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Big Data Analytics for Smart Cities

Tania Cerquitelli, Sara Migliorini, Silvia Chiusano
2021 Electronics  
In the last few years, cities have become engines of wealth creation thanks to theadvent of the new information and communication [...]  ...  Many thanks go to the reviewers who offered their expertise and valuable effort in promptly evaluating the submitted papers, providing comprehensive, critical, and constructive comments to the authors  ...  rate, to such an extent that data rapidly scales towards big (urban) data.  ... 
doi:10.3390/electronics10121439 fatcat:ilvopm546rclfbgsnmffmpgidy

Smart Cities and Big Data Analytics: A Data-Driven Decision-Making Use Case

Ahmed M. Shahat Osman, Ahmed Elragal
2021 Smart Cities  
Interest in smart cities (SCs) and big data analytics (BDA) has increased in recent years, revealing the bond between the two fields.  ...  The results reveal the ability of the BDA framework to support data-driven decision making in an SC.  ...  Smart Cities and Big Data Analytics An SC is a well-performing city composed of smart domains.  ... 
doi:10.3390/smartcities4010018 fatcat:65vxt5thyngqzhlyatt56bpz3y

Studi On Big Data Analytics Framework in Smart City Context

Rahmawati Dinda, Arief Assaf, Do Abdullah Saiful Saiful, I.H.A. Wahab, R. Mardian, A.P. Bayuseno
2021 E3S Web of Conferences  
This paper reviews several big data analytic frameworks applied to smart cities.  ...  Extracting knowledge from the related literature can identify the characteristics of the big data analytic framework for smart cities.  ...  This paper reviews several big data analytic frameworks applied to smart cities.  ... 
doi:10.1051/e3sconf/202132804022 fatcat:wqot76ry2fcn7gju7fw6qemffy

Towards cloud based big data analytics for smart future cities

Zaheer Khan, Ashiq Anjum, Kamran Soomro, Muhammad Atif Tahir
2015 Journal of Cloud Computing: Advances, Systems and Applications  
This paper presents a theoretical and experimental perspective on the smart cities focused big data management and analysis by proposing a cloud-based analytics service.  ...  A prototype has been designed and developed to demonstrate the effectiveness of the analytics service for big data analysis.  ...  Section "An abstract architectural design of the cloud-based big data analysis" provides a data analytics service architecture and design for analytical processing of big data for smart cities.  ... 
doi:10.1186/s13677-015-0026-8 fatcat:oncr53ekdzddrkcrk7lx3uuomm

Smart cities, big data and urban policy: Towards urban analytics for the long run

Jens Kandt, Michael Batty
2020 Cities  
We first develop a theoretical perspective on urban analytics as a practice that is part of a new smart urbanism.  ...  city making to urban governance.  ...  Acknowledgements Parts of this work for this article was funded by the ESRC funding scheme 'Big Data Phase 3: New and Emerging Forms of Data' (reference ES/P010741/1).  ... 
doi:10.1016/j.cities.2020.102992 fatcat:dmc5xg2fs5d4znusn3ycqed65e

Fog Computing for Smart Cities' Big Data Management and Analytics: A Review

Elarbi Badidi, Zineb Mahrez, Essaid Sabir
2020 Future Internet  
The new and emerging paradigms of edge and fog computing promise to address big data storage and analysis in The field of smart cities.  ...  Here, we review existing service delivery models in smart cities and present our perspective on adopting these two emerging paradigms.  ...  Acknowledgments: This work is supported by The UAEU Program for Advanced Research Grant N. G00003443. Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/fi12110190 fatcat:i3ziazyorve2rc2zvhxzskirhm

The core enabling technologies of big data analytics and context-aware computing for smart sustainable cities: a review and synthesis

Simon Elias Bibri, John Krogstie
2017 Journal of Big Data  
In addition, relatively little attention has been given to the integration of big data analytics and context-aware computing as advanced forms of ICT in the context of smart sustainable cities.  ...  In doing so, we develop, elucidate, and evaluate the most relevant frameworks pertaining to big data analytics and context-aware computing in the context of smart sustainable cities, bringing together  ...  Advanced big data analytics techniques and algorithms In smart sustainable cities, big data analytics should involve highly sophisticated and dedicated techniques and algorithms (data mining, machine learning  ... 
doi:10.1186/s40537-017-0091-6 fatcat:tuoghrgbtzdflkrfb3ddcac6x4

Big Data Analytics for Discovering Electricity Consumption Patterns in Smart Cities

Rubén Pérez-Chacón, José Luna-Romera, Alicia Troncoso, Francisco Martínez-Álvarez, José Riquelme
2018 Energies  
In addition, the performance of the proposed methodology is evaluated using synthetic big data, which cab represent thousands of buildings in a smart city.  ...  For this reason, new approaches and strategies are needed to analyze information in big data environments.  ...  to detect patterns of energy consumption from big data time series collected by sensors in buildings of a smart city.  ... 
doi:10.3390/en11030683 fatcat:vne3goa4gzd4dmwgmod4bysfbm

Applications of big data to smart cities

Eiman Al Nuaimi, Hind Al Neyadi, Nader Mohamed, Jameela Al-Jaroodi
2015 Journal of Internet Services and Applications  
This paper reviews the applications of big data to support smart cities.  ...  One of the recent technologies that has a huge potential to enhance smart city services is big data analytics.  ...  The main contribution of this paper is reviewing the application of big data in smart city and exploring the opportunities and challenges for utilizing big data in smart city.  ... 
doi:10.1186/s13174-015-0041-5 fatcat:fb2gubvaljaqxekdjathw62xci

The Sciences Underlying Smart Sustainable Urbanism: Unprecedented Paradigmatic and Scholarly Shifts in Light of Big Data Science and Analytics

2019 Smart Cities  
As a new area of science and technology (S&T), big data science and analytics embodies an unprecedentedly transformative power—which is manifested not only in the form of revolutionizing science and transforming  ...  This paper examines the unprecedented paradigmatic and scholarly shifts that the sciences underlying smart sustainable urbanism are undergoing in light of big data science and analytics and the underlying  ...  A State-of-the-Art Review: 'Small Data' and 'Big Data' Studies and City Analytics Big data are referred to with respect to their humongous size and wide variety, with a particular focus on the deluge of  ... 
doi:10.3390/smartcities2020013 fatcat:jaa5cro4vnc2bnjddczpk6y3mq

Smart Cities, Big Data, and Sustainability Union

Sonali Kudva, Xinyue Ye
2017 Big Data and Cognitive Computing  
The purpose of this review is to recognize and acknowledge the obstacles in the realization of sustainable urban spaces through an examination of both smart cities and Big Data.  ...  Smart cities are seen as the logical outcome of media convergence. Big Data form the basis and the output of smart technologies.  ...  Finally, it will provide an overview of how smart cities and big data could work in tandem to contribute to more sustainable communities.  ... 
doi:10.3390/bdcc1010004 fatcat:hrvgkkuecbf3ldcvyfmvod2lgy

Big Data in Smart City: Management Challenges

Mladen Amović, Miro Govedarica, Aleksandra Radulović, Ivana Janković
2021 Applied Sciences  
In this paper, we suggest the biG dAta sMart cIty maNagEment SyStem (GAMINESS) that is based on the Apache Spark big data framework.  ...  The GAMINESS management system overcomes these disadvantages by conversion of smart city data to a big data structure without limitations related to data formats or use standards.  ...  Institutional Review Board Statement: Not applicable. Informed Consent Statement: Not applicable. Data Availability Statement: Not applicable.  ... 
doi:10.3390/app11104557 fatcat:me2gyg3lmvdhnn4yo4g3gkbuuq

Investigation of Big Data Analytics for Sustainable Smart City Development: An Emerging Country

Mohammed Arshad Khan, Mohd Shuaib Siddiqui, Mohammad Khalid Imam Rahmani, Shahid Husain
2021 IEEE Access  
Thus, there is a need to develop analytics platforms for big data for sustainable smart city development.  ...  The experts have a minimum fifteen-year experience and have great knowledge about analytics, big data, and smart city.  ... 
doi:10.1109/access.2021.3115987 fatcat:dtlaot323vfa3fb7qndx4sx3u4

The Smart Triad : Big Data Analytics , Cloud Computing and Internet of Things to shape the Smart Home, Smart City, Smart Business & Smart Country

2019 International journal of recent technology and engineering  
Big data analytics, cloud computing & internet of things are a smart triad which have started shaping our future towards smart home, city, business, country.  ...  This paper, presents an overview of internet of things, role of cloud computing & big data analytics towards IoT.  ...  This convolution of big data analytics, cloud computing and internet of things in this era will drive us towards living in smart home, work at smart office, live in smart city, country and even do smart  ... 
doi:10.35940/ijrte.b1449.0982s1119 fatcat:dzku2g25arhr7onk5lzojwfbse


2018 Journal of Engineering Science and Technology  
Big data is an emerging area of research and its prospective applications in smart cities are extensively recognized.  ...  In this study, we provide a breadth-first review of the domain "Big Data in Smart Cities" by applying the formal research method of systematic mapping.  ...  in the smart city [8] .  A smart city middleware from sensors to big data [19] .  ... 
doaj:be79a21086c9478f812e3222e2d13c9d fatcat:jcgatblsxvhvtne3jeriydctou
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