Omni: Data Science Platform for Evaluate Performance of a LoRaWAN Network
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.
[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.
[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.
@article{"International Journal of Information, Control and Computer Sciences:79549", author = "Emanuele A. Solagna and Ricardo S and Tozetto and Roberto dos S. Rabello", title = "Omni: Data Science Platform for Evaluate Performance of a LoRaWAN Network", 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.", volume = "14", number = "4", pages = "91-5", }
