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Understanding the linkages of smart-city technologies and applications: Key lessons from a text mining approach and a call for future research

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  • Lim, Chiehyeon
  • Cho, Gi-Hyoug
  • Kim, Jeongseob

Abstract

There have been many attempts to transform cities into smart cities worldwide. However, it is difficult to understand and describe smart cities from different perspectives, given the widespread application of the concept of smart city in diverse disciplines, such as urban planning, electronic engineering, and computer sciences. This work conducted a comprehensive smart city literature review based on text mining of 3,315 papers on smart cities published in journals indexed in the Science Citation Index Expanded and Social Sciences Citation Index databases. These include “all papers” classified as research articles published from 1999 to April 2020. Our findings show the state of the art of research on smart cities, including (i) smart city literature statistics from 1999 to 2019, (ii) 23 research topics related to smart cities, and (iii) geographical variations in smart-city research. Based on these findings, we offer theoretical and practical implications of (1) missing fields of studies, (2) future research directions, and (3) the applicability of text-mining techniques to literature reviews. We believe that this work, which aims to establish a common ground for understanding smart cities from multiple disciplinary perspectives, will encourage further research and development regarding smart cities.

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  • Lim, Chiehyeon & Cho, Gi-Hyoug & Kim, Jeongseob, 2021. "Understanding the linkages of smart-city technologies and applications: Key lessons from a text mining approach and a call for future research," Technological Forecasting and Social Change, Elsevier, vol. 170(C).
    • Handle: RePEc:eee:tefoso:v:170:y:2021:i:c:s0040162521003255
    DOI: 10.1016/j.techfore.2021.120893
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    1. Jesse M. Shapiro, 2006. "Smart Cities: Quality of Life, Productivity, and the Growth Effects of Human Capital," The Review of Economics and Statistics, MIT Press, vol. 88(2), pages 324-335, May.
    2. Shawn Mankad & Hyunjeong Spring Han & Joel Goh & Srinagesh Gavirneni, 2016. "Understanding Online Hotel Reviews Through Automated Text Analysis," Post-Print hal-02311939, HAL.
    3. Simon Joss & Frans Sengers & Daan Schraven & Federico Caprotti & Youri Dayot, 2019. "The Smart City as Global Discourse: Storylines and Critical Junctures across 27 Cities," Journal of Urban Technology, Taylor & Francis Journals, vol. 26(1), pages 3-34, January.
    4. Jara Laso & Isabel García-Herrero & María Margallo & Alba Bala & Pere Fullana-i-Palmer & Angel Irabien & Rubén Aldaco, 2019. "LCA-Based Comparison of Two Organic Fraction Municipal Solid Waste Collection Systems in Historical Centres in Spain," Energies, MDPI, vol. 12(7), pages 1-18, April.
    5. Wei Liu & Zongshui Wang & Hong Zhao, 2020. "Comparative study of customer relationship management research from East Asia, North America and Europe: A bibliometric overview," Electronic Markets, Springer;IIM University of St. Gallen, vol. 30(4), pages 735-757, December.
    6. Zawieska, Jakub & Pieriegud, Jana, 2018. "Smart city as a tool for sustainable mobility and transport decarbonisation," Transport Policy, Elsevier, vol. 63(C), pages 39-50.
    7. Luca Mora & Roberto Bolici & Mark Deakin, 2017. "The First Two Decades of Smart-City Research: A Bibliometric Analysis," Journal of Urban Technology, Taylor & Francis Journals, vol. 24(1), pages 3-27, January.
    8. Vito Albino & Umberto Berardi & Rosa Maria Dangelico, 2015. "Smart Cities: Definitions, Dimensions, Performance, and Initiatives," Journal of Urban Technology, Taylor & Francis Journals, vol. 22(1), pages 3-21, January.
    9. Dastan Bamwesigye & Petra Hlavackova, 2019. "Analysis of Sustainable Transport for Smart Cities," Sustainability, MDPI, vol. 11(7), pages 1-20, April.
    10. Chiehyeon Lim & Paul P. Maglio, 2018. "Data-Driven Understanding of Smart Service Systems Through Text Mining," Service Science, INFORMS, vol. 10(2), pages 154-180, June.
    11. Lyons, Glenn, 2018. "Getting smart about urban mobility – Aligning the paradigms of smart and sustainable," Transportation Research Part A: Policy and Practice, Elsevier, vol. 115(C), pages 4-14.
    12. Lee, Jung Hoon & Hancock, Marguerite Gong & Hu, Mei-Chih, 2014. "Towards an effective framework for building smart cities: Lessons from Seoul and San Francisco," Technological Forecasting and Social Change, Elsevier, vol. 89(C), pages 80-99.
    13. Vanessa Thomas & Ding Wang & Louise Mullagh & Nick Dunn, 2016. "Where’s Wally? In Search of Citizen Perspectives on the Smart City," Sustainability, MDPI, vol. 8(3), pages 1-13, February.
    14. Miltiadis D. Lytras & Anna Visvizi, 2018. "Who Uses Smart City Services and What to Make of It: Toward Interdisciplinary Smart Cities Research," Sustainability, MDPI, vol. 10(6), pages 1-16, June.
    15. John V. Winters, 2011. "Why Are Smart Cities Growing? Who Moves And Who Stays," Journal of Regional Science, Wiley Blackwell, vol. 51(2), pages 253-270, May.
    16. ALBERTI Valentina & ALONSO RAPOSO Maria & ATTARDO Carmelo & AUTERI Davide & RIBEIRO BARRANCO Ricardo & BATISTA E SILVA Filipe & BENCZUR Peter & BERTOLDI Paolo & BONO Flavio & BUSSOLARI Ioris & LOURO C, 2019. "The Future of Cities: Opportunities, challenges and the way forward," JRC Research Reports JRC116711, Joint Research Centre.
    17. Simon Joss & Matthew Cook & Youri Dayot, 2017. "Smart Cities: Towards a New Citizenship Regime? A Discourse Analysis of the British Smart City Standard," Journal of Urban Technology, Taylor & Francis Journals, vol. 24(4), pages 29-49, October.
    18. Anna D’Auria & Marco Tregua & Manuel Carlos Vallejo-Martos, 2018. "Modern Conceptions of Cities as Smart and Sustainable and Their Commonalities," Sustainability, MDPI, vol. 10(8), pages 1-18, July.
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    1. Paweł Modrzyński & Robert Karaszewski, 2022. "Urban Energy Management—A Systematic Literature Review," Energies, MDPI, vol. 15(21), pages 1-17, October.
    2. Richarz, Jan & Wegewitz, Stephan & Henn, Sarah & Müller, Dirk, 2023. "Graph-based research field analysis by the use of natural language processing: An overview of German energy research," Technological Forecasting and Social Change, Elsevier, vol. 186(PB).
    3. Ligorio, Lorenzo & Venturelli, Andrea & Caputo, Fabio, 2022. "Tracing the boundaries between sustainable cities and cities for sustainable development. An LDA analysis of management studies," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    4. Richter, Maximilian A. & Hagenmaier, Markus & Bandte, Oliver & Parida, Vinit & Wincent, Joakim, 2022. "Smart cities, urban mobility and autonomous vehicles: How different cities needs different sustainable investment strategies," Technological Forecasting and Social Change, Elsevier, vol. 184(C).
    5. Zhu, Yu-Qian & Alamsyah, Nurwahyu, 2022. "Citizen empowerment and satisfaction with smart city app: Findings from Jakarta," Technological Forecasting and Social Change, Elsevier, vol. 174(C).

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