Does compressed sensing improve the throughput of wireless sensor networks?

J Luo, L Xiang, C Rosenberg - 2010 IEEE International …, 2010 - ieeexplore.ieee.org
Although compressed sensing (CS) has been envisioned as a useful technique to improve
the performance of wireless sensor networks (WSNs), it is still not very clear how exactly it …

Compressed data aggregation for energy efficient wireless sensor networks

L Xiang, J Luo, A Vasilakos - … on sensor, mesh and ad hoc …, 2011 - ieeexplore.ieee.org
As a burgeoning technique for signal processing, compressed sensing (CS) is being
increasingly applied to wireless communications. However, little work is done to apply CS to …

Energy-efficient data acquisition in wireless sensor networks using compressed sensing

M Sartipi, R Fletcher - 2011 Data Compression Conference, 2011 - ieeexplore.ieee.org
In this paper, we study the problem of data acquisition in wireless sensor networks (WSNs).
A recently revitalized technique called compressive sensing (CS) has presented a new …

Capacity and delay analysis for data gathering with compressive sensing in wireless sensor networks

H Zheng, S Xiao, X Wang, X Tian… - IEEE Transactions on …, 2013 - ieeexplore.ieee.org
Compressive sensing (CS) provides a new paradigm for efficient data gathering in wireless
sensor networks (WSNs). In this paper, with the assumption that sensor data is sparse we …

On the interplay between routing and signal representation for compressive sensing in wireless sensor networks

G Quer, R Masiero, D Munaretto… - 2009 Information …, 2009 - ieeexplore.ieee.org
Compressive Sensing (CS) shows high promise for fully distributed compression in wireless
sensor networks (WSNs). In theory, CS allows the approximation of the readings from a …

Rakeness-based design of low-complexity compressed sensing

M Mangia, F Pareschi, V Cambareri… - IEEE transactions on …, 2017 - ieeexplore.ieee.org
Compressed Sensing (CS) can be introduced in the processing chain of a sensor node as a
mean to globally reduce its operating cost, while maximizing the quality of the acquired …

Energy-efficient sensing in wireless sensor networks using compressed sensing

MA Razzaque, S Dobson - Sensors, 2014 - mdpi.com
Sensing of the application environment is the main purpose of a wireless sensor network.
Most existing energy management strategies and compression techniques assume that the …

Analysis of energy efficiency of compressive sensing in wireless sensor networks

C Karakus, AC Gurbuz, B Tavli - IEEE Sensors Journal, 2013 - ieeexplore.ieee.org
Improving the lifetime of wireless sensor networks (WSNs) is directly related to the energy
efficiency of computation and communication operations in the sensor nodes. Compressive …

Compressive sensing optimization for signal ensembles in WSNs

C Caione, D Brunelli, L Benini - IEEE Transactions on Industrial …, 2013 - ieeexplore.ieee.org
Compressive sensing (CS) is a new approach to simultaneous sensing and compressing
that is highly promising for fully distributed compression in wireless sensor networks …

Sequential compressed sensing with progressive signal reconstruction in wireless sensor networks

M Leinonen, M Codreanu… - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
This paper considers sequential compressed acquisition and progressive reconstruction of
spatially and temporally correlated sensor data streams in wireless sensor networks (WSNs) …