IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v170y2021ics0040162521003255.html
   My bibliography  Save this article

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

Author

Listed:
  • 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.

Suggested Citation

  • 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
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162521003255
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.techfore.2021.120893?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Shawn Mankad & Hyunjeong Spring Han & Joel Goh & Srinagesh Gavirneni, 2016. "Understanding Online Hotel Reviews Through Automated Text Analysis," Post-Print hal-02311939, HAL.
    2. 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.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    10. 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.
    11. 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.
    12. 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.
    13. Dastan Bamwesigye & Petra Hlavackova, 2019. "Analysis of Sustainable Transport for Smart Cities," Sustainability, MDPI, vol. 11(7), pages 1-20, April.
    14. 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.
    15. 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.
    16. 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.
    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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    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).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Johannes Stübinger & Lucas Schneider, 2020. "Understanding Smart City—A Data-Driven Literature Review," Sustainability, MDPI, vol. 12(20), pages 1-23, October.
    2. Renata Biadacz & Marek Biadacz, 2021. "Implementation of “Smart” Solutions and An Attempt to Measure Them: A Case Study of Czestochowa, Poland," Energies, MDPI, vol. 14(18), pages 1-28, September.
    3. Nilssen, Maja, 2019. "To the smart city and beyond? Developing a typology of smart urban innovation," Technological Forecasting and Social Change, Elsevier, vol. 142(C), pages 98-104.
    4. Schiavone, Francesco & Paolone, Francesco & Mancini, Daniela, 2019. "Business model innovation for urban smartization," Technological Forecasting and Social Change, Elsevier, vol. 142(C), pages 210-219.
    5. Camboim, Guilherme Freitas & Zawislak, Paulo Antônio & Pufal, Nathália Amarante, 2019. "Driving elements to make cities smarter: Evidences from European projects," Technological Forecasting and Social Change, Elsevier, vol. 142(C), pages 154-167.
    6. Li Zhao & Zhi-ying Tang & Xin Zou, 2019. "Mapping the Knowledge Domain of Smart-City Research: A Bibliometric and Scientometric Analysis," Sustainability, MDPI, vol. 11(23), pages 1-28, November.
    7. Ayyoob Sharifi & Zaheer Allam & Bakhtiar Feizizadeh & Hessam Ghamari, 2021. "Three Decades of Research on Smart Cities: Mapping Knowledge Structure and Trends," Sustainability, MDPI, vol. 13(13), pages 1-23, June.
    8. Marcos Nahuel Martínez Stanziani, 2020. "Índices de Ciudades Inteligentes: construcción y análisis de un indicador para la ciudad de Bahía Blanca," Asociación Argentina de Economía Política: Working Papers 4374, Asociación Argentina de Economía Política.
    9. Dubravka Jurlina Alibegovic & Zeljka Kordej-De Villa & Mislav Sagovac, 2018. "Smart City Indicators: Can They Improve Governance in Croatian Large Cities?," Working Papers 1805, The Institute of Economics, Zagreb.
    10. Wang, Mengmeng & Zhou, Tao & Wang, Di, 2020. "Tracking the evolution processes of smart cities in China by assessing performance and efficiency," Technology in Society, Elsevier, vol. 63(C).
    11. Munan Li, 2019. "Visualizing the studies on smart cities in the past two decades: a two-dimensional perspective," Scientometrics, Springer;Akadémiai Kiadó, vol. 120(2), pages 683-705, August.
    12. Yigitcanlar, Tan & Han, Hoon & Kamruzzaman, Md. & Ioppolo, Giuseppe & Sabatini-Marques, Jamile, 2019. "The making of smart cities: Are Songdo, Masdar, Amsterdam, San Francisco and Brisbane the best we could build?," Land Use Policy, Elsevier, vol. 88(C).
    13. Margarida Rodrigues & Mário Franco, 2018. "Measuring the Performance in Creative Cities: Proposal of a Multidimensional Model," Sustainability, MDPI, vol. 10(11), pages 1-21, November.
    14. Julsrud, Dr. Tom Erik & Krogstad, Dr. Julie Runde, 2020. "Is there enough trust for the smart city? exploring acceptance for use of mobile phone data in oslo and tallinn," Technological Forecasting and Social Change, Elsevier, vol. 161(C).
    15. Luis Miguel Pérez & Raul Oltra-Badenes & Juan Vicente Oltra Gutiérrez & Hermenegildo Gil-Gómez, 2020. "A Bibliometric Diagnosis and Analysis about Smart Cities," Sustainability, MDPI, vol. 12(16), pages 1-43, August.
    16. van den Buuse, Daniel & Kolk, Ans, 2019. "An exploration of smart city approaches by international ICT firms," Technological Forecasting and Social Change, Elsevier, vol. 142(C), pages 220-234.
    17. Guido Perboli & Mariangela Rosano, 2020. "A Taxonomic Analysis of Smart City Projects in North America and Europe," Sustainability, MDPI, vol. 12(18), pages 1-23, September.
    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.
    19. Negar Noori & Thomas Hoppe & Martin de Jong, 2020. "Classifying Pathways for Smart City Development: Comparing Design, Governance and Implementation in Amsterdam, Barcelona, Dubai, and Abu Dhabi," Sustainability, MDPI, vol. 12(10), pages 1-24, May.
    20. Edyta Bielińska-Dusza & Monika Hamerska & Agnieszka Żak, 2021. "Sustainable Mobility and the Smart City: A Vision of the City of the Future: The Case Study of Cracow (Poland)," Energies, MDPI, vol. 14(23), pages 1-25, November.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:tefoso:v:170:y:2021:i:c:s0040162521003255. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.sciencedirect.com/science/journal/00401625 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.