In the last few years, there has been a growing interest in developing sensing systems using RF signals of opportunity, especially exploiting radar-based techniques. Long Term Evolution (LTE) signals are excellent candidates as signals of opportunity thanks to their wide availability and penetration in indoor environments. This is the first work investigating the possibility to use LTE signals for crowd density estimation. The proposed approach is not radar-like but it exploits the correlation between the variations of the received LTE signals (in particular, of the Reference Signal Received Power) and the number of people. An experimental evaluation of the performance is carried out in a indoor environment testing three different positions of the LTE receiver. Achieved results in terms of classification accuracy are very promising.

Di Domenico, S., De Sanctis, M., Cianca, E., Colucci, P., Bianchi, G. (2017). LTE-based passive device-free crowd density estimation. In IEEE International Conference on Communications (pp.1-6). IEEE [10.1109/ICC.2017.7997194].

LTE-based passive device-free crowd density estimation

Di Domenico, Simone;De Sanctis, Mauro;Cianca, Ernestina;Bianchi, Giuseppe
2017-01-01

Abstract

In the last few years, there has been a growing interest in developing sensing systems using RF signals of opportunity, especially exploiting radar-based techniques. Long Term Evolution (LTE) signals are excellent candidates as signals of opportunity thanks to their wide availability and penetration in indoor environments. This is the first work investigating the possibility to use LTE signals for crowd density estimation. The proposed approach is not radar-like but it exploits the correlation between the variations of the received LTE signals (in particular, of the Reference Signal Received Power) and the number of people. An experimental evaluation of the performance is carried out in a indoor environment testing three different positions of the LTE receiver. Achieved results in terms of classification accuracy are very promising.
2017 IEEE International Conference on Communications, ICC 2017
Paris (France)
2017
Rilevanza internazionale
contributo
2017
Settore ING-INF/03 - TELECOMUNICAZIONI
English
Computer Networks and Communications; Electrical and Electronic Engineering
Intervento a convegno
Di Domenico, S., De Sanctis, M., Cianca, E., Colucci, P., Bianchi, G. (2017). LTE-based passive device-free crowd density estimation. In IEEE International Conference on Communications (pp.1-6). IEEE [10.1109/ICC.2017.7997194].
Di Domenico, S; De Sanctis, M; Cianca, E; Colucci, P; Bianchi, G
File in questo prodotto:
File Dimensione Formato  
2017 ICC - LTE crowd counting.pdf

solo utenti autorizzati

Licenza: Copyright dell'editore
Dimensione 686.23 kB
Formato Adobe PDF
686.23 kB Adobe PDF   Visualizza/Apri   Richiedi una copia

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/199811
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 20
  • ???jsp.display-item.citation.isi??? 11
social impact