Omni: Data Science Platform for Evaluate Performance of a LoRaWAN Network
Commenced in January 2007
Frequency: Monthly
Edition: International
Paper Count: 33090
Omni: Data Science Platform for Evaluate Performance of a LoRaWAN Network

Authors: Emanuele A. Solagna, Ricardo S, Tozetto, Roberto dos S. Rabello

Abstract:

Nowadays, physical processes are becoming digitized by the evolution of communication, sensing and storage technologies which promote the development of smart cities. The evolution of this technology has generated multiple challenges related to the generation of big data and the active participation of electronic devices in society. Thus, devices can send information that is captured and processed over large areas, but there is no guarantee that all the obtained data amount will be effectively stored and correctly persisted. Because, depending on the technology which is used, there are parameters that has huge influence on the full delivery of information. This article aims to characterize the project, currently under development, of a platform that based on data science will perform a performance and effectiveness evaluation of an industrial network that implements LoRaWAN technology considering its main parameters configuration relating these parameters to the information loss.

Keywords: Internet of Things, LoRa, LoRaWAN, smart cities.

Digital Object Identifier (DOI): doi.org/1

Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 712

References:


[1] N. Schaffers, H.and Komnimos and M. e. a. Pallot, “Smart cities and the future internet: Towards cooperation frameworks for open innovation,” In: The Future Internet: Future Internet Assembly 2011: Achievements and Technological Promises, Springer Berlin Heidelberg, no. 31, p. 431446, 2011.
[2] V. Rozsa, M. Dutra, A. Pinto, and E. Muriel-Torrado, “O paradigma tecnolgico da internet das coisas e sua relao com a ciŁncia da informao,” vol. 27, no. 3, p. 255266, 2017.
[3] L. Alliance, “Lorawan specification v1.0.2,” LoRa Alliance, 2019.
[4] C. SEMTECH, “Loratm modulation basics an1200.22,” Tech. Rep., 2015.
[Online]. Available: https://www.semtech.com/uploads/ documents/
[5] L. Alliance, “Lorawan regional parameters,” LoRa Alliance, 2019.
[6] D. Schuurman, B. Baccarne, and L. D. Marez, “Smart ideas for smart cities: Investigating crowdsourcing for generating and selecting ideas for ICT innovation in a city context,” Journal of theoretical and applied electronic commerce research, vol. 7, no. 34, pp. 11–124, 2012.
[7] I. Capdevila and M. I. Zarlenga, “Smart city or smart citizens? the barcelona case,” Journal of Strategy and Management, vol. 8, no. 3, pp. 266–282, 2015.
[8] A. Caragliu, C. Del Bo, and P. Nijkamp, “Smart cities in europe,” Thought Technology Ltd., Amsterdam, Tech. Rep., 2009.
[9] R. Dameri, “Searching for smart city definition: a comprehensive proposal,” International Journal of Computers & Technology, vol. 11, pp. 2544–2551, 2013.
[10] M. Batty, K. Axhausen, F. Giannott, A. Pozdnoukhov, A. Bazzani, M. Wachowicz, G. Ouzounis, and Y. Portugali, “Smart cities of the future,” The European Physical Journal Special Topics, vol. 214, no. 1, pp. 481–518, 2012.
[11] J. H. Lee, R. Phaal, and S.-H. Lee, “An integrated service-device-technology roadmap for smart city development,” Technological Forecasting and Social Change, vol. 80, no. 2, pp. 286–306, 2013.
[12] L. Saraiva, “Projeto de hardware e software para dispositivos finais em uma rede LoRaWAN,” 2017, engenharia de Telecomunicaes - Instituto Federal de Santa Catarina (IFSC), So Jos SC.
[13] M. R. Palattella, M. Dohler, A. Grieco, G. Rizzo, J. Torsner, T. Engel, and L. Ladid, “Internet of things in the 5g era: Enablers, architecture, and business models,” IEEE Journal on Selected Areas in Communications, vol. 34, no. 3, pp. 510–527, Mar 2016.
[14] M. Bor, J. Vidler, and U. Roedig, “International conference on embedded wireless systems and networks, ewsn 16,” in Lora for the internet of things. Junction Publishing, Out 2016, p. 361366.
[15] M. Centenaro, L. Vangelista, A. Zanella, and M. Zorzi, “Long-range communications in unlicensed bands: the rising stars in the iot and smart city scenarios,” IEEE Wireless Communications, vol. 23, no. 5, pp. 60–67, Out 2016.
[16] J. Haxhibeqiri, E. D. Poorter, I. Moerman, and J. Hoebeke, “A survey of LoRaWAN for IoT: From technology to application,” Sensors, vol. 18, no. 11, p. 3995, nov 2018. (Online). Available: https://doi.org/10.3390/s18113995
[17] JSON, “Json documentation,” JSON Org, 2019.