Sparsest random scheduling for compressive data gathering in wireless sensor networks

X Wu, Y Xiong, P Yang, S Wan… - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
Compressive sensing (CS)-based in-network data processing is a promising approach to
reduce packet transmission in wireless sensor networks. Existing CS-based data gathering …

Compressive sensing meets unreliable link: Sparsest random scheduling for compressive data gathering in lossy WSNs

X Wu, P Yang, T Jung, Y Xiong, X Zheng - Proceedings of the 15th ACM …, 2014 - dl.acm.org
Compressive Sensing (CS) has been recognized as a promising technique to reduce and
balance the transmission cost in wireless sensor networks (WSNs). Existing efforts mainly …

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 …

Robust compressive data gathering in wireless sensor networks

Y Tang, B Zhang, T Jing, D Wu… - IEEE Transactions on …, 2013 - ieeexplore.ieee.org
Compressive data gathering, which is based on the recent breakthroughs in compressive
sensing theory, has been proposed as a viable approach for sensor network data collection …

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 …

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-balanced compressive data gathering in wireless sensor networks

C Lv, Q Wang, W Yan, Y Shen - Journal of Network and Computer …, 2016 - Elsevier
Compressive Sensing (CS) can use fewer samples to recover a great number of original
data, which have a sparse representation in a proper basis. For energy-constrained …

A kernel-based compressive sensing approach for mobile data gathering in wireless sensor network systems

H Zheng, W Guo, N Xiong - IEEE Transactions on Systems …, 2017 - ieeexplore.ieee.org
The recent advances of compressive sensing (CS) have witnessed a great potential of
efficient compressive data gathering (CDG) in wireless sensor network systems (WSNSs) …

Data gathering with compressive sensing in wireless sensor networks: A random walk based approach

H Zheng, F Yang, X Tian, X Gan… - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
In this paper, we study the problem of data gathering with compressive sensing (CS) in
wireless sensor networks (WSNs). Unlike the conventional approaches, which require …

CS‐PLM: compressive sensing data gathering algorithm based on packet loss matching in sensor networks

Z Sun, R Tao, N Xiong, X Pan - Wireless Communications and …, 2018 - Wiley Online Library
The data transmission process in Wireless Sensor Networks (WSNs) often experiences
errors and packet losses due to the environmental interference. In order to address this …