Approximate message passing for sparse recovering of spatially and temporally correlated data

Y Li, W Chen, C Yin, Z Han - 2015 IEEE/CIC International …, 2015 - ieeexplore.ieee.org
To meet the need of data-intensive continuous monitoring, recent research on energy-
efficient data gathering in wireless sensor networks (WSNs) has explored the use of …

Hierarchical data aggregation using compressive sensing (HDACS) in WSNs

X Xu, R Ansari, A Khokhar, AV Vasilakos - ACM Transactions on Sensor …, 2015 - dl.acm.org
Energy efficiency is one of the key objectives in data gathering in wireless sensor networks
(WSNs). Recent research on energy-efficient data gathering in WSNs has explored the use …

Exploiting temporal correlation of sparse signals in wireless sensor networks

AS Alwakeel, MF Abdelkader… - 2014 IEEE 79th …, 2014 - ieeexplore.ieee.org
Collecting data continuously in Wireless Sensor Networks (WSNs) with limited power and
bandwidth is still a challenging issue. Recently, the sparse nature of these data motivated …

Compressive multi-attribute data gathering using hankel matrix in wireless sensor networks

J He, Y Zhou, G Sun, Y Xu - IEEE Communications Letters, 2019 - ieeexplore.ieee.org
For heterogeneous WSNs with various types of sensors, compressive data gathering
method requires more measurements due to the increased multiple attributes. In this letter, a …

Joint correlated compressive sensing based on predictive data recovery in WSNs

K Sekar, KS Devi, P Srinivasan… - … on emerging trends …, 2020 - ieeexplore.ieee.org
Data sampling is critical process for energy constrained Wireless Sensor Networks. In this
article, we proposed a Predictive Data Recovery Compressive Sensing (PDR-CS) …

Hierarchical Data Gathering Scheme for Energy Efficient Wireless Sensor Network

J Chen, Z Chang - … Journal of Future Generation Communication and …, 2016 - earticle.net
Compressive Data Gathering (CDG) has recently emerged to provide energy efficient data
aggregation in wireless sensor networks (WSNs). Existing CDG is done by forming a span …

1‐Bit Compressive Data Gathering for Wireless Sensor Networks

J Xiong, Q Tang - Journal of Sensors, 2014 - Wiley Online Library
Compressive sensing (CS) has been widely used in wireless sensor networks for the
purpose of reducing the data gathering communication overhead in recent years. In this …

Energy-efficient data recovery via greedy algorithm for wireless sensor networks

Z Zou, Z Li, S Shen, R Wang - International Journal of …, 2016 - journals.sagepub.com
Accelerating energy consumption and increasing data traffic have become prominent in
large-scale wireless sensor networks (WSNs). Compressive sensing (CS) can recover data …

Spatiotemporal data gathering based on compressive sensing in WSNs

C Zhang, O Li, X Tong, K Ke, M Li - IEEE Wireless …, 2019 - ieeexplore.ieee.org
In wireless sensor networks (WSNs), sensor readings have spatiotemporal correlation, and
wireless links are unreliable. To balance the energy-performance trade-off and reduce the …

STCDG: An efficient data gathering algorithm based on matrix completion for wireless sensor networks

J Cheng, Q Ye, H Jiang, D Wang… - IEEE Transactions on …, 2012 - ieeexplore.ieee.org
Data gathering in sensor networks is required to be efficient, adaptable and robust.
Recently, compressive sensing (CS) based data gathering shows promise in meeting these …