Abstract
The context of smart cities should really be anchored onto two key attributes. First is the ability for a city to learn adaptively with the aid of machine learning (ML) or artificial intelligence (AI) and second is the ability for a city to sustain operations autonomously without any human intervention. While Internet of Things (IoT) is seen as an enabler by making all devices connect to a network that communicates with one another with minimal human interference; however, critical problems such as sewer management, health, parking woes, traffic congestion, pollution, waste management, and noise are not fully being addressed. In this paper, we discussed the most recent literature for smart city initiatives across the globe including the comprehensive Alcatel–Lucent study in 2011 and proposed an overarching autonomous learning city baseline and target architecture with specific functionalities for each layer.
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References
L. Atzori, A. Iera, G. Morabito, The Internet of Things: a survey. Comput. Netw. 54(15), 2787–2805 (2010). https://doi.org/10.1016/j.comnet.2010.05.010
P. Bellavista, G. Cardone, A. Corradi, L. Foschini, Convergence of MANET and WSN in IoT urban scenarios. IEEE Sens. J. 13(10), 3558–3567 (2013). https://doi.org/10.1109/jsen.2013.2272099
H. Schaffers, N. Komninos, M. Pallot, B. Trousse, M. Nilsson, A. Oliveira, Smart cities and the future internet: towards cooperation frameworks for open innovation. Future Internet 6656, 431–446 (2011). https://doi.org/10.1007/978-3-642-20898-0_31
R.P. Dameri, Searching for Smart City definition: a comprehensive proposal. Int. J. Comput. Technol. 11(5), 2544–2551 (2012). https://doi.org/10.24297/ijct.v11i5.1142
R. Giffinger, C. Fertner, H. Kramar, E. Meijers, N. PIichler-Milhanovic, Smart Cities: Ranking of European Medium-sized Cities (2007)
A. Caragliu, C. de Bo, P. Nijkamp, Smart cities in Europe, in 3rd Central European Conference in Regional Science (2009)
M. Rouse, What is Smart City?—Definition from WhatIs.com (2017). Retrieved from: https://internetofthingsagenda.techtarget.com/definition/smart-city. 24 Jul 2017
Techopedia, What is a Smart City?—Definition from Techopedia (2015). Retrieved from: https://www.techopedia.com/definition/31494/smart-city. 30 Nov 2015
Gemalto, What is a Smart City? (2018). Retrieved from: https://www.gemalto.com/iot/inspired/smart-cities. 18 Jan 2018
M. Dohler, I. Vilajosana, X. Vilajosana, J. Llosa, Smart Cities: an action plan, in Proceedings of Barcelona Smart Cities Congress (2011), pp. 1–6
M. Yun, B. Yuxin, Research on the architecture and key technology of Internet of Things (IoT) applied on smart grid, in 2010 International Conference on Advances in Energy Engineering (2010). https://doi.org/10.1109/icaee.2010.5557611
A. Monacchi, D. Egarter, W. Elmenreich, Integrating households into the smart grid, in 2013 Workshop on Modeling and Simulation of Cyber-physical Energy Systems (MSCPES) (IEEE, 2013), pp. 1–6
X. Li, W. Shu, M. Li, H.Y. Huang, R.E. Luo, M.Y. Wu, Performance evaluation of vehicle-based mobile sensor networks for traffic monitoring. IEEE Trans. Veh. Technol. 58(4), 1647–1653 (2009). https://doi.org/10.1109/tvt.2008.2005775
S. Lee, D. Yoon, A. Ghosh, Intelligent parking lot application using wireless sensor networks, in 2008 International Symposium on Collaborative Technologies and Systems (2008). https://doi.org/10.1109/cts.2008.4543911
N. Maisonneuve, M. Stevens, M.E. Niessen, P. Hanappe, L. Steels, Citizen noise pollution monitoring, in Proceedings of the 10th Annual International Conference on Digital Government Research: Social Networks: Making Connections between Citizens (2009), pp. 96–103
T. Nuortio, J. Kytöjoki, H. Niska, O. Bräysy, Improved route planning and scheduling of waste collection and transport. Expert Syst. Appl. 30(2), 223–232 (2006). https://doi.org/10.1016/j.eswa.2005.07.009
A.R. Al-Ali, I. Zualkernan, F. Aloul, A mobile GPRS-sensors array for air pollution monitoring. IEEE Sens. J. 10(10), 1666–1671 (2010). https://doi.org/10.1109/jsen.2010.2045890
J. Sairamesh, A. Lee, L. Anania, Information cities. Commun. ACM 47(2), 28–31 (2004)
E. Douglas, Artificial Intelligence: Abilities & Expectations (2018). Retrieved from: https://orzota.com/2018/02/08/artificial-intelligence-abilities/. 8 Feb 2018
C. Reichert, Huawei Unveils Artificial Intelligence Smart Cities Platform (2018). Retrieved from: https://www.zdnet.com/article/huawei-unveils-artificial-intelligence-smart-cities-platform/. 14 Nov 2018
A. Roven, AI in Smart Cities (2018). Retrieved from: https://medium.com/neuromation-blog/ai-in-smart-cities-dfe2fa7d2829. 27 Nov 2018
D.J. Bailey, Y. Coleman, Urban IoT and AI: How Can Cities Successfully Leverage This Synergy? (2019). Retrieved from: https://aibusiness.com/future-cities-iot-aio/. 8 Jan 2019
V.C. Müller, N. Bostrom, Future progress in artificial intelligence: a survey of expert opinion. Fundamental Issues of Artificial Intelligence, pp. 555–572 (Springer, Cham, 2016). https://doi.org/10.1007/978-3-319-26485-1_33
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Muthaiyah, S., Zaw, T.O.K. (2021). Autonomous and Adaptive Learning Architecture Framework for Smart Cities. In: Dash, S.S., Das, S., Panigrahi, B.K. (eds) Intelligent Computing and Applications. Advances in Intelligent Systems and Computing, vol 1172. Springer, Singapore. https://doi.org/10.1007/978-981-15-5566-4_41
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DOI: https://doi.org/10.1007/978-981-15-5566-4_41
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