Understanding Smart City—A Data-Driven Literature Review
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This paper systematically reviews the top 200 Google Scholar publications in the area of smart city with the aid of data-driven methods from the fields natural language processing and time series forecasting. Specifically, our algorithm crawls the textual information of the considered articles and uses the created ad-hoc database to identify the most relevant streams “smart infrastructure”, “smart economy & policy”, “smart technology”, “smart sustainability”, and “smart health”. Next, we automatically assign each manuscript into these subject areas by dint of several interdisciplinary scientific methods. Each stream is evaluated in a deep-dive analysis by (i) creating a word cloud to find the most important keywords, (ii) examining the main contributions, and (iii) applying time series methodologies to determine the past and future relevance. Due to our large-scaled literature, an in-depth evaluation of each stream is possible, which ultimately reveals strengths and weaknesses. We hereby acknowledge that smart sustainability will come to the fore in the next years—this fact confirms the current trend, as minimizing the required input of energy, water, food, waste, heat output and air pollution is becoming increasingly important.
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Environmental sustainability will come to the fore in smart cities in the upcoming years.
“As regards smart cities, (Stübinger and Schneider 2020) reveal in a data-driven systemic review that environmental sustainability will come to the fore in smart cities in the upcoming years”
From Environmentally sustainable smart cities and their converging AI, IoT, and big data technologies and solutions: an integrated approach to an extensive literature review (2023) · cites this paper as Stübinger and Schneider 2020
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Competitiveness AND Sustainability: Can ‘Smart City Regionalism’ Square the Circle?
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Anchor-Assisted and Vote-Based Trustworthiness Assurance in Smart City Crowdsensing
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Smart City Logistics on Cloud Computing Model
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M2M Communications for Smart City: An Event-Based Architecture
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A Participatory Approach for Envisioning a Smart City
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THE CONCEPT OF A SMART CITY IN URBAN MANAGEMENT
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A New Taxonomy of Smart City Projects
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Cited by
Sorted by citations
Bibri, S. E., Alexandre, A., Sharifi, A., & Krogstie, J. (2023) · Energy Informatics · doi:10.1186/s42162-023-00259-2 · Cited by 299 · see citing works
- Authors
- Stübinger, J., & Schneider, L.
- Affiliations
- Friedrich-Alexander-Universität Erlangen-Nürnberg (DE)
- Corresponding author
- Stübinger, Johannes
- Venue
- Sustainability
- Publisher
- MDPI AG
- Published
- 2020-10-14
- Volume
- 12
- Issue
- 20
- Pages
- 8460
- ISSN
- 2071-1050 (ISSN-L)
- OpenAlex
- W3092962164
- Cited by
- 118
- References
- 210
- Citations by year
- 2026: 10 · 2025: 15 · 2024: 27 · 2023: 33 · 2022: 14 · 2021: 19
- FWCI
- 8.49
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Sustainability (publishedVersion, cc-by)
- OPUS FAU (Kooperativer Bibliotheksverbund Berlin-Brandenburg (KOBV), on behalf of the Universitätsbibliothek Erlangen-Nürnberg) (submittedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- FAU Open Access Publikationsfonds (20200830)
- Topics
- Physical Sciences › Engineering › Media Technology › Smart Cities and Technologies
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › scientometrics and bibliometrics research
- Social Sciences › Urban Studies › Sustainable Urban and Rural Development
- Keywords
- smart cities, research trends, smart infrastructure, smart technologies, smart healthcare, keyword analysis
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