In this paper, we propose SWIFTNET: a fast-reactive data acquisition scheme. SWIFTNET is built on the synergies between compressive sensing and prediction algorithms and limits the energy consumption in environmental monitoring and surveillance networks. We show how this approach dramatically reduces the amount of communication required to monitor the sensor readings in a deployment. We use a wildfire monitoring application that requires high reactiveness with continuous data updates of the monitoring process. Experimental results show that over 50\% communication reduction is achieved without loss in accuracy over the common prediction approach. In addition, reactiveness is guaranteed by adjusting the sampling rate from 5 minutes up to 15 seconds.

SWIFTNET: A data acquisition protocol for fast-reactive monitoring applications

Brunelli, Davide
2013-01-01

Abstract

In this paper, we propose SWIFTNET: a fast-reactive data acquisition scheme. SWIFTNET is built on the synergies between compressive sensing and prediction algorithms and limits the energy consumption in environmental monitoring and surveillance networks. We show how this approach dramatically reduces the amount of communication required to monitor the sensor readings in a deployment. We use a wildfire monitoring application that requires high reactiveness with continuous data updates of the monitoring process. Experimental results show that over 50\% communication reduction is achieved without loss in accuracy over the common prediction approach. In addition, reactiveness is guaranteed by adjusting the sampling rate from 5 minutes up to 15 seconds.
2013
Industrial Embedded Systems (SIES), 2018 8th IEEE International Symposium on
USA
Attuale:IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 445 HOES LANE, PISCATAWAY, USA, NJ, 08855
F. A., Aderohunmu; G., Paci; L., Benini; J. D., Deng; Brunelli, Davide
File in questo prodotto:
Non ci sono file associati a questo prodotto.

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/11572/33952
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 2
  • ???jsp.display-item.citation.isi??? 2
social impact