Internet of Things-enabled smart cities: State-of-the-art and future trends

Abstract The dramatic spread of urbanization in modern cities requires smart solutions to address critical issues such as mobility, healthcare, energy, and civil infrastructure. The Internet of Things (IoT) is one of the most promising enabling technologies for tackling these challenges by creating a massive world-wide network of interconnected physical objects embedded with electronics, software, sensors, and network connectivity. Arguably, IoT is becoming the building block for next generation smart cities owing to its potential in exploiting sustainable information and communication technologies. The rapid development of the IoT is impacting several scientific and engineering application domains. This paper presents a comprehensive literature review of key features and applications of the IoT paradigm to support sustainable development of smart cities. An emphasis is placed on concomitance of the IoT solutions with other enabling technologies such as cloud computing, robotics, micro-electromechanical systems (MEMS), wireless communications, and radio-frequency identification (RFID). Furthermore, a case study is presented to demonstrate how an affordable and suitable IoT-based working prototype can be designed for real-time monitoring of civil infrastructure. Finally, challenges and future directions for IoT-based smart city applications are discussed.

[1]  Qihui Wu,et al.  Cognitive Internet of Things: A New Paradigm Beyond Connection , 2014, IEEE Internet of Things Journal.

[2]  Yan Shi,et al.  Towards packet-less ultrasonic sensor networks for energy-harvesting structures , 2017, Computer Communications.

[3]  Marian Verhelst,et al.  A Review on Internet of Things Solutions for Intelligent Energy Control in Buildings for Smart City Applications , 2017 .

[4]  Pengcheng Jiao,et al.  Next generation prediction model for daily solar radiation on horizontal surface using a hybrid neural network and simulated annealing method , 2017 .

[5]  Fei Tao,et al.  CCIoT-CMfg: Cloud Computing and Internet of Things-Based Cloud Manufacturing Service System , 2014, IEEE Transactions on Industrial Informatics.

[6]  Imrich Chlamtac,et al.  Internet of things: Vision, applications and research challenges , 2012, Ad Hoc Networks.

[7]  Manfred A. Jeusfeld,et al.  Internet of Things Approach to Cloud-based Smart Car Parking , 2016, EUSPN/ICTH.

[8]  Klaus Moessner,et al.  Cloud Internet of Things Framework for Enabling Services in Smart Cities , 2017 .

[9]  Anna Corinna Cagliano,et al.  Current trends in Smart City initiatives: some stylised facts , 2014 .

[10]  Prem Prakash Jayaraman,et al.  Internet of things: from internet scale sensing to smart services , 2016, Computing.

[11]  Maria Rita Palattella,et al.  Internet of Things in the 5G Era: Enablers, Architecture, and Business Models , 2016, IEEE Journal on Selected Areas in Communications.

[12]  Anurag Agarwal,et al.  The Internet of Things—A survey of topics and trends , 2015, Inf. Syst. Frontiers.

[13]  David Muñoz Rodríguez,et al.  Inference of vehicular traffic in smart cities using machine learning with the internet of things , 2018 .

[14]  Rafael Pous,et al.  Using Augmented Reality and Internet of Things to improve accessibility of people with motor disabilities in the context of Smart Cities , 2017, Future Gener. Comput. Syst..

[15]  Athanasios V. Vasilakos,et al.  Data Mining for the Internet of Things: Literature Review and Challenges , 2015, Int. J. Distributed Sens. Networks.

[16]  Ji Zhang,et al.  An infrastructure framework for privacy protection of community medical internet of things , 2017, World Wide Web.

[17]  Awais Ahmad,et al.  Urban planning and building smart cities based on the Internet of Things using Big Data analytics , 2016, Comput. Networks.

[18]  Schahram Dustdar,et al.  Application Architecture for the Internet of Cities: Blueprints for Future Smart City Applications , 2016, IEEE Internet Computing.

[19]  Alexandros G. Fragkiadakis,et al.  Designing Secure IoT Architectures for Smart City Applications , 2017 .

[20]  Pengcheng Jiao,et al.  New prediction models for unconfined compressive strength of geopolymer stabilized soil using multi-gen genetic programming , 2018 .

[21]  Marimuthu Palaniswami,et al.  An Information Framework for Creating a Smart City Through Internet of Things , 2014, IEEE Internet of Things Journal.

[22]  Amir Hossein Alavi,et al.  Structural health monitoring of steel frames using a network of self-powered strain and acceleration sensors: A numerical study , 2018 .

[23]  Marília Curado,et al.  A resilient Internet of Things architecture for smart cities , 2017, Ann. des Télécommunications.

[24]  Kyung-Sup Kwak,et al.  The Internet of Things for Health Care: A Comprehensive Survey , 2015, IEEE Access.

[25]  Julio F. Davalos,et al.  Buckling Behavior of Sinusoidal Web for Composite Wood I-Joist with Elastically Restrained Loaded Edges under Compression , 2013 .

[26]  Chi Harold Liu,et al.  The Emerging Internet of Things Marketplace From an Industrial Perspective: A Survey , 2015, IEEE Transactions on Emerging Topics in Computing.

[27]  Serge Fdida,et al.  Research challenges towards the Future Internet , 2011, Comput. Commun..

[28]  Rana Forsati,et al.  A new approach for prediction of collapse settlement of sandy gravel soils , 2017, Engineering with Computers.

[29]  Kumar Yelamarthi,et al.  Internet of Things (IoT) Platform for Structure Health Monitoring , 2017, Wirel. Commun. Mob. Comput..

[30]  Frauke Behrendt,et al.  Why cycling matters for Smart Cities. Internet of Bicycles for Intelligent Transport , 2016 .

[31]  Antonio Iera,et al.  The Social Internet of Things (SIoT) - When social networks meet the Internet of Things: Concept, architecture and network characterization , 2012, Comput. Networks.

[32]  Alejandro Rafael Garcia Ramirez,et al.  Towards Human Smart Cities: Internet of Things for sensory impaired individuals , 2016, Computing.

[33]  Simon Haykin,et al.  Smart Home: Cognitive Interactive People-Centric Internet of Things , 2017, IEEE Communications Magazine.

[34]  Laurence T. Yang,et al.  Data Mining for Internet of Things: A Survey , 2014, IEEE Communications Surveys & Tutorials.

[35]  Irene C. L. Ng,et al.  The Internet-of-Things: Review and research directions , 2017 .

[36]  Matteo Cesana,et al.  IoT Communication Technologies for Smart Cities , 2017 .

[37]  Manuel Díaz,et al.  State-of-the-art, challenges, and open issues in the integration of Internet of things and cloud computing , 2016, J. Netw. Comput. Appl..

[38]  Maurizio Tomasella,et al.  Vision and Challenges for Realising the Internet of Things , 2010 .

[39]  Amir Hossein Alavi,et al.  Fatigue cracking detection in steel bridge girders through a self-powered sensing concept , 2017 .

[40]  Shwetak N. Patel,et al.  Smart Communities Internet of Things , 2016, ArXiv.

[41]  Karim Chatti,et al.  An intelligent structural damage detection approach based on self-powered wireless sensor data , 2016 .

[42]  Noël Crespi,et al.  The Cluster Between Internet of Things and Social Networks: Review and Research Challenges , 2014, IEEE Internet of Things Journal.

[43]  Shantanu Chakrabartty,et al.  A new approach for damage detection in asphalt concrete pavements using battery-free wireless sensors with non-constant injection rates , 2017 .

[44]  Peng Liu,et al.  Process-Induced Stress and Hydrogen Effects on Monolithic Integrated CMOS-MEMS Micro-Bimaterial Cantilever Sensor Array☆ , 2012 .

[45]  Serbulent Tozlu,et al.  Wi-Fi enabled sensors for internet of things: A practical approach , 2012, IEEE Communications Magazine.

[46]  Athanasios V. Vasilakos,et al.  Future Internet of Things: open issues and challenges , 2014, Wireless Networks.

[47]  Arkady B. Zaslavsky,et al.  Context Aware Computing for The Internet of Things: A Survey , 2013, IEEE Communications Surveys & Tutorials.

[48]  Maged N. Kamel Boulos,et al.  On the Internet of Things, smart cities and the WHO Healthy Cities , 2014, International Journal of Health Geographics.

[49]  Amir Hossein Alavi,et al.  An energy harvesting and damage sensing solution based on postbuckling response of nonuniform cross‐section beams , 2018 .

[50]  Eleonora Borgia,et al.  The Internet of Things vision: Key features, applications and open issues , 2014, Comput. Commun..

[51]  Marimuthu Palaniswami,et al.  Internet of Things (IoT): A vision, architectural elements, and future directions , 2012, Future Gener. Comput. Syst..

[52]  Jayant Kalagnanam,et al.  Foundations for Smarter Cities , 2010, IBM J. Res. Dev..

[53]  Eduardo Cerqueira,et al.  A Routing Protocol Based on Energy and Link Quality for Internet of Things Applications , 2013, Sensors.

[54]  Wan-Jung Chang,et al.  Real-Time Monitoring via Patch-Type Piezoelectric Force Sensors for Internet of Things Based Logistics , 2017, IEEE Sensors Journal.

[55]  Antonio Iera,et al.  The Internet of Things: A survey , 2010, Comput. Networks.

[56]  Sylvain Kubler,et al.  Opportunities for enhanced lean construction management using Internet of Things standards , 2016 .

[57]  Pengcheng Jiao,et al.  Enhancement of quasi-static strain energy harvesters using non-uniform cross-section post-buckled beams , 2017 .

[58]  Julio F. Davalos,et al.  Flexural-Torsional Buckling of Cantilever Composite Wood I-Beams with Sinusoidal Web Geometry , 2012 .

[59]  Mateo Valero,et al.  Emergent Behaviors in the Internet of Things: The Ultimate Ultra-Large-Scale System , 2016, IEEE Micro.

[60]  Schahram Dustdar,et al.  Sustainability Data and Analytics in Cloud-Based M2M Systems , 2014, Big Data and Internet of Things.

[61]  Nathalie Mitton,et al.  Towards a smart city based on cloud of things, a survey on the smart city vision and paradigms , 2017, Trans. Emerg. Telecommun. Technol..

[62]  Jun Wang,et al.  An integrated system for building structural health monitoring and early warning based on an Internet of things approach , 2017, Int. J. Distributed Sens. Networks.

[63]  Fang Yang,et al.  Fabrication of Monolithic Integrated Bimaterial Resonant Uncooled IR Sensor , 2013 .

[64]  Nizar Lajnef,et al.  Energy method solution for the postbuckling response of an axially loaded bilaterally constrained beam , 2015 .

[65]  Sasu Tarkoma,et al.  A gap analysis of Internet-of-Things platforms , 2015, Comput. Commun..

[66]  Antonio Pescapè,et al.  Integration of Cloud computing and Internet of Things: A survey , 2016, Future Gener. Comput. Syst..

[67]  Bin Ren,et al.  The monitoring and managing application of cloud computing based on Internet of Things , 2016, Comput. Methods Programs Biomed..

[68]  Prem Prakash Jayaraman,et al.  Internet of Things Platform for Smart Farming: Experiences and Lessons Learnt , 2016, Sensors.

[69]  Amir Hossein Alavi,et al.  Post-buckling response of non-uniform cross-section bilaterally constrained beams , 2016 .

[70]  Pengcheng Jiao,et al.  Large deformation solutions to post-buckled beams confined by movable and flexible constraints: A static and dynamic analysis , 2017 .

[71]  Aurelio Tommasetti,et al.  A Review of Smart Cities Based on the Internet of Things Concept , 2017 .

[72]  Karim Chatti,et al.  Continuous health monitoring of pavement systems using smart sensing technology , 2016 .

[73]  John A. Stankovic,et al.  Research Directions for the Internet of Things , 2014, IEEE Internet of Things Journal.

[74]  Luis Muñoz,et al.  Smart City Services over a Future Internet Platform Based on Internet of Things and Cloud: The Smart Parking Case , 2016 .

[75]  Alagan Anpalagan,et al.  Efficient Energy Management for the Internet of Things in Smart Cities , 2017, IEEE Communications Magazine.

[76]  Arkady B. Zaslavsky,et al.  Sensing as a service model for smart cities supported by Internet of Things , 2013, Trans. Emerg. Telecommun. Technol..

[77]  Juan Manuel Cueva Lovelle,et al.  Midgar: Detection of people through computer vision in the Internet of Things scenarios to improve the security in Smart Cities, Smart Towns, and Smart Homes , 2017, Future Gener. Comput. Syst..

[78]  Peter Friess,et al.  Internet of Things Strategic Research Roadmap , 2011 .

[79]  Euripides G. M. Petrakis,et al.  Future internet systems design and implementation: cloud and IoT services based on IoT-A and FIWARE , 2017 .

[80]  Amir Hossein Alavi,et al.  Micro-composite films constrained by irregularly bilateral walls: A size-dependent post-buckling analysis , 2018, Composite Structures.

[81]  Pengcheng Jiao,et al.  Lateral-torsional buckling analysis of wood composite I-beams with sinusoidal corrugated web , 2017 .

[82]  Yang Guo,et al.  The embedding convergence of smart cities and tourism internet of things in China: An advance perspective , 2014 .

[83]  Pengcheng Jiao,et al.  Static and dynamic post-buckling analyses of irregularly constrained beams under the small and large deformation assumptions , 2017 .

[84]  Bin Gao,et al.  Structural Health Monitoring Framework Based on Internet of Things: A Survey , 2017, IEEE Internet of Things Journal.

[85]  Mohsen Guizani,et al.  Internet-of-things-based smart environments: state of the art, taxonomy, and open research challenges , 2016, IEEE Wireless Communications.

[86]  Elisa Bertino,et al.  Internet of Things (IoT) , 2016, ACM Trans. Internet Techn..

[87]  Saraju P. Mohanty,et al.  Everything You Wanted to Know About Smart Cities , 2016, IEEE Consumer Electron. Mag..

[88]  Klaus Moessner,et al.  Enabling smart cities through a cognitive management framework for the internet of things , 2013, IEEE Communications Magazine.

[89]  Juan Emilio Noriega-Linares,et al.  On the Application of the Raspberry Pi as an Advanced Acoustic Sensor Network for Noise Monitoring , 2016 .

[90]  Amir Hossein Alavi,et al.  Detection of fatigue cracking in steel bridge girders: A support vector machine approach , 2017 .

[91]  Lida Xu,et al.  The internet of things: a survey , 2014, Information Systems Frontiers.

[92]  Harshal D. Misalkar,et al.  Review of Internet of Things in development of smart cities with data management & privacy , 2015, 2015 International Conference on Advances in Computer Engineering and Applications.

[93]  Salvatore Venticinque,et al.  Big Data Management Systems for the Exploitation of Pervasive Environments , 2014, Big Data and Internet of Things.

[94]  Amir Hossein Alavi,et al.  Big data in civil engineering , 2017 .

[95]  Athanasios V. Vasilakos,et al.  When things matter: A survey on data-centric internet of things , 2016, J. Netw. Comput. Appl..

[96]  Pengcheng Jiao,et al.  Control of Postbuckling Mode Transitions Using Assemblies of Axially Loaded Bilaterally Constrained Beams , 2017 .

[97]  Andrea Zanella,et al.  Internet of Things for Smart Cities , 2014, IEEE Internet of Things Journal.

[98]  Amir Hossein Alavi,et al.  Small and large deformation models of post-buckled beams under lateral constraints , 2019 .

[99]  Pengcheng Jiao,et al.  A new solution of measuring thermal response of prestressed concrete bridge girders for structural health monitoring , 2017 .

[100]  Mohsen Guizani,et al.  Internet of Things: A Survey on Enabling Technologies, Protocols, and Applications , 2015, IEEE Communications Surveys & Tutorials.

[101]  Aiiad Albeshri,et al.  Analysis of Eight Data Mining Algorithms for Smarter Internet of Things (IoT) , 2016, EUSPN/ICTH.

[102]  Kire Trivodaliev,et al.  A review of Internet of Things for smart home: Challenges and solutions , 2017 .

[103]  Stefano Bresciani,et al.  Internet of Things: Applications and challenges in smart cities: a case study of IBM smart city projects , 2016, Bus. Process. Manag. J..

[104]  A. D. Nguyen,et al.  A new strategy toward Internet of Things: structural health monitoring using a combined fiber optic and acoustic emission wireless sensor platform , 2016, SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring.

[105]  Bengt Ahlgren,et al.  Internet of Things for Smart Cities: Interoperability and Open Data , 2016, IEEE Internet Computing.

[106]  A. Ferraris,et al.  The management of organizational ambidexterity through alliances in a new context of analysis: Internet of Things (IoT) smart city projects , 2017, Technological Forecasting and Social Change.

[107]  Muthucumaru Maheswaran,et al.  Security Challenges and Approaches in Internet of Things , 2016 .

[108]  Klaus Wehrle,et al.  Privacy in the Internet of Things: threats and challenges , 2014, Secur. Commun. Networks.

[109]  Hadi Salehi,et al.  Emerging artificial intelligence methods in structural engineering , 2018, Engineering Structures.

[110]  N. Komninos,et al.  Special Issue on Smart Cities and the Future Internet in Europe , 2012, Journal of the Knowledge Economy.