Abstract
Increasing network lifetime is the important aspect in wireless sensor network deployed for any application. In this paper, we propose to exploit joint sparsity to remove redundant sensor data to be transmitted to increase network lifetime using compressed sensing. Result indicates that proposed method increases network lifetime significantly.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
Akyildiz I, Su W, Sankarasubramaniam Y, Cayirci E (2002) Wireless sensor networks: a survey. Computer Networks 38(4):393–422
Chen SS, Donoho DL, Saunders MA (2001) Atomic decomposition by basis pursuit. SIAM Rev 43(1):129–159
Davis G, Mallat S, Avellaneda M (1997) Adaptive greedy approximations. Constructive Approximation 13(1):57–98
Donoho DL (2006) Compressed sensing. IEEE Transactions on Information Theory 52(4):1289–1306
Duarte MF, Sarvotham S, Baron D, Wakin MB, Baraniuk RG (2005) Distributed compressed sensing of jointly sparse signals. Conference Record of the Thirty-Ninth Asilomar Conference onSignals, Systems and Computers 2005:1537–1541
Luo C, Wu F, Sun J, Chen CW (2009) Compressive data gathering for large-scale wireless sensor networks. In: Proceedings of the 15th Annual International Conference on Mobile Computing and Networking, ACM, New York, NY, USA, MobiCom ’09, pp 145–156
So J, Byun H (2016) Load-balanced opportunistic routing for duty-cycled wireless sensor networks. IEEE Transactions on Mobile Computing PP(99):1–1
Tan L, Wu M (2016) Data reduction in wireless sensor networks: A hierarchical LMS prediction approach. IEEE Sensors Journal 16(6):1708–1715
Tropp JA, Gilbert AC, Strauss MJ (2006) Algorithms for simultaneous sparse approximation: Part i: Greedy pursuit. Signal Process 86(3):572–588
Wakin MB, Duarte MF, Sarvotham S, Baron D, Baraniuk RG (2005) Recovery of jointly sparse signals from few random projections. In: Proceedings of the 18th International Conference on Neural Information Processing Systems, MIT Press, Cambridge, MA, USA, NIPS’05, pp 1433–1440
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2018 Springer Nature Singapore Pte Ltd.
About this paper
Cite this paper
Dolas, P., Ghosh, D. (2018). Compressed Sensing Based Network Lifetime Enhancement in Wireless Sensor Networks. In: Janyani, V., Tiwari, M., Singh, G., Minzioni, P. (eds) Optical and Wireless Technologies. Lecture Notes in Electrical Engineering, vol 472. Springer, Singapore. https://doi.org/10.1007/978-981-10-7395-3_52
Download citation
DOI: https://doi.org/10.1007/978-981-10-7395-3_52
Published:
Publisher Name: Springer, Singapore
Print ISBN: 978-981-10-7394-6
Online ISBN: 978-981-10-7395-3
eBook Packages: EngineeringEngineering (R0)