IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v7y2015i6p7604-7621d51066.html
   My bibliography  Save this article

The Performance of the Smart Cities in China—A Comparative Study by Means of Self-Organizing Maps and Social Networks Analysis

Author

Listed:
  • Dong Lu

    (School of Business, Sichuan Normal University, Chengdu 610101, China)

  • Ye Tian

    (School of Economics and Management, Southwest Jiaotong University, Chengdu 610031, China)

  • Vincent Y. Liu

    (School of Business, Macau University of Science and Technology, Taipa, Macau)

  • Yi Zhang

    (Department of Mathematics, Tongji University, Shanghai 200092, China)

Abstract

Smart cities link the city services, citizens, resource and infrastructures together and form the heart of the modern society. As a “smart” ecosystem, smart cities focus on sustainable growth, efficiency, productivity and environmentally friendly development. By comparing with the European Union, North America and other countries, smart cities in China are still in the preliminary stage. This study offers a comparative analysis of ten smart cities in China on the basis of an extensive database covering two time periods: 2005–2007 and 2008–2010. The unsupervised computational neural network self-organizing map (SOM) analysis is adopted to map out the various cities based on their performance. The demonstration effect and mutual influences between these ten smart cities are also discussed by using social network analysis. Based on the smart city performance and cluster network, current problems for smart city development in China were pointed out. Future research directions for smart city research are discussed at the end this paper.

Suggested Citation

  • Dong Lu & Ye Tian & Vincent Y. Liu & Yi Zhang, 2015. "The Performance of the Smart Cities in China—A Comparative Study by Means of Self-Organizing Maps and Social Networks Analysis," Sustainability, MDPI, vol. 7(6), pages 1-18, June.
  • Handle: RePEc:gam:jsusta:v:7:y:2015:i:6:p:7604-7621:d:51066
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/7/6/7604/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/7/6/7604/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Arribas, D. & Kourtit, K. & Nijkamp, P., 2012. "Benchmarking of world cities through self-organizing maps," Serie Research Memoranda 0006, VU University Amsterdam, Faculty of Economics, Business Administration and Econometrics.
    2. Caragliu, A. & Del Bo, C. & Nijkamp, P., 2009. "Smart cities in Europe," Serie Research Memoranda 0048, VU University Amsterdam, Faculty of Economics, Business Administration and Econometrics.
    3. E. Séverin, 2010. "Self organizing maps in corporate finance: quantitative and qualitative analysis of debt and leasing," Post-Print hal-00801905, HAL.
    4. Mario Lucchini & Jenny Assi, 2013. "Mapping Patterns of Multiple Deprivation and Well-Being using Self-Organizing Maps: An Application to Swiss Household Panel Data," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 112(1), pages 129-149, May.
    5. Nai-Hua Chen & Stephen Huang & Shih-Tung Shu & Tung-Sheng Wang, 2013. "Market segmentation, service quality, and overall satisfaction: self-organizing map and structural equation modeling methods," Quality & Quantity: International Journal of Methodology, Springer, vol. 47(2), pages 969-987, February.
    6. Lazaroiu, George Cristian & Roscia, Mariacristina, 2012. "Definition methodology for the smart cities model," Energy, Elsevier, vol. 47(1), pages 326-332.
    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. Yan, Jianghui & Liu, Jinping & Tseng, Fang-Mei, 2020. "An evaluation system based on the self-organizing system framework of smart cities: A case study of smart transportation systems in China," Technological Forecasting and Social Change, Elsevier, vol. 153(C).
    2. Meiling Han & Martin De Jong & Zhuqing Cui & Limin Xu & Haiyan Lu & Baiqing Sun, 2018. "City Branding in China’s Northeastern Region: How Do Cities Reposition Themselves When Facing Industrial Decline and Ecological Modernization?," Sustainability, MDPI, vol. 10(1), pages 1-25, January.
    3. Sangsung Park & Seung-Joo Lee & Sunghae Jun, 2015. "A Network Analysis Model for Selecting Sustainable Technology," Sustainability, MDPI, vol. 7(10), pages 1-16, September.
    4. Richard Hu, 2019. "The State of Smart Cities in China: The Case of Shenzhen," Energies, MDPI, vol. 12(22), pages 1-18, November.
    5. José Manuel Naranjo Gómez, 2016. "Impacts on the Social Cohesion of Mainland Spain’s Future Motorway and High-Speed Rail Networks," Sustainability, MDPI, vol. 8(7), pages 1-22, July.
    6. Ivan Serrano & Laura Calvet-Mir & Ramon Ribera-Fumaz & Isabel Díaz & Hug March, 2020. "A Social Network Analysis of the Spanish Network of Smart Cities," Sustainability, MDPI, vol. 12(12), pages 1-13, June.
    7. Wei Tang & Tiancai Zhou & Jian Sun & Yurui Li & Weipeng Li, 2017. "Accelerated Urban Expansion in Lhasa City and the Implications for Sustainable Development in a Plateau City," Sustainability, MDPI, vol. 9(9), pages 1-19, August.
    8. Aiyshwariya Paulvannan Kanmani & Renee Obringer & Benjamin Rachunok & Roshanak Nateghi, 2020. "Assessing Global Environmental Sustainability Via an Unsupervised Clustering Framework," Sustainability, MDPI, vol. 12(2), pages 1-12, January.

    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. Koutra, Sesil & Becue, Vincent & Ioakimidis, Christos S., 2019. "Searching for the ‘smart’ definition through its spatial approach," Energy, Elsevier, vol. 169(C), pages 924-936.
    2. Csukás Máté Szilárd & Roland Z. Szabó, 2018. "Factors Hindering Smart City Developments in Medium-Sized Cities," Theory Methodology Practice (TMP), Faculty of Economics, University of Miskolc, vol. 14(01), pages 3-14.
    3. Mora, Luca & Deakin, Mark & Reid, Alasdair, 2019. "Combining co-citation clustering and text-based analysis to reveal the main development paths of smart cities," Technological Forecasting and Social Change, Elsevier, vol. 142(C), pages 56-69.
    4. Desdemoustier, Jonathan & Crutzen, Nathalie & Giffinger, Rudolf, 2019. "Municipalities' understanding of the Smart City concept: An exploratory analysis in Belgium," Technological Forecasting and Social Change, Elsevier, vol. 142(C), pages 129-141.
    5. Veronika Zavratnik & Dan Podjed & Jure Trilar & Nina Hlebec & Andrej Kos & Emilija Stojmenova Duh, 2020. "Sustainable and Community-Centred Development of Smart Cities and Villages," Sustainability, MDPI, vol. 12(10), pages 1-17, May.
    6. Ben Letaifa, Soumaya, 2015. "How to strategize smart cities: Revealing the SMART model," Journal of Business Research, Elsevier, vol. 68(7), pages 1414-1419.
    7. Tuba Bakıcı & Esteve Almirall & Jonathan Wareham, 2013. "A Smart City Initiative: the Case of Barcelona," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 4(2), pages 135-148, June.
    8. Palmyra Repette & Jamile Sabatini-Marques & Tan Yigitcanlar & Denilson Sell & Eduardo Costa, 2021. "The Evolution of City-as-a-Platform: Smart Urban Development Governance with Collective Knowledge-Based Platform Urbanism," Land, MDPI, vol. 10(1), pages 1-25, January.
    9. Abood Khaled Alamoudi & Rotimi Boluwatife Abidoye & Terence Y. M. Lam, 2022. "The Impact of Stakeholders’ Management Measures on Citizens’ Participation Level in Implementing Smart Sustainable Cities," Sustainability, MDPI, vol. 14(24), pages 1-21, December.
    10. Luca PIOVANO & David GARRIDO & Ricardo SILVA & Iris GALLOSO, 2014. "What (Smart) Data Visualizations Can Offer to Smart City Science," Communications & Strategies, IDATE, Com&Strat dept., vol. 1(96), pages 89-112, 4th quart.
    11. Shahid Nawaz Khan & Syed Ali Abbas Kazmi & Abdullah Altamimi & Zafar A. Khan & Mohammed A. Alghassab, 2022. "Smart Distribution Mechanisms—Part I: From the Perspectives of Planning," Sustainability, MDPI, vol. 14(23), pages 1-109, December.
    12. Sabina Baraniewicz-Kotasińska, 2022. "The Scandinavian Third Way as a Proposal for Sustainable Smart City Development—A Case Study of Aarhus City," Sustainability, MDPI, vol. 14(6), pages 1-24, March.
    13. Joshua Olusegun FAYOMI, 2016. "The place of the virtual workplaces in developing smart urban centres," Smart Cities International Conference (SCIC) Proceedings, Smart-EDU Hub, Faculty of Public Administration, National University of Political Studies & Public Administration, vol. 4, pages 196-205, November.
    14. Johannes Stübinger & Lucas Schneider, 2020. "Understanding Smart City—A Data-Driven Literature Review," Sustainability, MDPI, vol. 12(20), pages 1-23, October.
    15. Karima Kourtit & Peter Nijkamp, 2013. "Creative Buzz Districts In Smart Cities: Urban Retro-Fitting And Urban Forward-Fitting Plans," Romanian Journal of Regional Science, Romanian Regional Science Association, vol. 7(2), pages 37-57, DECEMBER.
    16. De Santis, Roberta & Fasano, Alessandra & Mignolli, Nadia & Villa, Anna, 2014. "Smart city: fact and fiction," MPRA Paper 54536, University Library of Munich, Germany.
    17. Ying Zhou & Weiwei Li & Pingtao Yi & Chengju Gong, 2019. "Evaluation of City Sustainability from the Perspective of Behavioral Guidance," Sustainability, MDPI, vol. 11(23), pages 1-17, November.
    18. Thanh Nguyen, Phong & Anh Nguyen, Thu & Huynh Tat Tran, Thang, 2021. "Barrier Factors Affecting Development of Intelligent Transport System Projects," MPRA Paper 112006, University Library of Munich, Germany, revised 09 Dec 2021.
    19. Łukasz Brzeziński & Magdalena Krystyna Wyrwicka, 2022. "Fundamental Directions of the Development of the Smart Cities Concept and Solutions in Poland," Energies, MDPI, vol. 15(21), pages 1-52, November.
    20. Oleg Golubchikov & Mary J. Thornbush, 2022. "Smart Cities as Hybrid Spaces of Governance: Beyond the Hard/Soft Dichotomy in Cyber-Urbanization," Sustainability, MDPI, vol. 14(16), pages 1-12, August.

    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:gam:jsusta:v:7:y:2015:i:6:p:7604-7621:d:51066. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.