https://arxiv.org/abs/2203.03854https://arxiv.org/abs/2203.03854. DOI: 10.57019/jmv.1286526http://dx.doi.org/10.57019/jmv.1286526.
BELTRAN V, MARTINEZ J A, SKARMETA A F. User-centric access control for efficient security in smart cities[C]//2017 Global Internet of Things Summit (GIoTS). New York: IEEE Press, 2017: 1-6. DOI: 10.1109/GIOTS.2017.8016287http://dx.doi.org/10.1109/GIOTS.2017.8016287.
SIVASANKAR G A. Study of blockchain technology, AI and digital networking in metaverse[J]. International Journal of Engineering Applied Sciences and Technology, 2022, 6(9): 166-169. DOI: 10.33564/ijeast.2022.v06i09.020http://dx.doi.org/10.33564/ijeast.2022.v06i09.020.
TAYAL S, GUPTA N, GUPTA P, et al. A review paper on network security and cryptography[J]. Advances in Computational Sciences and Technology, 2017, 10(5): 763-770. DOI: 10.14257/ijsia.2016.10.8.07http://dx.doi.org/10.14257/ijsia.2016.10.8.07.
VAROL N, AYDOGAN A F, VAROL A. Cyber attacks targeting Android cellphones[C]//2017 5th International Symposium on Digital Forensic and Security (ISDFS). New York: IEEE Press, 2017: 1-5. DOI: 10.1109/ISDFS.2017.7916511http://dx.doi.org/10.1109/ISDFS.2017.7916511.
UMA M, GANAPATHI P. A survey on vrious cyber attacks and their classification[J]. International Journal of Network Security, 2013, 15(5): 390-396. DOI:10.6633/IJNS.201309.15(5).09http://dx.doi.org/10.6633/IJNS.201309.15(5).09.
CHANDRA J V, CHALLA N, PASUPULETTI S K. Authentication and authorization mechanism for cloud security[J]. International Journal of Engineering and Advanced Technology, 2019, 8(6): 2072-2078. DOI: 10.35940/ijeat.f8473.088619http://dx.doi.org/10.35940/ijeat.f8473.088619.
HARN L, REN J. Generalized digital certificate for user authentication and key establishment for secure communications[J]. IEEE Transactions on Wireless Communications, 2011, 10(7): 2372-2379. DOI: 10.1109/TWC.2011.042211.101913http://dx.doi.org/10.1109/TWC.2011.042211.101913.
CHACHAPARA K, BHADLAWALA S. Secure sharing with cryptography in cloud computing[C]//2013 Nirma University International Conference on Engineering (NUiCONE). New York: IEEE Press, 2014: 1-3. DOI: 10.1109/NUiCONE.2013.6780085http://dx.doi.org/10.1109/NUiCONE.2013.6780085.
XU H, LI Z H, LI Z Y, et al. Metaverse native communication: A blockchain and spectrum prospective[EB/OL]. 2022: arXiv: 2203.08355. https://arxiv.org/abs/2203.08355https://arxiv.org/abs/2203.08355. DOI: 10.1109/iccworkshops53468.2022.9814538http://dx.doi.org/10.1109/iccworkshops53468.2022.9814538.
BUCK L E. Security and Privacy in the Metaverse: The Threat of the Digital Human[EB/OL]. [2022-07-28]. https://wenjietseng.com/assets/pdf/SSPXR22_submissions/SSPXR22_paper_2.pdfhttps://wenjietseng.com/assets/pdf/SSPXR22_submissions/SSPXR22_paper_2.pdf.
EBRAHIMI S, HASANIZADEH P, AGHAMIRMOHAMMADALI S M, et al. Enhancing cold wallet security with native multi-signature schemes in centralized exchanges[EB/OL]. 2021: arXiv: 2110.00274. https://arxiv.org/abs/2110.00274https://arxiv.org/abs/2110.00274.
LIU Y, LI R L, LIU X T, et al. An efficient method to enhance Bitcoin wallet security[C]//2017 11th IEEE International Conference on Anti-counterfeiting, Security, and Identification (ASID). New York: IEEE Press, 2018: 26-29. DOI: 10.1109/ICASID.2017.8285737http://dx.doi.org/10.1109/ICASID.2017.8285737.
WANG Q, LI R J, WANG Q, et al. Non-fungible token (NFT): Overview, evaluation, opportunities and challenges[EB/OL]. 2021: arXiv: 2105.07447. https://arxiv.org/abs/2105.07447https://arxiv.org/abs/2105.07447.
MAYER J. Review on Watermarking Techniques Aiming Authentication of Digital Image Artistic Works Minted as NFTs into Blockchains[EB/OL]. [2022-10-18]. https://www.intechopen.com/online-first/84509https://www.intechopen.com/online-first/84509. DOI: 10.5772/intechopen.107715http://dx.doi.org/10.5772/intechopen.107715.
WANG C Y, ZHANG H, ZHOU X A. A self-recovery fragile image watermarking with variable watermark capacity[J]. Applied Sciences, 2018, 8(4): 548. DOI: 10.3390/app8040548http://dx.doi.org/10.3390/app8040548.
FERNANDES F A, WERNER C. A scoping review of the metaverse for software engineering education: Overview, challenges and opportunities[J]. Computer Science, 2023. DOI:10.1162/pres_a_00371http://dx.doi.org/10.1162/pres_a_00371
BRAUD T, FERNÁNDEZ C B, HUI P. Scaling-up AR: University campus as a physical-digital metaverse[C]//2022 IEEE Conference on Virtual Reality and 3D User Interfaces Abstracts and Workshops (VRW). New York: IEEE Press, 2022: 169-175. DOI: 10.1109/VRW55335.2022.00044http://dx.doi.org/10.1109/VRW55335.2022.00044.
KANEMATSU H, KOBAYASHI T, BARRY D M, et al. Virtual STEM class for nuclear safety education in metaverse[J]. Procedia Computer Science, 2014, 35: 1255-1261. DOI: 10.1016/j.procs.2014.08.224http://dx.doi.org/10.1016/j.procs.2014.08.224.
KHAN N, MUHAMMAD K, HUSSAIN T, et al. An adaptive game-based learning strategy for children road safety education and practice in virtual space[J]. Sensors, 2021, 21(11): 3661. DOI: 10.3390/s21113661http://dx.doi.org/10.3390/s21113661.
VIRBELA. Three Universities Already Teaching Classes in the Metaverse[EB/OL]. [2022-01-13]. https://www.virbela.com/blog/three-universities-already-teaching-classes-in-the-metaversehttps://www.virbela.com/blog/three-universities-already-teaching-classes-in-the-metaverse.
TANG S, SHELDEN D R, EASTMAN C M, et al. A review of building information modeling (BIM) and the Internet of Things (IoT) devices integration: Present status and future trends[J]. Automation in Construction, 2019, 101: 127-139. DOI: 10.1016/j.autcon.2019.01.020http://dx.doi.org/10.1016/j.autcon.2019.01.020.
LU Q C, XIE X A, PARLIKAD A K, et al. Moving from building information models to digital twins for operation and maintenance[J]. Proceedings of the Institution of Civil Engineers — Smart Infrastructure and Construction, 2021, 174(2): 46-56. DOI: 10.1680/jsmic.19.00011http://dx.doi.org/10.1680/jsmic.19.00011.
DELBRÜGGER T, LENZ L T, LOSCH D, et al. A navigation framework for digital twins of factories based on building information modeling[C]//2017 22nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA). New York: IEEE Press, 2018: 1-4. DOI: 10.1109/ETFA.2017.8247712http://dx.doi.org/10.1109/ETFA.2017.8247712.
GALEA E R, XIE H, DEERE S, et al. Evaluating the effectiveness of an improved active dynamic signage system using full scale evacuation trials[J]. Fire Safety Journal, 2017, 91: 908-917. DOI: 10.1016/j.firesaf.2017.03.022http://dx.doi.org/10.1016/j.firesaf.2017.03.022.
DENG T H, ZHANG K R, SHEN Z J. A systematic review of a digital twin city: A new pattern of urban governance toward smart cities[J]. Journal of Management Science and Engineering, 2021, 6(2): 125-134. DOI: 10.1016/j.jmse.2021.03.003http://dx.doi.org/10.1016/j.jmse.2021.03.003.
SHAHAT E, HYUN C T, YEOM C. City digital twin potentials: A review and research agenda[J]. Sustainability, 2021, 13(6): 3386. DOI: 10.3390/su13063386http://dx.doi.org/10.3390/su13063386.
YANG D W, ZHOU J, CHEN R C, et al. Expert consensus on the metaverse in medicine[J]. Clinical eHealth, 2022, 5: 1-9. DOI: 10.1016/j.ceh.2022.02.001http://dx.doi.org/10.1016/j.ceh.2022.02.001.
SKALIDIS I, MULLER O, FOURNIER S. CardioVerse: The cardiovascular medicine in the era of Metaverse[J]. Trends in Cardiovascular Medicine, 2022 DOI: 10.1016/j.tcm.2022.05.004http://dx.doi.org/10.1016/j.tcm.2022.05.004.
YANG Q L, ZHAO Y T, HUANG H W, et al. Fusing blockchain and AI with metaverse: A survey[J]. IEEE Open Journal of the Computer Society, 2022, 3: 122-136. DOI: 10.1109/OJCS.2022.3188249http://dx.doi.org/10.1109/OJCS.2022.3188249.
PETRIGNA L, MUSUMECI G. The metaverse: A new challenge for the healthcare system: A scoping review[J]. Journal of Functional Morphology and Kinesiology, 2022, 7(3): 63. DOI: 10.3390/jfmk7030063http://dx.doi.org/10.3390/jfmk7030063.
ZENG Y C, ZENG L H, ZHANG C, et al. The metaverse in cancer care: Applications and challenges[J]. Asia⁃Pacific Journal of Oncology Nursing, 2022, 9(12): 100111. DOI: 10.1016/j.apjon.2022.100111http://dx.doi.org/10.1016/j.apjon.2022.100111.
CHENGODEN R, VICTOR N, HUYNH-THE T, et al. Metaverse for healthcare: A survey on potential applications, challenges and future directions[EB/OL]. 2022: arXiv: 2209.04160. https://arxiv.org/abs/2209.04160https://arxiv.org/abs/2209.04160. DOI: 10.1109/access.2023.3241628http://dx.doi.org/10.1109/access.2023.3241628.
LOCURCIO L L. Dental education in the metaverse[J]. British Dental Journal, 2022, 232(4): 191. DOI: 10.1038/s41415-022-3990-7http://dx.doi.org/10.1038/s41415-022-3990-7.
GOANTA C. Selling LAND in decentraland: The Regime of Non-fungible Tokens on the Ethereum Blockchain Under the Digital Content Directive[M]. Cham: Springer, 2020: 139-154.10.1007/978-3-030-52387-9_8. DOI: 10.1007/978-3-030-52387-9_8http://dx.doi.org/10.1007/978-3-030-52387-9_8.
GERI M. Top 10 Metaverse Games to Immerse Yourself into 2023[EB/OL]. [2023-03-15]. https://influencermarketinghub.com/top-metaverse-games/https://influencermarketinghub.com/top-metaverse-games/.
DELIC A J, DELFABBRO P H. Profiling the potential risks and benefits of emerging “play to earn” games: A qualitative analysis of players’ experiences with axie infinity[J]. International Journal of Mental Health and Addiction, 2022: 1-14. DOI: 10.1007/s11469-022-00894-yhttp://dx.doi.org/10.1007/s11469-022-00894-y.
0
浏览量
89
下载量
0
CSCD
关联资源
相关文章
相关作者
相关机构