Author(s)

Fu Jie ¹, Liu Yuhong ¹

Affiliation(s)

¹ School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, 730070, China

Corresponding Author

Liu Yuhong

ABSTRACT

In order to improve the energy efficiency by reducing the amount of the data delivered in Wireless Sensor Networks(WSNs), a Compressive Sensing(CS) based data collection scheme considering the correlation in temporal-spatial domain is studied in this paper. Kronecker product is applied to construct the sparse basis in the joint domain. The simulation results show that due to the huge amount of sensor nodes, by exploiting the dependency in spatial domain, the data number can be reduced distinctly. The high recovery accurancy can still be achieved.

KEYWORDS

Wireless Sensor Networks, Compressive Sensing, Spatial-Temporal correlation, Kronecker Product, Data Collection, Energy Efficiency

CITE THIS PAPER

Yuhong, L. and Jie, F. (2016) Compressive Sensing Based Data Collection in Wireless Sensor Networks. Internet of Things (IoT) and Engineering Applications (2016) 1: 23-28.

REFERENCES

[1] G.Anastasi, M.Conti, M. Di Francesco and A. Passarella, “Energy conservation in wireless sensor networks: A survey”, Ad Hoc Netw, 2009, 7, pp537–568.
[2] Markus Leinonen, Marian Codreanu and Markku Juntti, “Distributed Correlated Data Gathering in WirelessSensor Networks via Compressed Sensing”, 2013 Asilomar Conference on Signals, Systems and Computers, Nov. 2013, pp.418-422.
[3] M.A. Razzaque, C. Bleakley and S. Dobson, “Compression in wireless sensor networks: A survey and comparative evaluation”, ACM Trans. Sens. Netw. 2013, Vol.10, 5,pp.1–44.
[4] F. Li, T. J. Cornwell and F. de Hoog, “The application of compressive sampling to radio astronomy I: Deconvolution”, Astronomy and Astrophysics, June 2011, Vol.528, A31.
[5] Emmanuel J. Candes, J. Romberg and T. Tao, “Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information”, IEEE Trans. Inform. Theory, Feb. 2006, vol. 52, no. 2, pp. 489–509.
[6] D. L. Donoho, “Compressed sensing”, IEEE Trans. Inform. Theory, Apr. 2006, vol. 52, no. 4, pp. 1289–1306.

Sponsors, Associates, and Links

---

• Power Systems Computation
  
  
• Computing, Performance and Communication Systems
  
  
• Journal of Artificial Intelligence Practice
  
  
• Advances in Computer, Signals and Systems
  
  
• Journal of Network Computing and Applications
  
  
• Journal of Web Systems and Applications
  
  
• Journal of Electrotechnology, Electrical Engineering and Management
  
  
• Journal of Wireless Sensors and Sensor Networks
  
  
• Journal of Image Processing Theory and Applications
  
  
• Mobile Computing and Networking
  
  
• Vehicle Power and Propulsion
  
  
• Frontiers in Computer Vision and Pattern Recognition
  
  
• Knowledge Discovery and Data Mining Letters
  
  
• Big Data Analysis and Cloud Computing
  
  
• Electrical Insulation and Dielectrics
  
  
• Crypto and Information Security
  
  
• Journal of Neural Information Processing
  
  
• Collaborative and Social Computing
  
  
• International Journal of Network and Communication Technology
  
  
• File and Storage Technologies
  
  
• Frontiers in Genetic and Evolutionary Computation
  
  
• Optical Network Design and Modeling
  
  
• Journal of Virtual Reality and Artificial Intelligence
  
  
• Natural Language Processing and Speech Recognition
  
  
• Journal of High-Voltage
  
  
• Programming Languages and Operating Systems
  
  
• Visual Communications and Image Processing
  
  
• Journal of Systems Analysis and Integration
  
  
• Knowledge Representation and Automated Reasoning
  
  
• Review of Information Display Techniques
  
  
• Data and Knowledge Engineering
  
  
• Journal of Database Systems
  
  
• Journal of Cluster and Grid Computing
  
  
• Cloud and Service-Oriented Computing
  
  
• Journal of Networking, Architecture and Storage
  
  
• Journal of Software Engineering and Metrics
  
  
• Visualization Techniques
  
  
• Journal of Parallel and Distributed Processing
  
  
• Journal of Modeling, Analysis and Simulation
  
  
• Journal of Privacy, Trust and Security
  
  
• Journal of Cognitive Informatics and Cognitive Computing
  
  
• Lecture Notes on Wireless Networks and Communications
  
  
• International Journal of Computer and Communications Security
  
  
• Journal of Multimedia Techniques
  
  
• Automation and Machine Learning
  
  
• Computational Linguistics Letters
  
  
• Journal of Computer Architecture and Design
  
  
• Journal of Ubiquitous and Future Networks