{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,14]],"date-time":"2026-04-14T23:28:41Z","timestamp":1776209321021,"version":"3.50.1"},"reference-count":71,"publisher":"MDPI AG","issue":"7","license":[{"start":{"date-parts":[[2024,7,19]],"date-time":"2024-07-19T00:00:00Z","timestamp":1721347200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Systems"],"abstract":"<jats:p>The fusion of automotive and metaverse, the vehicular metaverse, is considered the next Internet revolution, bridging physical and virtual spaces. Innovation in the vehicular metaverse requires a bold visionary design while addressing real-world needs and industry concerns. This article proposes a novel transformation paradigm for the automotive metaverse, consisting of two stages: constructing future scenarios and developing scenario narratives. It also introduces an innovative design method for the automotive metaverse that integrates strategic foresight (SF) and design thinking (DT), which is structured into Phase\u2013Key Assumptions\u2013Methodology\u2013Steps\u2013Examples of Methods. In the Constructing Future Landscapes stage, we established a future sign library of 60 cases based on four dimensions, which serve as important materials to construct future scenarios; in the Developing Conceptual Narratives stage, we provided a domain case library of eight case types through LDA topic modeling, helping participants form innovative solutions. Various tools such as future wheels, metaverse product matrices, and conceptual aggregation templates were integrated into the six-step process to form a heuristic innovation methodology. Practical application through an online workshop yielded good results.<\/jats:p>","DOI":"10.3390\/systems12070258","type":"journal-article","created":{"date-parts":[[2024,7,19]],"date-time":"2024-07-19T13:12:57Z","timestamp":1721394777000},"page":"258","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["From Constructing Future Landscapes to Developing Conceptual Narratives: Promoting Design Innovation in the Vehicular Metaverse through Forecasting and Backcasting"],"prefix":"10.3390","volume":"12","author":[{"given":"Tiantian","family":"Li","sequence":"first","affiliation":[{"name":"Academy of Arts & Design, Tsinghua University, Beijing 100084, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8713-5917","authenticated-orcid":false,"given":"Zhiyong","family":"Fu","sequence":"additional","affiliation":[{"name":"Academy of Arts & Design, Tsinghua University, Beijing 100084, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2024,7,19]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"100884","DOI":"10.1016\/j.iot.2023.100884","article-title":"Metaverse Applications in Smart Cities: Enabling Technologies, Opportunities, Challenges, and Future Directions","volume":"23","author":"Yaqoob","year":"2023","journal-title":"Internet Things"},{"key":"ref_2","first-page":"1","article-title":"Metaverse Shape of Your Life for Future: A Bibliometric Snapshot","volume":"1","author":"Damar","year":"2021","journal-title":"J. Metaverse"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"4209","DOI":"10.1109\/ACCESS.2021.3140175","article-title":"A Metaverse: Taxonomy, Components, Applications, and Open Challenges","volume":"10","author":"Park","year":"2022","journal-title":"IEEE Access"},{"key":"ref_4","unstructured":"Zhou, P., Zhu, J., Wang, Y., Lu, Y., Wei, Z., Shi, H., Ding, Y., Gao, Y., Huang, Q., and Shi, Y. (2023). Vetaverse: A Survey on the Intersection of Metaverse, Vehicles, and Transportation Systems. arXiv."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1007\/s44163-022-00032-6","article-title":"The Societal Impact of the Metaverse","volume":"2","author":"Henz","year":"2022","journal-title":"Discov. Artif. Intell."},{"key":"ref_6","unstructured":"Schmitt, M. (2024, May 24). Metaverse: Bibliometric Review, Building Blocks, and Implications for Business, Government, and Society. Building Blocks, and Implications for Business, Government, and Society (21 July 2022). Available online: https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=4168458."},{"key":"ref_7","unstructured":"Ball, M. (2022). The Metaverse: And How It Will Revolutionize Everything, Liveright Publishing."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"100059","DOI":"10.1016\/j.digbus.2023.100059","article-title":"Making the Metaverse Real","volume":"3","author":"Zalan","year":"2023","journal-title":"Digit. Bus."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"509","DOI":"10.1002\/(SICI)1097-0266(199708)18:7<509::AID-SMJ882>3.0.CO;2-Z","article-title":"Dynamic Capabilities and Strategic Management","volume":"18","author":"Teece","year":"1997","journal-title":"Strateg. Manag. J."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.techfore.2015.11.002","article-title":"Corporate Foresight: An Emerging Field with a Rich Tradition","volume":"101","author":"Rohrbeck","year":"2015","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"825","DOI":"10.1016\/j.techfore.2012.10.029","article-title":"Scenarios and Early Warnings as Dynamic Capabilities to Frame Managerial Attention","volume":"80","year":"2013","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_12","unstructured":"Miller, R. (2018). Transforming the Future: Anticipation in the 21st Century, Taylor & Francis."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"102799","DOI":"10.1016\/j.futures.2021.102799","article-title":"Barriers to Developing Futures Literacy in Organisations","volume":"132","author":"Mortensen","year":"2021","journal-title":"Futures"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1016\/j.futures.2004.07.003","article-title":"Forecasting, Backcasting, Migration Landscapes and Strategic Planning Maps","volume":"37","author":"Dortmans","year":"2005","journal-title":"Futures"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"291","DOI":"10.1080\/13504500009470049","article-title":"Backcasting\u2014A Framework for Strategic Planning","volume":"7","author":"Holmberg","year":"2000","journal-title":"Int. J. Sustain. Dev. World Ecol."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"835","DOI":"10.1016\/j.techfore.2011.01.004","article-title":"Combining Participative Backcasting and Exploratory Scenario Development: Experiences from the SCENES Project","volume":"78","author":"Kok","year":"2011","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_17","unstructured":"Li, L., and Wang, F.-Y. (2007). Advanced Motion Control and Sensing for Intelligent Vehicles, Springer Science & Business Media."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1109\/TIV.2022.3157049","article-title":"Future Directions of Intelligent Vehicles: Potentials, Possibilities, and Perspectives","volume":"7","author":"Cao","year":"2022","journal-title":"IEEE Trans. Intell. Veh."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"656","DOI":"10.1109\/COMST.2022.3221119","article-title":"A Full Dive into Realizing the Edge-Enabled Metaverse: Visions, Enabling Technologies, and Challenges","volume":"25","author":"Xu","year":"2022","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1109\/MVT.2023.3263330","article-title":"Metamobility: Connecting Future Mobility with the Metaverse","volume":"18","author":"Wang","year":"2023","journal-title":"IEEE Veh. Technol. Mag."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"3400","DOI":"10.1109\/TSMC.2022.3228314","article-title":"Parallel Vision for Intelligent Transportation Systems in Metaverse: Challenges, Solutions, and Potential Applications","volume":"53","author":"Zhang","year":"2023","journal-title":"IEEE Trans. Syst. Man Cybern. Syst."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"79","DOI":"10.1109\/MIS.2007.41","article-title":"Social Computing: From Social Informatics to Social Intelligence","volume":"22","author":"Wang","year":"2007","journal-title":"IEEE Intell. Syst."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"2173","DOI":"10.1109\/TSMC.2022.3229021","article-title":"Intelligent Cockpit for Intelligent Vehicle in Metaverse: A Case Study of Empathetic Auditory Regulation of Human Emotion","volume":"53","author":"Li","year":"2022","journal-title":"IEEE Trans. Syst. Man Cybern. Syst."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1109\/MCOMSTD.0008.2200067","article-title":"Toward a Traffic Metaverse with Shared Vehicle Perception","volume":"7","author":"Ahilal","year":"2023","journal-title":"IEEE Commun. Stand. Mag."},{"key":"ref_25","unstructured":"Liu, B., Wang, F.-Y., Geng, J., Yao, Q., Gao, H., and Zhang, B. (2007, January 13\u201315). Intelligent Spaces: An Overview. Proceedings of the 2007 IEEE International Conference on Vehicular Electronics and Safety, Beijing, China."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"12","DOI":"10.1109\/MIS.2007.8","article-title":"Driving into Intelligent Spaces with Pervasive Communications","volume":"22","author":"Yang","year":"2007","journal-title":"IEEE Intell. Syst."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/S0040-1625(00)00122-0","article-title":"On the Future of Technological Forecasting","volume":"67","author":"Coates","year":"2001","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"839","DOI":"10.1016\/S0016-3287(03)00039-9","article-title":"Future Subjunctive: Backcasting as Social Learning","volume":"35","author":"Robinson","year":"2003","journal-title":"Futures"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"813","DOI":"10.1016\/S0016-3287(96)00044-4","article-title":"Essence of Backcasting","volume":"28","author":"Dreborg","year":"1996","journal-title":"Futures"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"325","DOI":"10.1016\/0040-1625(88)90029-7","article-title":"Unlearning and Backcasting: Rethinking Some of the Questions We Ask about the Future","volume":"33","author":"Robinson","year":"1988","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"337","DOI":"10.1016\/0301-4215(82)90048-9","article-title":"Energy Backcasting A Proposed Method of Policy Analysis","volume":"10","author":"Robinson","year":"1982","journal-title":"Energy Policy"},{"key":"ref_32","unstructured":"Robinson, J., and Hooker, C. (1987). Future Imperfect: Energy Policy and Modelling in Canada, Institutional Mandates and Constitutional Conflict. The Politics of Energy Forecasting, Oxford University Press."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"707","DOI":"10.1016\/j.futures.2011.05.012","article-title":"Futures Studies\u2019 Backcasting Method Used for Strategic Sustainable City Planning","volume":"43","author":"Phdungsilp","year":"2011","journal-title":"Futures"},{"key":"ref_34","unstructured":"Army, A. (2002). Land Warfare Doctrine 1: The Fundamentals of Land Warfare, Land Warfare and Development Centre."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"103137","DOI":"10.1016\/j.futures.2023.103137","article-title":"How to Anchor Design Thinking in the Future: Empirical Evidence on the Usage of Strategic Foresight in Design Thinking Projects","volume":"149","author":"Schwarz","year":"2023","journal-title":"Futures"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"120033","DOI":"10.1016\/j.techfore.2020.120033","article-title":"Building Dynamic Capabilities to Cope with Environmental Uncertainty: The Role of Strategic Foresight","volume":"155","author":"Haarhaus","year":"2020","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"180","DOI":"10.3390\/forecast2020010","article-title":"Corporate Foresight and Dynamic Capabilities: An Exploratory Study","volume":"2","author":"Semke","year":"2020","journal-title":"Forecasting"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"103221","DOI":"10.1016\/j.futures.2023.103221","article-title":"How Does Research and Development (R&D) Strategy Shift by Adopting Imaginary Future Generations?\u2014Insights from Future Design Practice in a Water Engineering Company","volume":"152","author":"Hara","year":"2023","journal-title":"Futures"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1016\/j.futures.2013.05.002","article-title":"Framework Foresight: Exploring Futures the Houston Way","volume":"51","author":"Hines","year":"2013","journal-title":"Futures"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"21","DOI":"10.2307\/41164635","article-title":"Managing Strategic Surprise by Response to Weak Signals","volume":"18","author":"Ansoff","year":"1975","journal-title":"Calif. Manag. Rev."},{"key":"ref_41","doi-asserted-by":"crossref","unstructured":"Ansoff, H.I., Kipley, D., Lewis, A.O., Helm-Stevens, R., and Ansoff, R. (2018). Implanting Strategic Management, Springer.","DOI":"10.1007\/978-3-319-99599-1"},{"key":"ref_42","first-page":"4","article-title":"Weak Signal Research, Part I: Introduction","volume":"2","author":"Coffman","year":"1997","journal-title":"J. Transit. Manag."},{"key":"ref_43","unstructured":"Kamppinen, M., Kuusi, O., and S\u00f6derlund, S. (2003). Tulevaisuudentutkimus: Perusteet ja Sovelluksia, Suomalaisen kirjallisuuden Seura."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"102734","DOI":"10.1016\/j.futures.2021.102734","article-title":"Empowering Upcoming City Developers with Futures Literacy","volume":"129","author":"Toivonen","year":"2021","journal-title":"Futures"},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1177\/19467567221076569","article-title":"How Pandemic Films Help Us Understand Outbreaks: Implications for Futures and Foresight","volume":"14","author":"Song","year":"2022","journal-title":"World Futures Rev."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"121877","DOI":"10.1016\/j.techfore.2022.121877","article-title":"Academic Landscape of Technological Forecasting and Social Change through Citation Network and Topic Analyses","volume":"182","author":"Kajikawa","year":"2022","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"120366","DOI":"10.1016\/j.techfore.2020.120366","article-title":"A Topic Models Based Framework for Detecting and Forecasting Emerging Technologies","volume":"162","author":"Xu","year":"2021","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1016\/j.techfore.2016.01.015","article-title":"Topic Analysis and Forecasting for Science, Technology and Innovation: Methodology with a Case Study Focusing on Big Data Research","volume":"105","author":"Zhang","year":"2016","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1016\/j.techfore.2018.08.013","article-title":"Identifying Convergence Fields and Technologies for Industrial Safety: LDA-Based Network Analysis","volume":"138","author":"Song","year":"2019","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_50","unstructured":"(2023, November 01). Stopword\/Stopword.Csv at Main JavierDeLaHoz\/Stopword. Available online: https:\/\/github.com\/JavierDeLaHoz\/stopword\/blob\/main\/stopword.csv."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"61","DOI":"10.3166\/dn.17.1.61-84","article-title":"Accurate and effective latent concept modeling for ad hoc information retrieval","volume":"17","author":"Deveaud","year":"2014","journal-title":"Doc. Num\u00e9rique"},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"1775","DOI":"10.1016\/j.neucom.2008.06.011","article-title":"A Density-Based Method for Adaptive LDA Model Selection","volume":"72","author":"Cao","year":"2009","journal-title":"Neurocomputing"},{"key":"ref_53","first-page":"391","article-title":"On Finding the Natural Number of Topics with Latent Dirichlet Allocation: Some Observations","volume":"Volume 6118","author":"Zaki","year":"2010","journal-title":"Advances in Knowledge Discovery and Data Mining"},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"5228","DOI":"10.1073\/pnas.0307752101","article-title":"Finding Scientific Topics","volume":"101","author":"Griffiths","year":"2004","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_55","unstructured":"Holmberg, J. (1998). Backcasting: A Natural Step in Operationalising Sustainable Development. Greener Management International, Greenleaf Publishing."},{"key":"ref_56","unstructured":"Quist, J. (2007). Backcasting for a Sustainable Future: The Impact after 10 Years, Eburon Uitgeverij BV."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"30","DOI":"10.22215\/timreview\/1259","article-title":"Escaping the \u201cFaster Horses\u201d Trap: Bridging Strategic Foresight and Design-Based Innovation","volume":"9","author":"Gordon","year":"2019","journal-title":"Technol. Innov. Manag. Rev."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"124","DOI":"10.1111\/jpim.12466","article-title":"Doing Design Thinking: Conceptual Review, Synthesis, and Research Agenda: Doing Design Thinking","volume":"36","author":"Micheli","year":"2019","journal-title":"J. Prod. Innov. Manag."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"103232","DOI":"10.1016\/j.futures.2023.103232","article-title":"Exploring the Research Dynamics of Futures Studies: An Analysis of Six Top Journals","volume":"153","author":"Tontodimamma","year":"2023","journal-title":"Futures"},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"103291","DOI":"10.1016\/j.futures.2023.103291","article-title":"Developments and Challenges of Foresight Evaluation: Review of the Past 30 Years of Research","volume":"155","author":"Ko","year":"2024","journal-title":"Futures"},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"72","DOI":"10.1016\/j.futures.2014.10.012","article-title":"Rethinking Science for Sustainable Development: Reflexive Interaction for a Paradigm Transformation","volume":"65","author":"Zimmermann","year":"2015","journal-title":"Futures"},{"key":"ref_62","doi-asserted-by":"crossref","unstructured":"Fletcher, K. (2014). Other Fashion Systems. Routledge Handbook of Sustainability and Fashion, Routledge.","DOI":"10.4324\/9780203519943"},{"key":"ref_63","doi-asserted-by":"crossref","unstructured":"Marshall-Baker, A. (2011). Design Futuring: Sustainability, Ethics and New Practice, by Tony Fry, Taylor & Francis.","DOI":"10.2752\/204191211X12980384100355"},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"586","DOI":"10.1016\/j.futures.2007.11.001","article-title":"Design as a Social Process: A Complex Systems Perspective","volume":"40","author":"Alexiou","year":"2008","journal-title":"Futures"},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"93","DOI":"10.1016\/j.futures.2014.11.006","article-title":"Crowdsourcing Urban Sustainability. Data, People and Technologies in Participatory Governance","volume":"74","author":"Certoma","year":"2015","journal-title":"Futures"},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"102582","DOI":"10.1016\/j.futures.2020.102582","article-title":"The Passing of Western Civilization","volume":"122","author":"Taylor","year":"2020","journal-title":"Futures"},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"100067","DOI":"10.1016\/j.sftr.2022.100067","article-title":"Eco-Innovation and Openness: Mapping the Growth Trajectories and the Knowledge Structure of Open Eco-Innovation","volume":"4","author":"Sanni","year":"2022","journal-title":"Sustain. Futures"},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"1359","DOI":"10.25300\/MISQ\/2020\/14193","article-title":"How Information Technology Matters in Societal Change: An Affordance-Based Institutional Logics Perspective","volume":"44","author":"Faik","year":"2020","journal-title":"MIS Q."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1016\/j.futures.2009.08.003","article-title":"Futures Signals Sense-Making Framework (FSSF): A Start-up Tool to Analyse and Categorise Weak Signals, Wild Cards, Drivers, Trends and Other Types of Information","volume":"42","author":"Kuosa","year":"2010","journal-title":"Futures"},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"1056","DOI":"10.1080\/10447318.2019.1709338","article-title":"The Assessment Scale for Creative Collaboration (ASCC) Validation and Reliability Study","volume":"36","author":"Mavri","year":"2020","journal-title":"Int. J. Hum.\u2013Comput. Interact."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"101120","DOI":"10.1016\/j.destud.2022.101120","article-title":"A Systematic Review of Empirical Studies on Multidisciplinary Design Collaboration: Findings, Methods, and Challenges","volume":"81","author":"Nguyen","year":"2022","journal-title":"Des. Stud."}],"container-title":["Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2079-8954\/12\/7\/258\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T15:19:42Z","timestamp":1760109582000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2079-8954\/12\/7\/258"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,7,19]]},"references-count":71,"journal-issue":{"issue":"7","published-online":{"date-parts":[[2024,7]]}},"alternative-id":["systems12070258"],"URL":"https:\/\/doi.org\/10.3390\/systems12070258","relation":{},"ISSN":["2079-8954"],"issn-type":[{"value":"2079-8954","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,7,19]]}}}