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2017 | OriginalPaper | Chapter

Air Quality Monitoring System and Benchmarking

Authors : Xiufeng Liu, Per Sieverts Nielsen

Published in: Big Data Analytics and Knowledge Discovery

Publisher: Springer International Publishing

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Abstract

Air quality monitoring has become an integral part of smart city solutions. This paper presents an air quality monitoring system based on Internet of Things (IoT) technologies, and establishes a cloud-based platform to address the challenges related to IoT data management and processing capabilities, including data collection, storage, analysis, and visualization. In addition, this paper also benchmarks four state-of-the-art database systems to investigate the appropriate technologies for managing large-scale IoT datasets.

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Literature
1.
go back to reference Ahlers, D., Driscoll, P.A., Kraemer, F.A., Anthonisen, F.V., Krogstie, J.: A measurement-driven approach to understand urban greenhouse gas emissions in Nordic Cities. In: NIK (2016) Ahlers, D., Driscoll, P.A., Kraemer, F.A., Anthonisen, F.V., Krogstie, J.: A measurement-driven approach to understand urban greenhouse gas emissions in Nordic Cities. In: NIK (2016)
4.
go back to reference Chen, X., Liu, X., Xu, P.: IoT-based air pollution monitoring and forecasting system. In: Proceedings of ICCCS, pp. 257–260 (2015) Chen, X., Liu, X., Xu, P.: IoT-based air pollution monitoring and forecasting system. In: Proceedings of ICCCS, pp. 257–260 (2015)
5.
go back to reference Di, F.M., Li, N., Raj, M., Das, S.K.: A storage infrastructure for heterogeneous and multimedia data in the internet of things. In: Proceedings of GreenCom, pp. 26–33 (2012) Di, F.M., Li, N., Raj, M., Das, S.K.: A storage infrastructure for heterogeneous and multimedia data in the internet of things. In: Proceedings of GreenCom, pp. 26–33 (2012)
6.
go back to reference Ding, Z., Xu, J., Yang, Q.: SeaCloudDM: a database cluster framework for managing and querying massive heterogeneous sensor sampling data. J. Supercomput. 66(3), 1260–1284 (2013)CrossRef Ding, Z., Xu, J., Yang, Q.: SeaCloudDM: a database cluster framework for managing and querying massive heterogeneous sensor sampling data. J. Supercomput. 66(3), 1260–1284 (2013)CrossRef
7.
go back to reference Fioccola, G.B., Sommese, R., Tufano, I., Canonico, R., Ventre, G.: Polluino: an efficient cloud-based management of IoT devices for air quality monitoring. In: Proceedings of Research and Technologies for Society and Industry Leveraging a better tomorrow (RTSI), pp. 1–6 (2016) Fioccola, G.B., Sommese, R., Tufano, I., Canonico, R., Ventre, G.: Polluino: an efficient cloud-based management of IoT devices for air quality monitoring. In: Proceedings of Research and Technologies for Society and Industry Leveraging a better tomorrow (RTSI), pp. 1–6 (2016)
8.
go back to reference Goldschmidt, T., Jansen, A., Koziolek, H., Doppelhamer, J., Breivold, H.P.: Scalability and robustness of time-series databases for cloud-native monitoring of industrial processes. In: 7th International Conference on Cloud Computing, pp. 602–609 (2014) Goldschmidt, T., Jansen, A., Koziolek, H., Doppelhamer, J., Breivold, H.P.: Scalability and robustness of time-series databases for cloud-native monitoring of industrial processes. In: 7th International Conference on Cloud Computing, pp. 602–609 (2014)
9.
go back to reference Jadhav, D.A., Patane, S.A., Nandarge, S.S., Shimage, V.V., Vanjari, A.A.: Air pollution monitoring system using Zigbee and GPS module. Int. J. Emerg. Technol. Adv. Eng. 3(9), 533–536 (2013) Jadhav, D.A., Patane, S.A., Nandarge, S.S., Shimage, V.V., Vanjari, A.A.: Air pollution monitoring system using Zigbee and GPS module. Int. J. Emerg. Technol. Adv. Eng. 3(9), 533–536 (2013)
10.
go back to reference Kamal-Chaoui, L., Robert, A.: Competitive cities and climate change. OECD Regional Development Working Papers, 2009(2), 1 (2009) Kamal-Chaoui, L., Robert, A.: Competitive cities and climate change. OECD Regional Development Working Papers, 2009(2), 1 (2009)
12.
go back to reference Li, T.L., Liu, Y., Tian, Y., Shen, S., Mao, W.: A storage solution for massive IoT data based on NoSQL. In: Proceedings of IEEE International Conference on Green Computing and Communications, pp. 50–57 (2012) Li, T.L., Liu, Y., Tian, Y., Shen, S., Mao, W.: A storage solution for massive IoT data based on NoSQL. In: Proceedings of IEEE International Conference on Green Computing and Communications, pp. 50–57 (2012)
13.
go back to reference Liu, X., Golab, L., Golab, W., Ilyas, I.F., Jin, S.: Smart meter data analytics: systems, algorithms and benchmarking. ACM Trans. Database Syst. (TODS) 42(1), 1–39 (2016)MathSciNetCrossRef Liu, X., Golab, L., Golab, W., Ilyas, I.F., Jin, S.: Smart meter data analytics: systems, algorithms and benchmarking. ACM Trans. Database Syst. (TODS) 42(1), 1–39 (2016)MathSciNetCrossRef
14.
go back to reference Liu, X., Golab, L., Golab, W., Ilyas, I.F.: Benchmarking smart meter data analytics. In: Proceedings of EDBT, pp. 385–396 (2015) Liu, X., Golab, L., Golab, W., Ilyas, I.F.: Benchmarking smart meter data analytics. In: Proceedings of EDBT, pp. 385–396 (2015)
15.
go back to reference Olson, M.A., Bostic, K., Seltzer, M.I.: Berkeley DB. In: Proceedings of USENIX Annual Technical Conference, FREENIX Track, pp. 183–191 (1999) Olson, M.A., Bostic, K., Seltzer, M.I.: Berkeley DB. In: Proceedings of USENIX Annual Technical Conference, FREENIX Track, pp. 183–191 (1999)
17.
go back to reference Pavani, M., Rao, P.T.: Real time pollution monitoring using Wireless Sensor Networks. In: Proceedings of IEMCON, pp. 1–6 (2016) Pavani, M., Rao, P.T.: Real time pollution monitoring using Wireless Sensor Networks. In: Proceedings of IEMCON, pp. 1–6 (2016)
18.
go back to reference Phan, T.A.M., Nurminen, J.K., Di Francesco, M.: Cloud databases for Internet-of-things data. In: Proceedings of GreenCom, pp. 117–124 (2014) Phan, T.A.M., Nurminen, J.K., Di Francesco, M.: Cloud databases for Internet-of-things data. In: Proceedings of GreenCom, pp. 117–124 (2014)
19.
go back to reference Pintus, A., Carboni, D., Piras, A.: Paraimpu: a platform for a social web of things. In: Proceedings of the 21st International Conference on World Wide Web, pp. 401–404 (2012) Pintus, A., Carboni, D., Piras, A.: Paraimpu: a platform for a social web of things. In: Proceedings of the 21st International Conference on World Wide Web, pp. 401–404 (2012)
21.
go back to reference Prasad, R.V., Baig, M.Z., Mishra, R.K., Desai, U.B., Merchant, S.N.: Real time wireless air pollution monitoring system. ICTACT J. Commun. Technol. 2(2), 370–375 (2011)CrossRef Prasad, R.V., Baig, M.Z., Mishra, R.K., Desai, U.B., Merchant, S.N.: Real time wireless air pollution monitoring system. ICTACT J. Commun. Technol. 2(2), 370–375 (2011)CrossRef
22.
go back to reference Sanaboyina, T.P.: Performance Evaluation of Time series Databases based on Energy Consumption. Master thesis, Blekinge Institute of Technology (2016) Sanaboyina, T.P.: Performance Evaluation of Time series Databases based on Energy Consumption. Master thesis, Blekinge Institute of Technology (2016)
23.
go back to reference Van der Veen, J.S., Van der Waaij, B., Meijer, R.J.: Sensor data storage performance: SQL or NoSQL, physical or virtual. In: Proceedings of Cloud Computing, pp. 431–438 (2012) Van der Veen, J.S., Van der Waaij, B., Meijer, R.J.: Sensor data storage performance: SQL or NoSQL, physical or virtual. In: Proceedings of Cloud Computing, pp. 431–438 (2012)
Metadata
Title
Air Quality Monitoring System and Benchmarking
Authors
Xiufeng Liu
Per Sieverts Nielsen
Copyright Year
2017
DOI
https://doi.org/10.1007/978-3-319-64283-3_34

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